FileBase DT3_rLS_rCA1_20151003_1092um_720um ElecNo 7 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.10 and 0.16 GB. - 8 bytes per element (scalar), 7039750 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.03 and 0.04 GB. - 8 bytes per element (scalar), 1689540 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 1689540 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1689540 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1689540 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 7200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=140795, nDims=12, MaxPossibleClusters=50 Total memory usage will be between 0.14 and 0.21 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 140795 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 140795 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 4 (18 points): Lose 2.636587 but Gain 539.405240 Iteration 0F (2.200919 sec): 19 clusters Score: Raw -6769007.241632 + Penalty 9709.294313 = -6759297.947319 nChanged 133313 Deleting Class 19 (52 points): Lose 52.219695 but Gain 539.405240 Iteration 1F (3.398453 sec): 18 clusters Score: Raw -7172391.186472 + Penalty 9169.889073 = -7163221.297399 nChanged 21811 Deleting Class 1 (40 points): Lose 77.963432 but Gain 539.405240 Iteration 2F (4.537494 sec): 17 clusters Score: Raw -7206311.971159 + Penalty 8630.483833 = -7197681.487326 nChanged 8212 Deleting Class 3 (80 points): Lose 113.820840 but Gain 539.405240 Iteration 3F (5.617750 sec): 16 clusters Score: Raw -7217219.592475 + Penalty 8091.078594 = -7209128.513881 nChanged 4557 Deleting Class 16 (170 points): Lose 232.547910 but Gain 539.405240 Iteration 4Q (6.346078 sec): 15 clusters Score: Raw -7223033.961605 + Penalty 7551.673354 = -7215482.288251 nChanged 3954 Deleting Class 15 (133 points): Lose 313.274632 but Gain 539.405240 Iteration 5Q (7.088340 sec): 14 clusters Score: Raw -7228534.044688 + Penalty 7012.268115 = -7221521.776574 nChanged 3809 Deleting Class 18 (51 points): Lose 444.631509 but Gain 539.405240 Iteration 6Q (7.692107 sec): 13 clusters Score: Raw -7234455.475425 + Penalty 6472.862875 = -7227982.612550 nChanged 3981 Deleting Class 2 (326 points): Lose 487.562133 but Gain 539.405240 Iteration 7Q (8.289381 sec): 12 clusters Score: Raw -7239696.813287 + Penalty 5933.457635 = -7233763.355652 nChanged 4353 Iteration 8Q (8.838936 sec): 12 clusters Score: Raw -7244913.595312 + Penalty 5933.457635 = -7238980.137676 nChanged 4020 Iteration 9Q (9.415371 sec): 12 clusters Score: Raw -7249123.622468 + Penalty 5933.457635 = -7243190.164832 nChanged 3943 Iteration 10Q (9.959416 sec): 12 clusters Score: Raw -7252330.895621 + Penalty 5933.457635 = -7246397.437986 nChanged 3684 Iteration 11Q (10.520255 sec): 12 clusters Score: Raw -7254628.472760 + Penalty 5933.457635 = -7248695.015124 nChanged 3055 Iteration 12Q (11.080555 sec): 12 clusters Score: Raw -7256108.720873 + Penalty 5933.457635 = -7250175.263237 nChanged 2465 Iteration 13Q (11.619848 sec): 12 clusters Score: Raw -7257097.464506 + Penalty 5933.457635 = -7251164.006870 nChanged 1998 Iteration 14Q (12.145065 sec): 12 clusters Score: Raw -7257808.086372 + Penalty 5933.457635 = -7251874.628737 nChanged 1565 Iteration 15Q (12.646810 sec): 12 clusters Score: Raw -7258306.977126 + Penalty 5933.457635 = -7252373.519490 nChanged 1351 Iteration 16Q (13.201518 sec): 12 clusters Score: Raw -7258725.669322 + Penalty 5933.457635 = -7252792.211687 nChanged 1072 Iteration 17Q (13.690766 sec): 12 clusters Score: Raw -7259065.125116 + Penalty 5933.457635 = -7253131.667480 nChanged 987 Iteration 18Q (14.210784 sec): 12 clusters Score: Raw -7259341.893156 + Penalty 5933.457635 = -7253408.435520 nChanged 853 Iteration 19Q (14.741298 sec): 12 clusters Score: Raw -7259593.768490 + Penalty 5933.457635 = -7253660.310854 nChanged 725 Writing temp clu file Because OldScore, -7253408.435520, is greater than current (better) Score,-7253660.310854 Compute initial score before splitting: Score: Raw -7259593.768490 + Penalty 5933.457635 = -7253660.310854 Trying to split cluster 5 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.812976 sec): 2 clusters Score: Raw -17311.943932 + Penalty 270.754236 = -17041.189696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.850685 sec): 3 clusters Score: Raw -17193.136744 + Penalty 541.508472 = -16651.628271 nChanged 126 SP:Iteration 1F (14.899898 sec): 3 clusters Score: Raw -17313.619270 + Penalty 541.508472 = -16772.110797 nChanged 36 SP:Iteration 2F (14.954633 sec): 3 clusters Score: Raw -17364.930178 + Penalty 541.508472 = -16823.421706 nChanged 19 SP:Iteration 3Q (15.006967 sec): 3 clusters Score: Raw -17377.046484 + Penalty 541.508472 = -16835.538012 nChanged 15 SP:Iteration 4Q (15.051555 sec): 3 clusters Score: Raw -17387.656001 + Penalty 541.508472 = -16846.147529 nChanged 12 SP:Iteration 5Q (15.097412 sec): 3 clusters Score: Raw -17400.858508 + Penalty 541.508472 = -16859.350036 nChanged 13 SP:Iteration 6Q (15.154055 sec): 3 clusters Score: Raw -17417.480760 + Penalty 541.508472 = -16875.972287 nChanged 12 SP:Iteration 7Q (15.203756 sec): 3 clusters Score: Raw -17437.381297 + Penalty 541.508472 = -16895.872825 nChanged 13 SP:Iteration 8Q (15.250049 sec): 3 clusters Score: Raw -17455.403484 + Penalty 541.508472 = -16913.895012 nChanged 16 SP:Iteration 9Q (15.292473 sec): 3 clusters Score: Raw -17475.046234 + Penalty 541.508472 = -16933.537761 nChanged 11 SP:Iteration 10Q (15.340194 sec): 3 clusters Score: Raw -17486.178794 + Penalty 541.508472 = -16944.670321 nChanged 12 SP:Iteration 11Q (15.391033 sec): 3 clusters Score: Raw -17497.279324 + Penalty 541.508472 = -16955.770852 nChanged 7 SP:Iteration 12Q (15.449449 sec): 3 clusters Score: Raw -17507.697643 + Penalty 541.508472 = -16966.189170 nChanged 7 SP:Iteration 13Q (15.483351 sec): 3 clusters Score: Raw -17513.471777 + Penalty 541.508472 = -16971.963305 nChanged 6 SP:Iteration 14Q (15.531141 sec): 3 clusters Score: Raw -17528.010949 + Penalty 541.508472 = -16986.502476 nChanged 5 SP:Iteration 15Q (15.577842 sec): 3 clusters Score: Raw -17537.146001 + Penalty 541.508472 = -16995.637528 nChanged 8 SP:Iteration 16Q (15.627293 sec): 3 clusters Score: Raw -17557.632759 + Penalty 541.508472 = -17016.124287 nChanged 6 SP:Iteration 17Q (15.674490 sec): 3 clusters Score: Raw -17577.121168 + Penalty 541.508472 = -17035.612695 nChanged 7 SP:Iteration 18Q (15.723268 sec): 3 clusters Score: Raw -17599.709686 + Penalty 541.508472 = -17058.201214 nChanged 6 SP:Iteration 19Q (15.771789 sec): 3 clusters Score: Raw -17606.118034 + Penalty 541.508472 = -17064.609561 nChanged 3 SP:Iteration 20F (15.814499 sec): 3 clusters Score: Raw -17623.571855 + Penalty 541.508472 = -17082.063383 nChanged 2 SP:Iteration 21Q (15.857595 sec): 3 clusters Score: Raw -17655.967172 + Penalty 541.508472 = -17114.458700 nChanged 1 SP:Iteration 22Q (15.903162 sec): 3 clusters Score: Raw -17656.170769 + Penalty 541.508472 = -17114.662296 nChanged 0 SP:Iteration 23F (15.945577 sec): 3 clusters Score: Raw -17656.170769 + Penalty 541.508472 = -17114.662296 nChanged 0 Score: Raw -7260008.546375 + Penalty 6472.862875 = -7253535.683499 Splitting cluster 5 changes total score from -7253660.310854 to -7253535.683499 So it's not getting split. Trying to split cluster 6 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.767304 sec): 2 clusters Score: Raw -39477.177662 + Penalty 296.621202 = -39180.556461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.813027 sec): 3 clusters Score: Raw -39166.861334 + Penalty 593.242403 = -38573.618930 nChanged 255 SP:Iteration 1F (16.867615 sec): 3 clusters Score: Raw -39322.099744 + Penalty 593.242403 = -38728.857341 nChanged 44 SP:Iteration 2F (16.908615 sec): 3 clusters Score: Raw -39356.027021 + Penalty 593.242403 = -38762.784617 nChanged 35 SP:Iteration 3F (16.969106 sec): 3 clusters Score: Raw -39383.771767 + Penalty 593.242403 = -38790.529364 nChanged 27 SP:Iteration 4Q (17.011516 sec): 3 clusters Score: Raw -39397.894270 + Penalty 593.242403 = -38804.651867 nChanged 21 SP:Iteration 5Q (17.058022 sec): 3 clusters Score: Raw -39411.838501 + Penalty 593.242403 = -38818.596098 nChanged 18 SP:Iteration 6Q (17.096724 sec): 3 clusters Score: Raw -39422.121543 + Penalty 593.242403 = -38828.879140 nChanged 11 SP:Iteration 7Q (17.151009 sec): 3 clusters Score: Raw -39428.075513 + Penalty 593.242403 = -38834.833109 nChanged 12 SP:Iteration 8Q (17.201899 sec): 3 clusters Score: Raw -39433.685496 + Penalty 593.242403 = -38840.443092 nChanged 7 SP:Iteration 9Q (17.252715 sec): 3 clusters Score: Raw -39438.751795 + Penalty 593.242403 = -38845.509392 nChanged 8 SP:Iteration 10Q (17.294650 sec): 3 clusters Score: Raw -39443.559151 + Penalty 593.242403 = -38850.316747 nChanged 3 SP:Iteration 11Q (17.350109 sec): 3 clusters Score: Raw -39444.629780 + Penalty 593.242403 = -38851.387377 nChanged 3 SP:Iteration 12Q (17.395473 sec): 3 clusters Score: Raw -39447.402146 + Penalty 593.242403 = -38854.159743 nChanged 3 SP:Iteration 13Q (17.443987 sec): 3 clusters Score: Raw -39450.671267 + Penalty 593.242403 = -38857.428864 nChanged 3 SP:Iteration 14Q (17.491193 sec): 3 clusters Score: Raw -39451.813162 + Penalty 593.242403 = -38858.570759 nChanged 2 SP:Iteration 15Q (17.542337 sec): 3 clusters Score: Raw -39452.953631 + Penalty 593.242403 = -38859.711228 nChanged 0 SP:Iteration 16F (17.593421 sec): 3 clusters Score: Raw -39452.953631 + Penalty 593.242403 = -38859.711228 nChanged 0 Trying to split cluster 7 (26564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.643226 sec): 2 clusters Score: Raw -1468657.128447 + Penalty 463.522705 = -1468193.605742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.715994 sec): 3 clusters Score: Raw -1451375.523827 + Penalty 927.045410 = -1450448.478418 nChanged 12698 SP:Iteration 1F (17.788062 sec): 3 clusters Score: Raw -1459319.359259 + Penalty 927.045410 = -1458392.313849 nChanged 1560 SP:Iteration 2F (17.857760 sec): 3 clusters Score: Raw -1460274.155876 + Penalty 927.045410 = -1459347.110466 nChanged 1803 SP:Iteration 3F (17.932601 sec): 3 clusters Score: Raw -1461712.446763 + Penalty 927.045410 = -1460785.401353 nChanged 1928 SP:Iteration 4F (18.002982 sec): 3 clusters Score: Raw -1463566.110470 + Penalty 927.045410 = -1462639.065060 nChanged 1704 SP:Iteration 5F (18.075608 sec): 3 clusters Score: Raw -1465192.452483 + Penalty 927.045410 = -1464265.407073 nChanged 1288 SP:Iteration 6Q (18.147419 sec): 3 clusters Score: Raw -1466218.385428 + Penalty 927.045410 = -1465291.340018 nChanged 917 SP:Iteration 7Q (18.218987 sec): 3 clusters Score: Raw -1466847.738761 + Penalty 927.045410 = -1465920.693351 nChanged 665 SP:Iteration 8Q (18.289816 sec): 3 clusters Score: Raw -1467279.530340 + Penalty 927.045410 = -1466352.484930 nChanged 497 SP:Iteration 9Q (18.359243 sec): 3 clusters Score: Raw -1467573.211423 + Penalty 927.045410 = -1466646.166013 nChanged 404 SP:Iteration 10Q (18.429192 sec): 3 clusters Score: Raw -1467803.015077 + Penalty 927.045410 = -1466875.969667 nChanged 346 SP:Iteration 11Q (18.485088 sec): 3 clusters Score: Raw -1467996.851399 + Penalty 927.045410 = -1467069.805989 nChanged 284 SP:Iteration 12Q (18.563286 sec): 3 clusters Score: Raw -1468147.428999 + Penalty 927.045410 = -1467220.383589 nChanged 228 SP:Iteration 13Q (18.622566 sec): 3 clusters Score: Raw -1468257.304127 + Penalty 927.045410 = -1467330.258717 nChanged 198 SP:Iteration 14Q (18.703082 sec): 3 clusters Score: Raw -1468359.358773 + Penalty 927.045410 = -1467432.313363 nChanged 161 SP:Iteration 15Q (18.761509 sec): 3 clusters Score: Raw -1468445.147654 + Penalty 927.045410 = -1467518.102244 nChanged 135 SP:Iteration 16Q (18.829351 sec): 3 clusters Score: Raw -1468509.102431 + Penalty 927.045410 = -1467582.057021 nChanged 117 SP:Iteration 17Q (18.898015 sec): 3 clusters Score: Raw -1468564.221629 + Penalty 927.045410 = -1467637.176219 nChanged 90 SP:Iteration 18Q (18.976923 sec): 3 clusters Score: Raw -1468610.535442 + Penalty 927.045410 = -1467683.490032 nChanged 78 SP:Iteration 19Q (19.031667 sec): 3 clusters Score: Raw -1468643.460878 + Penalty 927.045410 = -1467716.415469 nChanged 56 SP:Iteration 20F (19.103911 sec): 3 clusters Score: Raw -1468674.620754 + Penalty 927.045410 = -1467747.575344 nChanged 46 SP:Iteration 21Q (19.183322 sec): 3 clusters Score: Raw -1468705.908090 + Penalty 927.045410 = -1467778.862680 nChanged 40 SP:Iteration 22Q (19.248190 sec): 3 clusters Score: Raw -1468726.184470 + Penalty 927.045410 = -1467799.139061 nChanged 29 SP:Iteration 23Q (19.314933 sec): 3 clusters Score: Raw -1468740.655646 + Penalty 927.045410 = -1467813.610236 nChanged 26 SP:Iteration 24Q (19.383078 sec): 3 clusters Score: Raw -1468752.051175 + Penalty 927.045410 = -1467825.005766 nChanged 27 SP:Iteration 25Q (19.452298 sec): 3 clusters Score: Raw -1468762.023362 + Penalty 927.045410 = -1467834.977952 nChanged 14 SP:Iteration 26Q (19.515255 sec): 3 clusters Score: Raw -1468767.248537 + Penalty 927.045410 = -1467840.203128 nChanged 15 SP:Iteration 27Q (19.586036 sec): 3 clusters Score: Raw -1468774.883440 + Penalty 927.045410 = -1467847.838030 nChanged 16 SP:Iteration 28Q (19.652266 sec): 3 clusters Score: Raw -1468778.828973 + Penalty 927.045410 = -1467851.783563 nChanged 7 SP:Iteration 29Q (19.713831 sec): 3 clusters Score: Raw -1468780.038950 + Penalty 927.045410 = -1467852.993540 nChanged 3 SP:Iteration 30Q (19.777577 sec): 3 clusters Score: Raw -1468780.742803 + Penalty 927.045410 = -1467853.697393 nChanged 1 SP:Iteration 31Q (19.840119 sec): 3 clusters Score: Raw -1468780.882758 + Penalty 927.045410 = -1467853.837348 nChanged 0 SP:Iteration 32F (19.904982 sec): 3 clusters Score: Raw -1468780.882758 + Penalty 927.045410 = -1467853.837348 nChanged 0 Trying to split cluster 8 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.943048 sec): 2 clusters Score: Raw -28175.206690 + Penalty 293.496404 = -27881.710286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.980530 sec): 3 clusters Score: Raw -27921.791859 + Penalty 586.992808 = -27334.799051 nChanged 249 SP:Iteration 1F (20.030505 sec): 3 clusters Score: Raw -28166.029984 + Penalty 586.992808 = -27579.037175 nChanged 59 SP:Iteration 2F (20.075514 sec): 3 clusters Score: Raw -28241.934525 + Penalty 586.992808 = -27654.941717 nChanged 27 SP:Iteration 3Q (20.111034 sec): 3 clusters Score: Raw -28267.984158 + Penalty 586.992808 = -27680.991350 nChanged 26 SP:Iteration 4Q (20.158806 sec): 3 clusters Score: Raw -28292.189059 + Penalty 586.992808 = -27705.196251 nChanged 19 SP:Iteration 5Q (20.197025 sec): 3 clusters Score: Raw -28315.458434 + Penalty 586.992808 = -27728.465625 nChanged 13 SP:Iteration 6Q (20.237520 sec): 3 clusters Score: Raw -28335.829456 + Penalty 586.992808 = -27748.836647 nChanged 18 SP:Iteration 7Q (20.285468 sec): 3 clusters Score: Raw -28362.761557 + Penalty 586.992808 = -27775.768748 nChanged 12 SP:Iteration 8Q (20.324454 sec): 3 clusters Score: Raw -28367.632905 + Penalty 586.992808 = -27780.640097 nChanged 7 SP:Iteration 9Q (20.372636 sec): 3 clusters Score: Raw -28370.324946 + Penalty 586.992808 = -27783.332137 nChanged 6 SP:Iteration 10Q (20.428854 sec): 3 clusters Score: Raw -28379.018785 + Penalty 586.992808 = -27792.025977 nChanged 12 SP:Iteration 11Q (20.476313 sec): 3 clusters Score: Raw -28394.778063 + Penalty 586.992808 = -27807.785254 nChanged 9 SP:Iteration 12Q (20.528538 sec): 3 clusters Score: Raw -28409.159725 + Penalty 586.992808 = -27822.166916 nChanged 5 SP:Iteration 13Q (20.577447 sec): 3 clusters Score: Raw -28417.525268 + Penalty 586.992808 = -27830.532459 nChanged 9 SP:Iteration 14Q (20.628390 sec): 3 clusters Score: Raw -28421.788997 + Penalty 586.992808 = -27834.796189 nChanged 9 SP:Iteration 15Q (20.676692 sec): 3 clusters Score: Raw -28426.211099 + Penalty 586.992808 = -27839.218290 nChanged 9 SP:Iteration 16Q (20.726475 sec): 3 clusters Score: Raw -28445.971709 + Penalty 586.992808 = -27858.978900 nChanged 9 SP:Iteration 17Q (20.775390 sec): 3 clusters Score: Raw -28454.903657 + Penalty 586.992808 = -27867.910848 nChanged 3 SP:Iteration 18Q (20.825314 sec): 3 clusters Score: Raw -28456.431895 + Penalty 586.992808 = -27869.439087 nChanged 4 SP:Iteration 19Q (20.867863 sec): 3 clusters Score: Raw -28458.317960 + Penalty 586.992808 = -27871.325152 nChanged 1 SP:Iteration 20F (20.918703 sec): 3 clusters Score: Raw -28458.973109 + Penalty 586.992808 = -27871.980300 nChanged 1 SP:Iteration 21Q (20.965208 sec): 3 clusters Score: Raw -28461.933212 + Penalty 586.992808 = -27874.940404 nChanged 2 SP:Iteration 22Q (20.997619 sec): 3 clusters Score: Raw -28464.472693 + Penalty 586.992808 = -27877.479884 nChanged 3 SP:Iteration 23Q (21.042929 sec): 3 clusters Score: Raw -28466.554782 + Penalty 586.992808 = -27879.561974 nChanged 3 SP:Iteration 24Q (21.082272 sec): 3 clusters Score: Raw -28473.234411 + Penalty 586.992808 = -27886.241603 nChanged 2 SP:Iteration 25Q (21.131707 sec): 3 clusters Score: Raw -28476.291124 + Penalty 586.992808 = -27889.298315 nChanged 2 SP:Iteration 26Q (21.176205 sec): 3 clusters Score: Raw -28477.318651 + Penalty 586.992808 = -27890.325843 nChanged 1 SP:Iteration 27Q (21.213567 sec): 3 clusters Score: Raw -28477.613731 + Penalty 586.992808 = -27890.620923 nChanged 2 SP:Iteration 28Q (21.259421 sec): 3 clusters Score: Raw -28478.926588 + Penalty 586.992808 = -27891.933779 nChanged 2 SP:Iteration 29Q (21.305200 sec): 3 clusters Score: Raw -28480.823812 + Penalty 586.992808 = -27893.831004 nChanged 2 SP:Iteration 30Q (21.351698 sec): 3 clusters Score: Raw -28481.679685 + Penalty 586.992808 = -27894.686877 nChanged 0 SP:Iteration 31F (21.390963 sec): 3 clusters Score: Raw -28481.679685 + Penalty 586.992808 = -27894.686877 nChanged 0 Score: Raw -7259970.792533 + Penalty 6472.862875 = -7253497.929658 Splitting cluster 8 changes total score from -7253660.310854 to -7253497.929658 So it's not getting split. Trying to split cluster 9 (7165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.214269 sec): 2 clusters Score: Raw -344969.378977 + Penalty 403.901832 = -344565.477145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.271389 sec): 3 clusters Score: Raw -340577.758953 + Penalty 807.803664 = -339769.955289 nChanged 3286 SP:Iteration 1F (22.328192 sec): 3 clusters Score: Raw -343458.248316 + Penalty 807.803664 = -342650.444652 nChanged 831 SP:Iteration 2F (22.384392 sec): 3 clusters Score: Raw -344678.148695 + Penalty 807.803664 = -343870.345031 nChanged 854 SP:Iteration 3F (22.444287 sec): 3 clusters Score: Raw -345542.163794 + Penalty 807.803664 = -344734.360130 nChanged 605 SP:Iteration 4F (22.495122 sec): 3 clusters Score: Raw -346036.792083 + Penalty 807.803664 = -345228.988419 nChanged 342 SP:Iteration 5Q (22.556524 sec): 3 clusters Score: Raw -346265.109681 + Penalty 807.803664 = -345457.306017 nChanged 234 SP:Iteration 6Q (22.612323 sec): 3 clusters Score: Raw -346396.964733 + Penalty 807.803664 = -345589.161069 nChanged 141 SP:Iteration 7Q (22.663843 sec): 3 clusters Score: Raw -346456.800751 + Penalty 807.803664 = -345648.997087 nChanged 82 SP:Iteration 8Q (22.717047 sec): 3 clusters Score: Raw -346492.142502 + Penalty 807.803664 = -345684.338838 nChanged 79 SP:Iteration 9Q (22.776548 sec): 3 clusters Score: Raw -346518.726357 + Penalty 807.803664 = -345710.922693 nChanged 57 SP:Iteration 10Q (22.833628 sec): 3 clusters Score: Raw -346537.863843 + Penalty 807.803664 = -345730.060179 nChanged 51 SP:Iteration 11Q (22.878286 sec): 3 clusters Score: Raw -346554.165737 + Penalty 807.803664 = -345746.362073 nChanged 27 SP:Iteration 12Q (22.944510 sec): 3 clusters Score: Raw -346562.813540 + Penalty 807.803664 = -345755.009876 nChanged 21 SP:Iteration 13Q (23.002996 sec): 3 clusters Score: Raw -346572.448886 + Penalty 807.803664 = -345764.645222 nChanged 18 SP:Iteration 14Q (23.045093 sec): 3 clusters Score: Raw -346576.521788 + Penalty 807.803664 = -345768.718124 nChanged 11 SP:Iteration 15Q (23.110203 sec): 3 clusters Score: Raw -346578.746821 + Penalty 807.803664 = -345770.943157 nChanged 6 SP:Iteration 16Q (23.167965 sec): 3 clusters Score: Raw -346580.485544 + Penalty 807.803664 = -345772.681880 nChanged 10 SP:Iteration 17Q (23.215610 sec): 3 clusters Score: Raw -346583.160729 + Penalty 807.803664 = -345775.357065 nChanged 12 SP:Iteration 18Q (23.274659 sec): 3 clusters Score: Raw -346587.434266 + Penalty 807.803664 = -345779.630602 nChanged 11 SP:Iteration 19Q (23.325333 sec): 3 clusters Score: Raw -346594.111668 + Penalty 807.803664 = -345786.308004 nChanged 17 SP:Iteration 20F (23.384179 sec): 3 clusters Score: Raw -346604.093973 + Penalty 807.803664 = -345796.290309 nChanged 11 SP:Iteration 21Q (23.440858 sec): 3 clusters Score: Raw -346609.489244 + Penalty 807.803664 = -345801.685581 nChanged 10 SP:Iteration 22Q (23.489663 sec): 3 clusters Score: Raw -346610.926076 + Penalty 807.803664 = -345803.122412 nChanged 1 SP:Iteration 23Q (23.551969 sec): 3 clusters Score: Raw -346611.070223 + Penalty 807.803664 = -345803.266559 nChanged 0 SP:Iteration 24F (23.609171 sec): 3 clusters Score: Raw -346611.070223 + Penalty 807.803664 = -345803.266559 nChanged 0 Score: Raw -7261306.010784 + Penalty 6472.862875 = -7254833.147909 Splitting cluster 9 changes total score from -7253660.310854 to -7254833.147909 So it's getting split into cluster 1. Trying to split cluster 10 (92231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.488992 sec): 2 clusters Score: Raw -4820896.034289 + Penalty 520.158347 = -4820375.875942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.624235 sec): 3 clusters Score: Raw -4759147.139575 + Penalty 1040.316694 = -4758106.822881 nChanged 45255 SP:Iteration 1F (24.750769 sec): 3 clusters Score: Raw -4786846.718362 + Penalty 1040.316694 = -4785806.401668 nChanged 3330 SP:Iteration 2Q (24.882011 sec): 3 clusters Score: Raw -4787794.641310 + Penalty 1040.316694 = -4786754.324616 nChanged 3523 SP:Iteration 3Q (25.017261 sec): 3 clusters Score: Raw -4788922.534153 + Penalty 1040.316694 = -4787882.217460 nChanged 3780 SP:Iteration 4Q (25.152411 sec): 3 clusters Score: Raw -4790208.943918 + Penalty 1040.316694 = -4789168.627224 nChanged 3914 SP:Iteration 5Q (25.285907 sec): 3 clusters Score: Raw -4791582.946541 + Penalty 1040.316694 = -4790542.629847 nChanged 3808 SP:Iteration 6Q (25.418646 sec): 3 clusters Score: Raw -4792935.837399 + Penalty 1040.316694 = -4791895.520706 nChanged 3779 SP:Iteration 7Q (25.543431 sec): 3 clusters Score: Raw -4794310.806655 + Penalty 1040.316694 = -4793270.489961 nChanged 3648 SP:Iteration 8Q (25.670757 sec): 3 clusters Score: Raw -4795663.198663 + Penalty 1040.316694 = -4794622.881970 nChanged 3731 SP:Iteration 9Q (25.800582 sec): 3 clusters Score: Raw -4797262.892226 + Penalty 1040.316694 = -4796222.575532 nChanged 4057 SP:Iteration 10Q (25.925245 sec): 3 clusters Score: Raw -4799558.861085 + Penalty 1040.316694 = -4798518.544391 nChanged 4375 SP:Iteration 11Q (26.052654 sec): 3 clusters Score: Raw -4803296.577908 + Penalty 1040.316694 = -4802256.261214 nChanged 4739 SP:Iteration 12F (26.177178 sec): 3 clusters Score: Raw -4811065.194134 + Penalty 1040.316694 = -4810024.877441 nChanged 4957 SP:Iteration 13F (26.301170 sec): 3 clusters Score: Raw -4826828.213133 + Penalty 1040.316694 = -4825787.896439 nChanged 4756 SP:Iteration 14F (26.439323 sec): 3 clusters Score: Raw -4832870.080818 + Penalty 1040.316694 = -4831829.764124 nChanged 3983 SP:Iteration 15Q (26.549410 sec): 3 clusters Score: Raw -4836308.335000 + Penalty 1040.316694 = -4835268.018307 nChanged 3080 SP:Iteration 16Q (26.674386 sec): 3 clusters Score: Raw -4838583.341116 + Penalty 1040.316694 = -4837543.024422 nChanged 2023 SP:Iteration 17Q (26.799306 sec): 3 clusters Score: Raw -4839641.551193 + Penalty 1040.316694 = -4838601.234499 nChanged 1379 SP:Iteration 18Q (26.927912 sec): 3 clusters Score: Raw -4840150.612243 + Penalty 1040.316694 = -4839110.295549 nChanged 940 SP:Iteration 19Q (27.054046 sec): 3 clusters Score: Raw -4840408.086225 + Penalty 1040.316694 = -4839367.769531 nChanged 716 SP:Iteration 20F (27.178640 sec): 3 clusters Score: Raw -4840566.716894 + Penalty 1040.316694 = -4839526.400201 nChanged 582 SP:Iteration 21Q (27.295745 sec): 3 clusters Score: Raw -4840680.475445 + Penalty 1040.316694 = -4839640.158751 nChanged 500 SP:Iteration 22Q (27.401117 sec): 3 clusters Score: Raw -4840764.686719 + Penalty 1040.316694 = -4839724.370025 nChanged 417 SP:Iteration 23Q (27.530217 sec): 3 clusters Score: Raw -4840828.261488 + Penalty 1040.316694 = -4839787.944794 nChanged 342 SP:Iteration 24Q (27.655568 sec): 3 clusters Score: Raw -4840871.929700 + Penalty 1040.316694 = -4839831.613006 nChanged 292 SP:Iteration 25Q (27.775473 sec): 3 clusters Score: Raw -4840903.526250 + Penalty 1040.316694 = -4839863.209556 nChanged 241 SP:Iteration 26Q (27.897922 sec): 3 clusters Score: Raw -4840927.757841 + Penalty 1040.316694 = -4839887.441148 nChanged 210 SP:Iteration 27Q (28.029409 sec): 3 clusters Score: Raw -4840947.628401 + Penalty 1040.316694 = -4839907.311708 nChanged 171 SP:Iteration 28Q (28.154848 sec): 3 clusters Score: Raw -4840962.334940 + Penalty 1040.316694 = -4839922.018247 nChanged 156 SP:Iteration 29Q (28.282895 sec): 3 clusters Score: Raw -4840974.526976 + Penalty 1040.316694 = -4839934.210282 nChanged 146 SP:Iteration 30Q (28.403920 sec): 3 clusters Score: Raw -4840985.910127 + Penalty 1040.316694 = -4839945.593433 nChanged 146 SP:Iteration 31Q (28.527440 sec): 3 clusters Score: Raw -4840997.276711 + Penalty 1040.316694 = -4839956.960017 nChanged 146 SP:Iteration 32Q (28.638807 sec): 3 clusters Score: Raw -4841007.337200 + Penalty 1040.316694 = -4839967.020506 nChanged 127 SP:Iteration 33Q (28.769772 sec): 3 clusters Score: Raw -4841015.324371 + Penalty 1040.316694 = -4839975.007677 nChanged 135 SP:Iteration 34Q (28.900547 sec): 3 clusters Score: Raw -4841024.079671 + Penalty 1040.316694 = -4839983.762977 nChanged 120 SP:Iteration 35Q (29.029450 sec): 3 clusters Score: Raw -4841031.949789 + Penalty 1040.316694 = -4839991.633095 nChanged 121 SP:Iteration 36Q (29.153234 sec): 3 clusters Score: Raw -4841039.052505 + Penalty 1040.316694 = -4839998.735811 nChanged 106 SP:Iteration 37Q (29.282097 sec): 3 clusters Score: Raw -4841043.771483 + Penalty 1040.316694 = -4840003.454789 nChanged 88 SP:Iteration 38Q (29.405662 sec): 3 clusters Score: Raw -4841047.068848 + Penalty 1040.316694 = -4840006.752155 nChanged 79 SP:Iteration 39Q (29.522175 sec): 3 clusters Score: Raw -4841049.784440 + Penalty 1040.316694 = -4840009.467747 nChanged 66 SP:Iteration 40F (29.656708 sec): 3 clusters Score: Raw -4841051.547868 + Penalty 1040.316694 = -4840011.231175 nChanged 70 SP:Iteration 41Q (29.779161 sec): 3 clusters Score: Raw -4841053.853005 + Penalty 1040.316694 = -4840013.536311 nChanged 73 SP:Iteration 42Q (29.892213 sec): 3 clusters Score: Raw -4841056.465052 + Penalty 1040.316694 = -4840016.148358 nChanged 69 SP:Iteration 43Q (30.017529 sec): 3 clusters Score: Raw -4841058.923155 + Penalty 1040.316694 = -4840018.606461 nChanged 72 SP:Iteration 44Q (30.138138 sec): 3 clusters Score: Raw -4841061.551605 + Penalty 1040.316694 = -4840021.234912 nChanged 67 SP:Iteration 45Q (30.261803 sec): 3 clusters Score: Raw -4841063.262046 + Penalty 1040.316694 = -4840022.945353 nChanged 55 SP:Iteration 46Q (30.372618 sec): 3 clusters Score: Raw -4841064.652901 + Penalty 1040.316694 = -4840024.336208 nChanged 44 SP:Iteration 47Q (30.500188 sec): 3 clusters Score: Raw -4841065.673220 + Penalty 1040.316694 = -4840025.356526 nChanged 51 SP:Iteration 48Q (30.620214 sec): 3 clusters Score: Raw -4841066.968753 + Penalty 1040.316694 = -4840026.652060 nChanged 47 SP:Iteration 49Q (30.736828 sec): 3 clusters Score: Raw -4841068.205109 + Penalty 1040.316694 = -4840027.888415 nChanged 50 SP:Iteration 50Q (30.858011 sec): 3 clusters Score: Raw -4841069.831985 + Penalty 1040.316694 = -4840029.515291 nChanged 60 SP:Iteration 51Q (30.965003 sec): 3 clusters Score: Raw -4841071.795205 + Penalty 1040.316694 = -4840031.478511 nChanged 64 SP:Iteration 52Q (31.083196 sec): 3 clusters Score: Raw -4841073.727769 + Penalty 1040.316694 = -4840033.411076 nChanged 61 SP:Iteration 53Q (31.213111 sec): 3 clusters Score: Raw -4841075.430576 + Penalty 1040.316694 = -4840035.113883 nChanged 59 SP:Iteration 54Q (31.337401 sec): 3 clusters Score: Raw -4841076.861095 + Penalty 1040.316694 = -4840036.544401 nChanged 52 SP:Iteration 55Q (31.460531 sec): 3 clusters Score: Raw -4841078.046951 + Penalty 1040.316694 = -4840037.730258 nChanged 48 SP:Iteration 56Q (31.566663 sec): 3 clusters Score: Raw -4841079.393108 + Penalty 1040.316694 = -4840039.076414 nChanged 53 SP:Iteration 57Q (31.697090 sec): 3 clusters Score: Raw -4841080.709911 + Penalty 1040.316694 = -4840040.393217 nChanged 44 SP:Iteration 58Q (31.818970 sec): 3 clusters Score: Raw -4841081.376473 + Penalty 1040.316694 = -4840041.059779 nChanged 32 SP:Iteration 59Q (31.937250 sec): 3 clusters Score: Raw -4841081.912466 + Penalty 1040.316694 = -4840041.595772 nChanged 38 SP:Iteration 60F (32.067304 sec): 3 clusters Score: Raw -4841082.605227 + Penalty 1040.316694 = -4840042.288533 nChanged 48 SP:Iteration 61Q (32.188458 sec): 3 clusters Score: Raw -4841083.595721 + Penalty 1040.316694 = -4840043.279027 nChanged 43 SP:Iteration 62Q (32.301287 sec): 3 clusters Score: Raw -4841084.316180 + Penalty 1040.316694 = -4840043.999487 nChanged 28 SP:Iteration 63Q (32.429190 sec): 3 clusters Score: Raw -4841084.908725 + Penalty 1040.316694 = -4840044.592031 nChanged 34 SP:Iteration 64Q (32.544285 sec): 3 clusters Score: Raw -4841085.560497 + Penalty 1040.316694 = -4840045.243803 nChanged 27 SP:Iteration 65Q (32.677584 sec): 3 clusters Score: Raw -4841085.896547 + Penalty 1040.316694 = -4840045.579853 nChanged 29 SP:Iteration 66Q (32.799748 sec): 3 clusters Score: Raw -4841086.277065 + Penalty 1040.316694 = -4840045.960371 nChanged 27 SP:Iteration 67Q (32.909244 sec): 3 clusters Score: Raw -4841086.730518 + Penalty 1040.316694 = -4840046.413825 nChanged 38 SP:Iteration 68Q (33.025166 sec): 3 clusters Score: Raw -4841087.425627 + Penalty 1040.316694 = -4840047.108933 nChanged 45 SP:Iteration 69Q (33.150821 sec): 3 clusters Score: Raw -4841088.296990 + Penalty 1040.316694 = -4840047.980296 nChanged 40 SP:Iteration 70Q (33.274098 sec): 3 clusters Score: Raw -4841089.088417 + Penalty 1040.316694 = -4840048.771723 nChanged 49 SP:Iteration 71Q (33.401054 sec): 3 clusters Score: Raw -4841090.272835 + Penalty 1040.316694 = -4840049.956141 nChanged 55 SP:Iteration 72Q (33.521397 sec): 3 clusters Score: Raw -4841091.432015 + Penalty 1040.316694 = -4840051.115321 nChanged 55 SP:Iteration 73Q (33.637496 sec): 3 clusters Score: Raw -4841092.404528 + Penalty 1040.316694 = -4840052.087835 nChanged 48 SP:Iteration 74Q (33.752124 sec): 3 clusters Score: Raw -4841093.439309 + Penalty 1040.316694 = -4840053.122615 nChanged 43 SP:Iteration 75Q (33.881118 sec): 3 clusters Score: Raw -4841094.275294 + Penalty 1040.316694 = -4840053.958600 nChanged 33 SP:Iteration 76Q (33.998265 sec): 3 clusters Score: Raw -4841094.861749 + Penalty 1040.316694 = -4840054.545055 nChanged 35 SP:Iteration 77Q (34.105568 sec): 3 clusters Score: Raw -4841095.368277 + Penalty 1040.316694 = -4840055.051583 nChanged 30 SP:Iteration 78Q (34.223336 sec): 3 clusters Score: Raw -4841095.791631 + Penalty 1040.316694 = -4840055.474937 nChanged 28 SP:Iteration 79Q (34.341844 sec): 3 clusters Score: Raw -4841096.244084 + Penalty 1040.316694 = -4840055.927391 nChanged 27 SP:Iteration 80F (34.473873 sec): 3 clusters Score: Raw -4841096.587289 + Penalty 1040.316694 = -4840056.270595 nChanged 20 SP:Iteration 81Q (34.592436 sec): 3 clusters Score: Raw -4841096.885128 + Penalty 1040.316694 = -4840056.568434 nChanged 25 SP:Iteration 82Q (34.712054 sec): 3 clusters Score: Raw -4841097.197109 + Penalty 1040.316694 = -4840056.880415 nChanged 21 SP:Iteration 83Q (34.835657 sec): 3 clusters Score: Raw -4841097.556718 + Penalty 1040.316694 = -4840057.240025 nChanged 24 SP:Iteration 84Q (34.954909 sec): 3 clusters Score: Raw -4841097.987727 + Penalty 1040.316694 = -4840057.671034 nChanged 24 SP:Iteration 85Q (35.065231 sec): 3 clusters Score: Raw -4841098.435898 + Penalty 1040.316694 = -4840058.119205 nChanged 26 SP:Iteration 86Q (35.194798 sec): 3 clusters Score: Raw -4841098.727918 + Penalty 1040.316694 = -4840058.411225 nChanged 20 SP:Iteration 87Q (35.302797 sec): 3 clusters Score: Raw -4841098.927357 + Penalty 1040.316694 = -4840058.610664 nChanged 17 SP:Iteration 88Q (35.422205 sec): 3 clusters Score: Raw -4841099.061492 + Penalty 1040.316694 = -4840058.744799 nChanged 15 SP:Iteration 89Q (35.556385 sec): 3 clusters Score: Raw -4841099.184346 + Penalty 1040.316694 = -4840058.867652 nChanged 20 SP:Iteration 90Q (35.666320 sec): 3 clusters Score: Raw -4841099.360007 + Penalty 1040.316694 = -4840059.043313 nChanged 19 SP:Iteration 91Q (35.808754 sec): 3 clusters Score: Raw -4841099.520400 + Penalty 1040.316694 = -4840059.203706 nChanged 13 SP:Iteration 92Q (35.942192 sec): 3 clusters Score: Raw -4841099.608657 + Penalty 1040.316694 = -4840059.291963 nChanged 12 SP:Iteration 93Q (36.068841 sec): 3 clusters Score: Raw -4841099.702256 + Penalty 1040.316694 = -4840059.385562 nChanged 14 SP:Iteration 94Q (36.198367 sec): 3 clusters Score: Raw -4841099.829833 + Penalty 1040.316694 = -4840059.513139 nChanged 16 SP:Iteration 95Q (36.317503 sec): 3 clusters Score: Raw -4841099.953379 + Penalty 1040.316694 = -4840059.636686 nChanged 10 SP:Iteration 96Q (36.438349 sec): 3 clusters Score: Raw -4841100.002047 + Penalty 1040.316694 = -4840059.685353 nChanged 6 SP:Iteration 97Q (36.562919 sec): 3 clusters Score: Raw -4841100.031685 + Penalty 1040.316694 = -4840059.714991 nChanged 7 SP:Iteration 98Q (36.686377 sec): 3 clusters Score: Raw -4841100.064905 + Penalty 1040.316694 = -4840059.748211 nChanged 6 SP:Iteration 99Q (36.808140 sec): 3 clusters Score: Raw -4841100.109076 + Penalty 1040.316694 = -4840059.792382 nChanged 8 SP:Iteration 100F (36.932371 sec): 3 clusters Score: Raw -4841100.191168 + Penalty 1040.316694 = -4840059.874474 nChanged 13 SP:Iteration 101Q (37.050708 sec): 3 clusters Score: Raw -4841100.376363 + Penalty 1040.316694 = -4840060.059669 nChanged 18 SP:Iteration 102Q (37.182228 sec): 3 clusters Score: Raw -4841100.616242 + Penalty 1040.316694 = -4840060.299549 nChanged 17 SP:Iteration 103Q (37.303859 sec): 3 clusters Score: Raw -4841100.844318 + Penalty 1040.316694 = -4840060.527624 nChanged 14 SP:Iteration 104Q (37.425531 sec): 3 clusters Score: Raw -4841101.031164 + Penalty 1040.316694 = -4840060.714470 nChanged 12 SP:Iteration 105Q (37.545639 sec): 3 clusters Score: Raw -4841101.184112 + Penalty 1040.316694 = -4840060.867419 nChanged 15 SP:Iteration 106Q (37.672055 sec): 3 clusters Score: Raw -4841101.345582 + Penalty 1040.316694 = -4840061.028888 nChanged 10 SP:Iteration 107Q (37.793589 sec): 3 clusters Score: Raw -4841101.465675 + Penalty 1040.316694 = -4840061.148982 nChanged 11 SP:Iteration 108Q (37.917447 sec): 3 clusters Score: Raw -4841101.571711 + Penalty 1040.316694 = -4840061.255018 nChanged 14 SP:Iteration 109Q (38.042022 sec): 3 clusters Score: Raw -4841101.809644 + Penalty 1040.316694 = -4840061.492951 nChanged 25 SP:Iteration 110Q (38.150591 sec): 3 clusters Score: Raw -4841102.201408 + Penalty 1040.316694 = -4840061.884714 nChanged 26 SP:Iteration 111Q (38.282641 sec): 3 clusters Score: Raw -4841102.498994 + Penalty 1040.316694 = -4840062.182300 nChanged 21 SP:Iteration 112Q (38.406342 sec): 3 clusters Score: Raw -4841102.826632 + Penalty 1040.316694 = -4840062.509938 nChanged 30 SP:Iteration 113Q (38.529778 sec): 3 clusters Score: Raw -4841103.268451 + Penalty 1040.316694 = -4840062.951757 nChanged 30 SP:Iteration 114Q (38.651388 sec): 3 clusters Score: Raw -4841103.612022 + Penalty 1040.316694 = -4840063.295328 nChanged 27 SP:Iteration 115Q (38.768132 sec): 3 clusters Score: Raw -4841103.962727 + Penalty 1040.316694 = -4840063.646033 nChanged 28 SP:Iteration 116Q (38.894912 sec): 3 clusters Score: Raw -4841104.370677 + Penalty 1040.316694 = -4840064.053983 nChanged 23 SP:Iteration 117Q (39.014190 sec): 3 clusters Score: Raw -4841104.849052 + Penalty 1040.316694 = -4840064.532358 nChanged 32 SP:Iteration 118Q (39.135033 sec): 3 clusters Score: Raw -4841105.631756 + Penalty 1040.316694 = -4840065.315063 nChanged 43 SP:Iteration 119Q (39.263284 sec): 3 clusters Score: Raw -4841106.586223 + Penalty 1040.316694 = -4840066.269529 nChanged 43 SP:Iteration 120F (39.383499 sec): 3 clusters Score: Raw -4841107.717927 + Penalty 1040.316694 = -4840067.401234 nChanged 50 SP:Iteration 121Q (39.514444 sec): 3 clusters Score: Raw -4841109.345039 + Penalty 1040.316694 = -4840069.028345 nChanged 57 SP:Iteration 122Q (39.639840 sec): 3 clusters Score: Raw -4841110.882804 + Penalty 1040.316694 = -4840070.566111 nChanged 51 SP:Iteration 123Q (39.768793 sec): 3 clusters Score: Raw -4841112.280298 + Penalty 1040.316694 = -4840071.963604 nChanged 53 SP:Iteration 124Q (39.890277 sec): 3 clusters Score: Raw -4841113.311668 + Penalty 1040.316694 = -4840072.994975 nChanged 36 SP:Iteration 125Q (40.016927 sec): 3 clusters Score: Raw -4841113.954346 + Penalty 1040.316694 = -4840073.637653 nChanged 41 SP:Iteration 126Q (40.140330 sec): 3 clusters Score: Raw -4841114.562323 + Penalty 1040.316694 = -4840074.245629 nChanged 32 SP:Iteration 127Q (40.262352 sec): 3 clusters Score: Raw -4841115.020368 + Penalty 1040.316694 = -4840074.703674 nChanged 29 SP:Iteration 128Q (40.382776 sec): 3 clusters Score: Raw -4841115.369733 + Penalty 1040.316694 = -4840075.053039 nChanged 24 SP:Iteration 129Q (40.497107 sec): 3 clusters Score: Raw -4841115.660527 + Penalty 1040.316694 = -4840075.343834 nChanged 28 SP:Iteration 130Q (40.612749 sec): 3 clusters Score: Raw -4841116.015401 + Penalty 1040.316694 = -4840075.698707 nChanged 22 SP:Iteration 131Q (40.745753 sec): 3 clusters Score: Raw -4841116.319807 + Penalty 1040.316694 = -4840076.003113 nChanged 30 SP:Iteration 132Q (40.866292 sec): 3 clusters Score: Raw -4841116.976349 + Penalty 1040.316694 = -4840076.659655 nChanged 36 SP:Iteration 133Q (40.986023 sec): 3 clusters Score: Raw -4841117.688128 + Penalty 1040.316694 = -4840077.371434 nChanged 33 SP:Iteration 134Q (41.096081 sec): 3 clusters Score: Raw -4841118.212960 + Penalty 1040.316694 = -4840077.896267 nChanged 26 SP:Iteration 135Q (41.229380 sec): 3 clusters Score: Raw -4841118.634421 + Penalty 1040.316694 = -4840078.317727 nChanged 23 SP:Iteration 136Q (41.351471 sec): 3 clusters Score: Raw -4841119.095398 + Penalty 1040.316694 = -4840078.778705 nChanged 22 SP:Iteration 137Q (41.472146 sec): 3 clusters Score: Raw -4841119.437421 + Penalty 1040.316694 = -4840079.120728 nChanged 19 SP:Iteration 138Q (41.593017 sec): 3 clusters Score: Raw -4841119.738591 + Penalty 1040.316694 = -4840079.421897 nChanged 13 SP:Iteration 139Q (41.711455 sec): 3 clusters Score: Raw -4841119.898698 + Penalty 1040.316694 = -4840079.582004 nChanged 23 SP:Iteration 140F (41.839489 sec): 3 clusters Score: Raw -4841120.257182 + Penalty 1040.316694 = -4840079.940488 nChanged 23 SP:Iteration 141Q (41.954099 sec): 3 clusters Score: Raw -4841120.654216 + Penalty 1040.316694 = -4840080.337522 nChanged 24 SP:Iteration 142Q (42.082120 sec): 3 clusters Score: Raw -4841121.146530 + Penalty 1040.316694 = -4840080.829837 nChanged 31 SP:Iteration 143Q (42.201824 sec): 3 clusters Score: Raw -4841121.755356 + Penalty 1040.316694 = -4840081.438662 nChanged 21 SP:Iteration 144Q (42.324633 sec): 3 clusters Score: Raw -4841122.051155 + Penalty 1040.316694 = -4840081.734462 nChanged 22 SP:Iteration 145Q (42.442930 sec): 3 clusters Score: Raw -4841122.256142 + Penalty 1040.316694 = -4840081.939448 nChanged 14 SP:Iteration 146Q (42.562107 sec): 3 clusters Score: Raw -4841122.441083 + Penalty 1040.316694 = -4840082.124390 nChanged 15 SP:Iteration 147Q (42.680076 sec): 3 clusters Score: Raw -4841122.736599 + Penalty 1040.316694 = -4840082.419906 nChanged 17 SP:Iteration 148Q (42.800514 sec): 3 clusters Score: Raw -4841122.946175 + Penalty 1040.316694 = -4840082.629482 nChanged 13 SP:Iteration 149Q (42.921940 sec): 3 clusters Score: Raw -4841123.091075 + Penalty 1040.316694 = -4840082.774382 nChanged 14 SP:Iteration 150Q (43.043618 sec): 3 clusters Score: Raw -4841123.274327 + Penalty 1040.316694 = -4840082.957633 nChanged 14 SP:Iteration 151Q (43.158825 sec): 3 clusters Score: Raw -4841123.478165 + Penalty 1040.316694 = -4840083.161471 nChanged 21 SP:Iteration 152Q (43.287028 sec): 3 clusters Score: Raw -4841123.721122 + Penalty 1040.316694 = -4840083.404428 nChanged 12 SP:Iteration 153Q (43.407385 sec): 3 clusters Score: Raw -4841123.856710 + Penalty 1040.316694 = -4840083.540016 nChanged 14 SP:Iteration 154Q (43.533476 sec): 3 clusters Score: Raw -4841123.997909 + Penalty 1040.316694 = -4840083.681215 nChanged 17 SP:Iteration 155Q (43.658321 sec): 3 clusters Score: Raw -4841124.194080 + Penalty 1040.316694 = -4840083.877386 nChanged 17 SP:Iteration 156Q (43.771072 sec): 3 clusters Score: Raw -4841124.342814 + Penalty 1040.316694 = -4840084.026121 nChanged 17 SP:Iteration 157Q (43.897105 sec): 3 clusters Score: Raw -4841124.493284 + Penalty 1040.316694 = -4840084.176591 nChanged 16 SP:Iteration 158Q (44.021521 sec): 3 clusters Score: Raw -4841124.640740 + Penalty 1040.316694 = -4840084.324046 nChanged 16 SP:Iteration 159Q (44.147993 sec): 3 clusters Score: Raw -4841124.794414 + Penalty 1040.316694 = -4840084.477720 nChanged 12 SP:Iteration 160F (44.272820 sec): 3 clusters Score: Raw -4841124.927963 + Penalty 1040.316694 = -4840084.611269 nChanged 12 SP:Iteration 161Q (44.392228 sec): 3 clusters Score: Raw -4841125.053908 + Penalty 1040.316694 = -4840084.737215 nChanged 15 SP:Iteration 162Q (44.513554 sec): 3 clusters Score: Raw -4841125.288416 + Penalty 1040.316694 = -4840084.971722 nChanged 17 SP:Iteration 163Q (44.620285 sec): 3 clusters Score: Raw -4841125.469288 + Penalty 1040.316694 = -4840085.152595 nChanged 10 SP:Iteration 164Q (44.749551 sec): 3 clusters Score: Raw -4841125.550615 + Penalty 1040.316694 = -4840085.233922 nChanged 8 SP:Iteration 165Q (44.870119 sec): 3 clusters Score: Raw -4841125.633032 + Penalty 1040.316694 = -4840085.316339 nChanged 10 SP:Iteration 166Q (44.992019 sec): 3 clusters Score: Raw -4841125.708723 + Penalty 1040.316694 = -4840085.392029 nChanged 8 SP:Iteration 167Q (45.096992 sec): 3 clusters Score: Raw -4841125.788925 + Penalty 1040.316694 = -4840085.472231 nChanged 13 SP:Iteration 168Q (45.231521 sec): 3 clusters Score: Raw -4841125.966985 + Penalty 1040.316694 = -4840085.650292 nChanged 21 SP:Iteration 169Q (45.350420 sec): 3 clusters Score: Raw -4841126.312707 + Penalty 1040.316694 = -4840085.996013 nChanged 23 SP:Iteration 170Q (45.471023 sec): 3 clusters Score: Raw -4841126.611795 + Penalty 1040.316694 = -4840086.295102 nChanged 20 SP:Iteration 171Q (45.588949 sec): 3 clusters Score: Raw -4841126.802941 + Penalty 1040.316694 = -4840086.486248 nChanged 13 SP:Iteration 172Q (45.715841 sec): 3 clusters Score: Raw -4841127.018509 + Penalty 1040.316694 = -4840086.701815 nChanged 7 SP:Iteration 173Q (45.837737 sec): 3 clusters Score: Raw -4841127.067998 + Penalty 1040.316694 = -4840086.751305 nChanged 8 SP:Iteration 174Q (45.959562 sec): 3 clusters Score: Raw -4841127.132632 + Penalty 1040.316694 = -4840086.815938 nChanged 10 SP:Iteration 175Q (46.080610 sec): 3 clusters Score: Raw -4841127.248500 + Penalty 1040.316694 = -4840086.931807 nChanged 14 SP:Iteration 176Q (46.198323 sec): 3 clusters Score: Raw -4841127.430254 + Penalty 1040.316694 = -4840087.113560 nChanged 15 SP:Iteration 177Q (46.314476 sec): 3 clusters Score: Raw -4841127.565293 + Penalty 1040.316694 = -4840087.248599 nChanged 10 SP:Iteration 178Q (46.433931 sec): 3 clusters Score: Raw -4841127.643951 + Penalty 1040.316694 = -4840087.327257 nChanged 10 SP:Iteration 179Q (46.550529 sec): 3 clusters Score: Raw -4841127.721068 + Penalty 1040.316694 = -4840087.404374 nChanged 9 SP:Iteration 180F (46.682347 sec): 3 clusters Score: Raw -4841127.791687 + Penalty 1040.316694 = -4840087.474993 nChanged 10 SP:Iteration 181Q (46.807625 sec): 3 clusters Score: Raw -4841127.876531 + Penalty 1040.316694 = -4840087.559838 nChanged 8 SP:Iteration 182Q (46.931966 sec): 3 clusters Score: Raw -4841127.919024 + Penalty 1040.316694 = -4840087.602331 nChanged 10 SP:Iteration 183Q (47.051142 sec): 3 clusters Score: Raw -4841127.985339 + Penalty 1040.316694 = -4840087.668645 nChanged 12 SP:Iteration 184Q (47.182244 sec): 3 clusters Score: Raw -4841128.093266 + Penalty 1040.316694 = -4840087.776572 nChanged 10 SP:Iteration 185Q (47.311657 sec): 3 clusters Score: Raw -4841128.159397 + Penalty 1040.316694 = -4840087.842703 nChanged 9 SP:Iteration 186Q (47.432944 sec): 3 clusters Score: Raw -4841128.225631 + Penalty 1040.316694 = -4840087.908937 nChanged 10 SP:Iteration 187Q (47.551583 sec): 3 clusters Score: Raw -4841128.307310 + Penalty 1040.316694 = -4840087.990616 nChanged 13 SP:Iteration 188Q (47.667075 sec): 3 clusters Score: Raw -4841128.449335 + Penalty 1040.316694 = -4840088.132641 nChanged 15 SP:Iteration 189Q (47.797326 sec): 3 clusters Score: Raw -4841128.565796 + Penalty 1040.316694 = -4840088.249102 nChanged 13 SP:Iteration 190Q (47.915436 sec): 3 clusters Score: Raw -4841128.640053 + Penalty 1040.316694 = -4840088.323359 nChanged 12 SP:Iteration 191Q (48.026767 sec): 3 clusters Score: Raw -4841128.731193 + Penalty 1040.316694 = -4840088.414499 nChanged 11 SP:Iteration 192Q (48.158244 sec): 3 clusters Score: Raw -4841128.847167 + Penalty 1040.316694 = -4840088.530474 nChanged 13 SP:Iteration 193Q (48.284615 sec): 3 clusters Score: Raw -4841129.006704 + Penalty 1040.316694 = -4840088.690010 nChanged 15 SP:Iteration 194Q (48.408942 sec): 3 clusters Score: Raw -4841129.213005 + Penalty 1040.316694 = -4840088.896312 nChanged 12 SP:Iteration 195Q (48.532528 sec): 3 clusters Score: Raw -4841129.318221 + Penalty 1040.316694 = -4840089.001527 nChanged 11 SP:Iteration 196Q (48.660384 sec): 3 clusters Score: Raw -4841129.400289 + Penalty 1040.316694 = -4840089.083595 nChanged 8 SP:Iteration 197Q (48.776389 sec): 3 clusters Score: Raw -4841129.467132 + Penalty 1040.316694 = -4840089.150438 nChanged 6 SP:Iteration 198Q (48.911161 sec): 3 clusters Score: Raw -4841129.501518 + Penalty 1040.316694 = -4840089.184824 nChanged 5 SP:Iteration 199Q (49.040686 sec): 3 clusters Score: Raw -4841129.525253 + Penalty 1040.316694 = -4840089.208560 nChanged 4 SP:Iteration 200F (49.169999 sec): 3 clusters Score: Raw -4841129.546426 + Penalty 1040.316694 = -4840089.229732 nChanged 2 SP:Iteration 201Q (49.285948 sec): 3 clusters Score: Raw -4841129.560763 + Penalty 1040.316694 = -4840089.244070 nChanged 3 SP:Iteration 202Q (49.415387 sec): 3 clusters Score: Raw -4841129.576436 + Penalty 1040.316694 = -4840089.259742 nChanged 1 SP:Iteration 203Q (49.538956 sec): 3 clusters Score: Raw -4841129.579238 + Penalty 1040.316694 = -4840089.262545 nChanged 1 SP:Iteration 204Q (49.659399 sec): 3 clusters Score: Raw -4841129.584494 + Penalty 1040.316694 = -4840089.267800 nChanged 1 SP:Iteration 205Q (49.772654 sec): 3 clusters Score: Raw -4841129.588930 + Penalty 1040.316694 = -4840089.272237 nChanged 2 SP:Iteration 206Q (49.906436 sec): 3 clusters Score: Raw -4841129.595470 + Penalty 1040.316694 = -4840089.278776 nChanged 4 SP:Iteration 207Q (50.038008 sec): 3 clusters Score: Raw -4841129.637485 + Penalty 1040.316694 = -4840089.320792 nChanged 5 SP:Iteration 208Q (50.155152 sec): 3 clusters Score: Raw -4841129.677848 + Penalty 1040.316694 = -4840089.361154 nChanged 5 SP:Iteration 209Q (50.286533 sec): 3 clusters Score: Raw -4841129.702122 + Penalty 1040.316694 = -4840089.385429 nChanged 3 SP:Iteration 210Q (50.412097 sec): 3 clusters Score: Raw -4841129.725738 + Penalty 1040.316694 = -4840089.409044 nChanged 4 SP:Iteration 211Q (50.542786 sec): 3 clusters Score: Raw -4841129.738527 + Penalty 1040.316694 = -4840089.421833 nChanged 1 SP:Iteration 212Q (50.664439 sec): 3 clusters Score: Raw -4841129.741231 + Penalty 1040.316694 = -4840089.424537 nChanged 1 SP:Iteration 213Q (50.780859 sec): 3 clusters Score: Raw -4841129.743154 + Penalty 1040.316694 = -4840089.426461 nChanged 0 SP:Iteration 214F (50.907637 sec): 3 clusters Score: Raw -4841129.743154 + Penalty 1040.316694 = -4840089.426461 nChanged 0 Score: Raw -7281539.719649 + Penalty 7012.268115 = -7274527.451535 Splitting cluster 10 changes total score from -7253660.310854 to -7274527.451535 So it's getting split into cluster 2. Trying to split cluster 11 (2009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.780189 sec): 2 clusters Score: Raw -112465.710199 + Penalty 346.045353 = -112119.664847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.819555 sec): 3 clusters Score: Raw -111344.510672 + Penalty 692.090705 = -110652.419966 nChanged 894 SP:Iteration 1F (51.883510 sec): 3 clusters Score: Raw -111844.135991 + Penalty 692.090705 = -111152.045286 nChanged 168 SP:Iteration 2F (51.929670 sec): 3 clusters Score: Raw -111957.920887 + Penalty 692.090705 = -111265.830182 nChanged 126 SP:Iteration 3F (51.980262 sec): 3 clusters Score: Raw -112055.879502 + Penalty 692.090705 = -111363.788797 nChanged 108 SP:Iteration 4F (52.031214 sec): 3 clusters Score: Raw -112134.217841 + Penalty 692.090705 = -111442.127135 nChanged 96 SP:Iteration 5Q (52.071351 sec): 3 clusters Score: Raw -112211.943819 + Penalty 692.090705 = -111519.853114 nChanged 89 SP:Iteration 6Q (52.122543 sec): 3 clusters Score: Raw -112276.629159 + Penalty 692.090705 = -111584.538454 nChanged 72 SP:Iteration 7Q (52.174099 sec): 3 clusters Score: Raw -112326.797886 + Penalty 692.090705 = -111634.707180 nChanged 55 SP:Iteration 8Q (52.230406 sec): 3 clusters Score: Raw -112367.280631 + Penalty 692.090705 = -111675.189926 nChanged 45 SP:Iteration 9Q (52.266361 sec): 3 clusters Score: Raw -112401.475299 + Penalty 692.090705 = -111709.384594 nChanged 34 SP:Iteration 10Q (52.317789 sec): 3 clusters Score: Raw -112434.063006 + Penalty 692.090705 = -111741.972301 nChanged 27 SP:Iteration 11Q (52.375572 sec): 3 clusters Score: Raw -112460.674577 + Penalty 692.090705 = -111768.583872 nChanged 17 SP:Iteration 12Q (52.413319 sec): 3 clusters Score: Raw -112483.239165 + Penalty 692.090705 = -111791.148460 nChanged 13 SP:Iteration 13Q (52.465560 sec): 3 clusters Score: Raw -112498.134547 + Penalty 692.090705 = -111806.043842 nChanged 6 SP:Iteration 14Q (52.514345 sec): 3 clusters Score: Raw -112502.849839 + Penalty 692.090705 = -111810.759134 nChanged 4 SP:Iteration 15Q (52.560563 sec): 3 clusters Score: Raw -112506.451892 + Penalty 692.090705 = -111814.361187 nChanged 4 SP:Iteration 16Q (52.611234 sec): 3 clusters Score: Raw -112511.280469 + Penalty 692.090705 = -111819.189764 nChanged 3 SP:Iteration 17Q (52.662242 sec): 3 clusters Score: Raw -112513.593175 + Penalty 692.090705 = -111821.502470 nChanged 1 SP:Iteration 18Q (52.712695 sec): 3 clusters Score: Raw -112515.670381 + Penalty 692.090705 = -111823.579676 nChanged 1 SP:Iteration 19Q (52.761441 sec): 3 clusters Score: Raw -112516.311977 + Penalty 692.090705 = -111824.221272 nChanged 1 SP:Iteration 20F (52.815765 sec): 3 clusters Score: Raw -112517.355900 + Penalty 692.090705 = -111825.265195 nChanged 2 SP:Iteration 21Q (52.868016 sec): 3 clusters Score: Raw -112518.682262 + Penalty 692.090705 = -111826.591557 nChanged 1 SP:Iteration 22Q (52.923339 sec): 3 clusters Score: Raw -112519.241297 + Penalty 692.090705 = -111827.150592 nChanged 0 SP:Iteration 23F (52.974109 sec): 3 clusters Score: Raw -112519.241297 + Penalty 692.090705 = -111827.150592 nChanged 0 Trying to split cluster 12 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.989162 sec): 2 clusters Score: Raw -21585.112184 + Penalty 276.007918 = -21309.104266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.036251 sec): 3 clusters Score: Raw -21410.552467 + Penalty 552.015836 = -20858.536631 nChanged 141 SP:Iteration 1F (53.085703 sec): 3 clusters Score: Raw -21521.004228 + Penalty 552.015836 = -20968.988392 nChanged 32 SP:Iteration 2F (53.125084 sec): 3 clusters Score: Raw -21548.854989 + Penalty 552.015836 = -20996.839153 nChanged 23 SP:Iteration 3F (53.170100 sec): 3 clusters Score: Raw -21573.422303 + Penalty 552.015836 = -21021.406467 nChanged 20 SP:Iteration 4Q (53.213915 sec): 3 clusters Score: Raw -21591.850105 + Penalty 552.015836 = -21039.834269 nChanged 9 SP:Iteration 5Q (53.260462 sec): 3 clusters Score: Raw -21595.536555 + Penalty 552.015836 = -21043.520719 nChanged 2 SP:Iteration 6Q (53.310500 sec): 3 clusters Score: Raw -21597.271224 + Penalty 552.015836 = -21045.255388 nChanged 6 SP:Iteration 7Q (53.352205 sec): 3 clusters Score: Raw -21602.039976 + Penalty 552.015836 = -21050.024140 nChanged 3 SP:Iteration 8Q (53.397276 sec): 3 clusters Score: Raw -21602.808793 + Penalty 552.015836 = -21050.792957 nChanged 1 SP:Iteration 9Q (53.443895 sec): 3 clusters Score: Raw -21603.114149 + Penalty 552.015836 = -21051.098313 nChanged 1 SP:Iteration 10Q (53.480674 sec): 3 clusters Score: Raw -21603.598937 + Penalty 552.015836 = -21051.583101 nChanged 0 SP:Iteration 11F (53.523559 sec): 3 clusters Score: Raw -21603.598937 + Penalty 552.015836 = -21051.583101 nChanged 0 Trying to split cluster 13 (6992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.555588 sec): 2 clusters Score: Raw -361087.757677 + Penalty 402.789747 = -360684.967930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.595608 sec): 3 clusters Score: Raw -356823.022304 + Penalty 805.579494 = -356017.442810 nChanged 3211 SP:Iteration 1F (53.645365 sec): 3 clusters Score: Raw -358775.369869 + Penalty 805.579494 = -357969.790374 nChanged 503 SP:Iteration 2F (53.704321 sec): 3 clusters Score: Raw -359105.984058 + Penalty 805.579494 = -358300.404564 nChanged 504 SP:Iteration 3F (53.750174 sec): 3 clusters Score: Raw -359517.033316 + Penalty 805.579494 = -358711.453821 nChanged 522 SP:Iteration 4F (53.809925 sec): 3 clusters Score: Raw -359962.305096 + Penalty 805.579494 = -359156.725601 nChanged 461 SP:Iteration 5F (53.859659 sec): 3 clusters Score: Raw -360273.939612 + Penalty 805.579494 = -359468.360117 nChanged 316 SP:Iteration 6Q (53.903081 sec): 3 clusters Score: Raw -360421.789127 + Penalty 805.579494 = -359616.209632 nChanged 171 SP:Iteration 7Q (53.951621 sec): 3 clusters Score: Raw -360490.723102 + Penalty 805.579494 = -359685.143608 nChanged 134 SP:Iteration 8Q (54.011019 sec): 3 clusters Score: Raw -360542.840863 + Penalty 805.579494 = -359737.261369 nChanged 125 SP:Iteration 9Q (54.052285 sec): 3 clusters Score: Raw -360584.101772 + Penalty 805.579494 = -359778.522278 nChanged 103 SP:Iteration 10Q (54.115224 sec): 3 clusters Score: Raw -360615.898651 + Penalty 805.579494 = -359810.319157 nChanged 87 SP:Iteration 11Q (54.159234 sec): 3 clusters Score: Raw -360639.938606 + Penalty 805.579494 = -359834.359112 nChanged 92 SP:Iteration 12Q (54.213170 sec): 3 clusters Score: Raw -360664.545569 + Penalty 805.579494 = -359858.966075 nChanged 84 SP:Iteration 13Q (54.275034 sec): 3 clusters Score: Raw -360690.755348 + Penalty 805.579494 = -359885.175853 nChanged 82 SP:Iteration 14Q (54.320333 sec): 3 clusters Score: Raw -360715.598292 + Penalty 805.579494 = -359910.018797 nChanged 68 SP:Iteration 15Q (54.385918 sec): 3 clusters Score: Raw -360729.671403 + Penalty 805.579494 = -359924.091909 nChanged 63 SP:Iteration 16Q (54.441759 sec): 3 clusters Score: Raw -360742.888673 + Penalty 805.579494 = -359937.309178 nChanged 63 SP:Iteration 17Q (54.496328 sec): 3 clusters Score: Raw -360756.781139 + Penalty 805.579494 = -359951.201644 nChanged 57 SP:Iteration 18Q (54.546095 sec): 3 clusters Score: Raw -360770.868847 + Penalty 805.579494 = -359965.289353 nChanged 59 SP:Iteration 19Q (54.602450 sec): 3 clusters Score: Raw -360784.337243 + Penalty 805.579494 = -359978.757749 nChanged 55 SP:Iteration 20F (54.657858 sec): 3 clusters Score: Raw -360794.929420 + Penalty 805.579494 = -359989.349925 nChanged 52 SP:Iteration 21Q (54.705668 sec): 3 clusters Score: Raw -360805.869539 + Penalty 805.579494 = -360000.290045 nChanged 59 SP:Iteration 22Q (54.759942 sec): 3 clusters Score: Raw -360817.677540 + Penalty 805.579494 = -360012.098046 nChanged 46 SP:Iteration 23Q (54.809504 sec): 3 clusters Score: Raw -360825.297059 + Penalty 805.579494 = -360019.717564 nChanged 42 SP:Iteration 24Q (54.866844 sec): 3 clusters Score: Raw -360832.315153 + Penalty 805.579494 = -360026.735658 nChanged 37 SP:Iteration 25Q (54.925605 sec): 3 clusters Score: Raw -360837.570061 + Penalty 805.579494 = -360031.990566 nChanged 30 SP:Iteration 26Q (54.978058 sec): 3 clusters Score: Raw -360842.283304 + Penalty 805.579494 = -360036.703810 nChanged 23 SP:Iteration 27Q (55.024127 sec): 3 clusters Score: Raw -360844.413538 + Penalty 805.579494 = -360038.834044 nChanged 16 SP:Iteration 28Q (55.081351 sec): 3 clusters Score: Raw -360845.983347 + Penalty 805.579494 = -360040.403853 nChanged 24 SP:Iteration 29Q (55.138046 sec): 3 clusters Score: Raw -360848.870843 + Penalty 805.579494 = -360043.291349 nChanged 25 SP:Iteration 30Q (55.192296 sec): 3 clusters Score: Raw -360851.734641 + Penalty 805.579494 = -360046.155147 nChanged 24 SP:Iteration 31Q (55.230944 sec): 3 clusters Score: Raw -360854.442345 + Penalty 805.579494 = -360048.862850 nChanged 28 SP:Iteration 32Q (55.283763 sec): 3 clusters Score: Raw -360858.881996 + Penalty 805.579494 = -360053.302501 nChanged 36 SP:Iteration 33Q (55.346395 sec): 3 clusters Score: Raw -360865.223811 + Penalty 805.579494 = -360059.644316 nChanged 36 SP:Iteration 34Q (55.393102 sec): 3 clusters Score: Raw -360871.554758 + Penalty 805.579494 = -360065.975264 nChanged 41 SP:Iteration 35Q (55.445142 sec): 3 clusters Score: Raw -360879.110259 + Penalty 805.579494 = -360073.530765 nChanged 37 SP:Iteration 36Q (55.504427 sec): 3 clusters Score: Raw -360885.464573 + Penalty 805.579494 = -360079.885078 nChanged 43 SP:Iteration 37Q (55.551917 sec): 3 clusters Score: Raw -360894.756140 + Penalty 805.579494 = -360089.176646 nChanged 35 SP:Iteration 38Q (55.612170 sec): 3 clusters Score: Raw -360900.950413 + Penalty 805.579494 = -360095.370919 nChanged 33 SP:Iteration 39Q (55.672741 sec): 3 clusters Score: Raw -360907.505744 + Penalty 805.579494 = -360101.926250 nChanged 38 SP:Iteration 40F (55.727387 sec): 3 clusters Score: Raw -360916.908765 + Penalty 805.579494 = -360111.329271 nChanged 49 SP:Iteration 41Q (55.774545 sec): 3 clusters Score: Raw -360928.325484 + Penalty 805.579494 = -360122.745990 nChanged 47 SP:Iteration 42Q (55.831271 sec): 3 clusters Score: Raw -360940.707896 + Penalty 805.579494 = -360135.128402 nChanged 48 SP:Iteration 43Q (55.897283 sec): 3 clusters Score: Raw -360957.041893 + Penalty 805.579494 = -360151.462399 nChanged 57 SP:Iteration 44Q (55.951970 sec): 3 clusters Score: Raw -360980.524389 + Penalty 805.579494 = -360174.944894 nChanged 54 SP:Iteration 45Q (56.006367 sec): 3 clusters Score: Raw -361007.370248 + Penalty 805.579494 = -360201.790754 nChanged 50 SP:Iteration 46Q (56.058796 sec): 3 clusters Score: Raw -361034.780477 + Penalty 805.579494 = -360229.200982 nChanged 52 SP:Iteration 47Q (56.102807 sec): 3 clusters Score: Raw -361059.450145 + Penalty 805.579494 = -360253.870651 nChanged 53 SP:Iteration 48Q (56.165183 sec): 3 clusters Score: Raw -361087.331371 + Penalty 805.579494 = -360281.751877 nChanged 50 SP:Iteration 49Q (56.216038 sec): 3 clusters Score: Raw -361110.516835 + Penalty 805.579494 = -360304.937341 nChanged 42 SP:Iteration 50Q (56.270080 sec): 3 clusters Score: Raw -361128.555361 + Penalty 805.579494 = -360322.975867 nChanged 39 SP:Iteration 51Q (56.324735 sec): 3 clusters Score: Raw -361145.216749 + Penalty 805.579494 = -360339.637255 nChanged 38 SP:Iteration 52Q (56.382382 sec): 3 clusters Score: Raw -361159.332773 + Penalty 805.579494 = -360353.753278 nChanged 34 SP:Iteration 53Q (56.438330 sec): 3 clusters Score: Raw -361176.038253 + Penalty 805.579494 = -360370.458759 nChanged 27 SP:Iteration 54Q (56.482335 sec): 3 clusters Score: Raw -361190.827926 + Penalty 805.579494 = -360385.248432 nChanged 32 SP:Iteration 55Q (56.526543 sec): 3 clusters Score: Raw -361204.955244 + Penalty 805.579494 = -360399.375750 nChanged 27 SP:Iteration 56Q (56.575416 sec): 3 clusters Score: Raw -361219.047906 + Penalty 805.579494 = -360413.468412 nChanged 26 SP:Iteration 57Q (56.633163 sec): 3 clusters Score: Raw -361232.077845 + Penalty 805.579494 = -360426.498350 nChanged 24 SP:Iteration 58Q (56.680899 sec): 3 clusters Score: Raw -361243.928871 + Penalty 805.579494 = -360438.349377 nChanged 22 SP:Iteration 59Q (56.730558 sec): 3 clusters Score: Raw -361252.645052 + Penalty 805.579494 = -360447.065558 nChanged 20 SP:Iteration 60F (56.781328 sec): 3 clusters Score: Raw -361260.700678 + Penalty 805.579494 = -360455.121183 nChanged 13 SP:Iteration 61Q (56.830026 sec): 3 clusters Score: Raw -361264.301257 + Penalty 805.579494 = -360458.721762 nChanged 10 SP:Iteration 62Q (56.878269 sec): 3 clusters Score: Raw -361266.634128 + Penalty 805.579494 = -360461.054634 nChanged 7 SP:Iteration 63Q (56.919688 sec): 3 clusters Score: Raw -361268.728048 + Penalty 805.579494 = -360463.148554 nChanged 10 SP:Iteration 64Q (56.965791 sec): 3 clusters Score: Raw -361271.411184 + Penalty 805.579494 = -360465.831689 nChanged 8 SP:Iteration 65Q (57.030080 sec): 3 clusters Score: Raw -361272.993870 + Penalty 805.579494 = -360467.414375 nChanged 6 SP:Iteration 66Q (57.078161 sec): 3 clusters Score: Raw -361274.894849 + Penalty 805.579494 = -360469.315355 nChanged 5 SP:Iteration 67Q (57.131552 sec): 3 clusters Score: Raw -361275.932561 + Penalty 805.579494 = -360470.353066 nChanged 8 SP:Iteration 68Q (57.174856 sec): 3 clusters Score: Raw -361277.912084 + Penalty 805.579494 = -360472.332590 nChanged 7 SP:Iteration 69Q (57.238911 sec): 3 clusters Score: Raw -361280.801592 + Penalty 805.579494 = -360475.222098 nChanged 10 SP:Iteration 70Q (57.285070 sec): 3 clusters Score: Raw -361282.795495 + Penalty 805.579494 = -360477.216000 nChanged 8 SP:Iteration 71Q (57.339334 sec): 3 clusters Score: Raw -361288.023522 + Penalty 805.579494 = -360482.444028 nChanged 13 SP:Iteration 72Q (57.397874 sec): 3 clusters Score: Raw -361291.807358 + Penalty 805.579494 = -360486.227864 nChanged 13 SP:Iteration 73Q (57.442882 sec): 3 clusters Score: Raw -361296.493652 + Penalty 805.579494 = -360490.914158 nChanged 9 SP:Iteration 74Q (57.505790 sec): 3 clusters Score: Raw -361300.722425 + Penalty 805.579494 = -360495.142931 nChanged 10 SP:Iteration 75Q (57.558683 sec): 3 clusters Score: Raw -361303.778362 + Penalty 805.579494 = -360498.198867 nChanged 12 SP:Iteration 76Q (57.612491 sec): 3 clusters Score: Raw -361306.231459 + Penalty 805.579494 = -360500.651965 nChanged 6 SP:Iteration 77Q (57.660991 sec): 3 clusters Score: Raw -361307.631275 + Penalty 805.579494 = -360502.051781 nChanged 4 SP:Iteration 78Q (57.714017 sec): 3 clusters Score: Raw -361308.996595 + Penalty 805.579494 = -360503.417100 nChanged 1 SP:Iteration 79Q (57.764228 sec): 3 clusters Score: Raw -361309.095456 + Penalty 805.579494 = -360503.515962 nChanged 0 SP:Iteration 80F (57.821198 sec): 3 clusters Score: Raw -361309.095456 + Penalty 805.579494 = -360503.515962 nChanged 0 Trying to split cluster 14 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.847173 sec): 2 clusters Score: Raw -31860.295214 + Penalty 293.424467 = -31566.870747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.891428 sec): 3 clusters Score: Raw -31573.196782 + Penalty 586.848935 = -30986.347847 nChanged 242 SP:Iteration 1F (57.939950 sec): 3 clusters Score: Raw -31750.319780 + Penalty 586.848935 = -31163.470845 nChanged 48 SP:Iteration 2F (57.990349 sec): 3 clusters Score: Raw -31784.892993 + Penalty 586.848935 = -31198.044058 nChanged 21 SP:Iteration 3Q (58.038569 sec): 3 clusters Score: Raw -31800.675166 + Penalty 586.848935 = -31213.826231 nChanged 19 SP:Iteration 4Q (58.083171 sec): 3 clusters Score: Raw -31817.845266 + Penalty 586.848935 = -31230.996332 nChanged 19 SP:Iteration 5Q (58.121894 sec): 3 clusters Score: Raw -31831.510513 + Penalty 586.848935 = -31244.661578 nChanged 14 SP:Iteration 6Q (58.185778 sec): 3 clusters Score: Raw -31842.239586 + Penalty 586.848935 = -31255.390651 nChanged 7 SP:Iteration 7Q (58.237497 sec): 3 clusters Score: Raw -31844.913971 + Penalty 586.848935 = -31258.065036 nChanged 1 SP:Iteration 8Q (58.288387 sec): 3 clusters Score: Raw -31845.002809 + Penalty 586.848935 = -31258.153874 nChanged 0 SP:Iteration 9F (58.324393 sec): 3 clusters Score: Raw -31845.002809 + Penalty 586.848935 = -31258.153874 nChanged 0 Trying to split cluster 17 (3032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.357288 sec): 2 clusters Score: Raw -174563.626109 + Penalty 364.772487 = -174198.853622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.399536 sec): 3 clusters Score: Raw -172834.465165 + Penalty 729.544975 = -172104.920190 nChanged 1328 SP:Iteration 1F (58.448530 sec): 3 clusters Score: Raw -173718.654309 + Penalty 729.544975 = -172989.109334 nChanged 255 SP:Iteration 2F (58.494289 sec): 3 clusters Score: Raw -173883.791073 + Penalty 729.544975 = -173154.246098 nChanged 205 SP:Iteration 3F (58.535499 sec): 3 clusters Score: Raw -174019.075153 + Penalty 729.544975 = -173289.530178 nChanged 189 SP:Iteration 4F (58.579474 sec): 3 clusters Score: Raw -174162.418380 + Penalty 729.544975 = -173432.873405 nChanged 154 SP:Iteration 5F (58.625794 sec): 3 clusters Score: Raw -174289.462533 + Penalty 729.544975 = -173559.917558 nChanged 145 SP:Iteration 6Q (58.683011 sec): 3 clusters Score: Raw -174419.433837 + Penalty 729.544975 = -173689.888862 nChanged 113 SP:Iteration 7Q (58.724361 sec): 3 clusters Score: Raw -174511.795244 + Penalty 729.544975 = -173782.250269 nChanged 72 SP:Iteration 8Q (58.771733 sec): 3 clusters Score: Raw -174552.631280 + Penalty 729.544975 = -173823.086305 nChanged 51 SP:Iteration 9Q (58.837017 sec): 3 clusters Score: Raw -174574.270138 + Penalty 729.544975 = -173844.725163 nChanged 27 SP:Iteration 10Q (58.880650 sec): 3 clusters Score: Raw -174583.978200 + Penalty 729.544975 = -173854.433225 nChanged 21 SP:Iteration 11Q (58.929846 sec): 3 clusters Score: Raw -174591.538203 + Penalty 729.544975 = -173861.993228 nChanged 18 SP:Iteration 12Q (58.987577 sec): 3 clusters Score: Raw -174595.545283 + Penalty 729.544975 = -173866.000308 nChanged 8 SP:Iteration 13Q (59.034486 sec): 3 clusters Score: Raw -174597.202101 + Penalty 729.544975 = -173867.657126 nChanged 6 SP:Iteration 14Q (59.082186 sec): 3 clusters Score: Raw -174597.951895 + Penalty 729.544975 = -173868.406920 nChanged 3 SP:Iteration 15Q (59.131780 sec): 3 clusters Score: Raw -174598.114655 + Penalty 729.544975 = -173868.569680 nChanged 1 SP:Iteration 16Q (59.183495 sec): 3 clusters Score: Raw -174598.167342 + Penalty 729.544975 = -173868.622367 nChanged 0 SP:Iteration 17F (59.235113 sec): 3 clusters Score: Raw -174598.167342 + Penalty 729.544975 = -173868.622367 nChanged 0 Iteration 20F (60.099621 sec): 14 clusters Score: Raw -7286994.381581 + Penalty 7012.268115 = -7279982.113466 nChanged 8291 Iteration 21F (60.960164 sec): 14 clusters Score: Raw -7290971.679922 + Penalty 7012.268115 = -7283959.411808 nChanged 4920 Iteration 22Q (61.617911 sec): 14 clusters Score: Raw -7294261.030137 + Penalty 7012.268115 = -7287248.762022 nChanged 4931 Iteration 23Q (62.236120 sec): 14 clusters Score: Raw -7298148.454382 + Penalty 7012.268115 = -7291136.186268 nChanged 5403 Iteration 24Q (62.858638 sec): 14 clusters Score: Raw -7303190.138222 + Penalty 7012.268115 = -7296177.870107 nChanged 6408 Iteration 25Q (63.466325 sec): 14 clusters Score: Raw -7309152.243902 + Penalty 7012.268115 = -7302139.975787 nChanged 6274 Iteration 26Q (64.094150 sec): 14 clusters Score: Raw -7313170.546713 + Penalty 7012.268115 = -7306158.278598 nChanged 4467 Iteration 27Q (64.749734 sec): 14 clusters Score: Raw -7315054.336856 + Penalty 7012.268115 = -7308042.068742 nChanged 3339 Iteration 28Q (65.378658 sec): 14 clusters Score: Raw -7316176.845884 + Penalty 7012.268115 = -7309164.577769 nChanged 2733 Iteration 29Q (65.997169 sec): 14 clusters Score: Raw -7317009.101307 + Penalty 7012.268115 = -7309996.833193 nChanged 2361 Iteration 30Q (66.635174 sec): 14 clusters Score: Raw -7317665.961199 + Penalty 7012.268115 = -7310653.693084 nChanged 2066 Iteration 31Q (67.243339 sec): 14 clusters Score: Raw -7318203.697706 + Penalty 7012.268115 = -7311191.429591 nChanged 1857 Iteration 32Q (67.850211 sec): 14 clusters Score: Raw -7318678.141462 + Penalty 7012.268115 = -7311665.873347 nChanged 1785 Iteration 33Q (68.488632 sec): 14 clusters Score: Raw -7319177.988101 + Penalty 7012.268115 = -7312165.719986 nChanged 1713 Iteration 34Q (69.097453 sec): 14 clusters Score: Raw -7319687.323055 + Penalty 7012.268115 = -7312675.054940 nChanged 1668 Iteration 35Q (69.721204 sec): 14 clusters Score: Raw -7320226.183963 + Penalty 7012.268115 = -7313213.915848 nChanged 1725 Iteration 36Q (70.339978 sec): 14 clusters Score: Raw -7320937.075561 + Penalty 7012.268115 = -7313924.807447 nChanged 1791 Iteration 37Q (70.969240 sec): 14 clusters Score: Raw -7321881.170452 + Penalty 7012.268115 = -7314868.902337 nChanged 1832 Iteration 38Q (71.561026 sec): 14 clusters Score: Raw -7323153.850494 + Penalty 7012.268115 = -7316141.582380 nChanged 1944 Iteration 39Q (72.144186 sec): 14 clusters Score: Raw -7324988.619422 + Penalty 7012.268115 = -7317976.351307 nChanged 2001 Iteration 40F (73.011683 sec): 14 clusters Score: Raw -7330380.337223 + Penalty 7012.268115 = -7323368.069108 nChanged 5627 Iteration 41Q (73.660327 sec): 14 clusters Score: Raw -7335850.343844 + Penalty 7012.268115 = -7328838.075730 nChanged 3996 Iteration 42Q (74.290081 sec): 14 clusters Score: Raw -7338820.465817 + Penalty 7012.268115 = -7331808.197703 nChanged 2479 Iteration 43Q (74.904354 sec): 14 clusters Score: Raw -7341039.817344 + Penalty 7012.268115 = -7334027.549230 nChanged 1646 Iteration 44Q (75.508156 sec): 14 clusters Score: Raw -7342982.886970 + Penalty 7012.268115 = -7335970.618855 nChanged 1115 Iteration 45Q (76.118935 sec): 14 clusters Score: Raw -7343618.898905 + Penalty 7012.268115 = -7336606.630790 nChanged 957 Iteration 46Q (76.695086 sec): 14 clusters Score: Raw -7343884.759706 + Penalty 7012.268115 = -7336872.491591 nChanged 714 Iteration 47Q (77.260840 sec): 14 clusters Score: Raw -7344030.439031 + Penalty 7012.268115 = -7337018.170916 nChanged 580 Iteration 48Q (77.807455 sec): 14 clusters Score: Raw -7344141.368636 + Penalty 7012.268115 = -7337129.100521 nChanged 493 Iteration 49Q (78.351928 sec): 14 clusters Score: Raw -7344238.775805 + Penalty 7012.268115 = -7337226.507690 nChanged 397 Iteration 50Q (78.922822 sec): 14 clusters Score: Raw -7344346.637376 + Penalty 7012.268115 = -7337334.369262 nChanged 395 Iteration 51Q (79.514522 sec): 14 clusters Score: Raw -7344487.451212 + Penalty 7012.268115 = -7337475.183097 nChanged 385 Iteration 52Q (80.148981 sec): 14 clusters Score: Raw -7344657.623202 + Penalty 7012.268115 = -7337645.355088 nChanged 390 Iteration 53Q (80.735430 sec): 14 clusters Score: Raw -7344903.671020 + Penalty 7012.268115 = -7337891.402905 nChanged 443 Iteration 54Q (81.306959 sec): 14 clusters Score: Raw -7345382.524537 + Penalty 7012.268115 = -7338370.256423 nChanged 524 Iteration 55Q (81.903339 sec): 14 clusters Score: Raw -7346160.373987 + Penalty 7012.268115 = -7339148.105872 nChanged 616 Iteration 56Q (82.532742 sec): 14 clusters Score: Raw -7346762.074865 + Penalty 7012.268115 = -7339749.806750 nChanged 618 Iteration 57Q (83.121539 sec): 14 clusters Score: Raw -7347186.126238 + Penalty 7012.268115 = -7340173.858123 nChanged 554 Iteration 58Q (83.663065 sec): 14 clusters Score: Raw -7347399.223284 + Penalty 7012.268115 = -7340386.955169 nChanged 484 Writing temp clu file Because OldScore, -7340173.858123, is greater than current (better) Score,-7340386.955169 Compute initial score before splitting: Score: Raw -7347399.223284 + Penalty 7012.268115 = -7340386.955169 Trying to split cluster 1 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.728516 sec): 2 clusters Score: Raw -60873.984951 + Penalty 326.380224 = -60547.604727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.775193 sec): 3 clusters Score: Raw -60210.858342 + Penalty 652.760449 = -59558.097893 nChanged 533 SP:Iteration 1F (83.818735 sec): 3 clusters Score: Raw -60630.709466 + Penalty 652.760449 = -59977.949018 nChanged 140 SP:Iteration 2F (83.862312 sec): 3 clusters Score: Raw -60790.697651 + Penalty 652.760449 = -60137.937202 nChanged 119 SP:Iteration 3F (83.895463 sec): 3 clusters Score: Raw -60924.013146 + Penalty 652.760449 = -60271.252697 nChanged 79 SP:Iteration 4F (83.947340 sec): 3 clusters Score: Raw -61008.222463 + Penalty 652.760449 = -60355.462015 nChanged 64 SP:Iteration 5Q (83.992121 sec): 3 clusters Score: Raw -61127.241467 + Penalty 652.760449 = -60474.481018 nChanged 79 SP:Iteration 6F (84.038973 sec): 3 clusters Score: Raw -61381.448457 + Penalty 652.760449 = -60728.688009 nChanged 73 SP:Iteration 7F (84.081228 sec): 3 clusters Score: Raw -61767.440696 + Penalty 652.760449 = -61114.680248 nChanged 32 SP:Iteration 8Q (84.143021 sec): 3 clusters Score: Raw -61846.186455 + Penalty 652.760449 = -61193.426006 nChanged 14 SP:Iteration 9Q (84.190974 sec): 3 clusters Score: Raw -61864.060417 + Penalty 652.760449 = -61211.299969 nChanged 5 SP:Iteration 10Q (84.223675 sec): 3 clusters Score: Raw -61871.578338 + Penalty 652.760449 = -61218.817889 nChanged 2 SP:Iteration 11Q (84.277405 sec): 3 clusters Score: Raw -61875.141857 + Penalty 652.760449 = -61222.381408 nChanged 1 SP:Iteration 12Q (84.320295 sec): 3 clusters Score: Raw -61875.584481 + Penalty 652.760449 = -61222.824032 nChanged 0 SP:Iteration 13F (84.364770 sec): 3 clusters Score: Raw -61875.584481 + Penalty 652.760449 = -61222.824032 nChanged 0 Score: Raw -7348470.683620 + Penalty 7551.673354 = -7340919.010266 Splitting cluster 1 changes total score from -7340386.955169 to -7340919.010266 So it's getting split into cluster 3. Trying to split cluster 2 (10754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.285398 sec): 2 clusters Score: Raw -569004.497325 + Penalty 422.378004 = -568582.119321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.336354 sec): 3 clusters Score: Raw -562190.756820 + Penalty 844.756008 = -561346.000812 nChanged 5061 SP:Iteration 1F (85.394951 sec): 3 clusters Score: Raw -565658.487009 + Penalty 844.756008 = -564813.731001 nChanged 888 SP:Iteration 2F (85.451204 sec): 3 clusters Score: Raw -566401.857480 + Penalty 844.756008 = -565557.101472 nChanged 968 SP:Iteration 3F (85.506883 sec): 3 clusters Score: Raw -567468.068775 + Penalty 844.756008 = -566623.312767 nChanged 878 SP:Iteration 4F (85.552963 sec): 3 clusters Score: Raw -568459.547798 + Penalty 844.756008 = -567614.791790 nChanged 587 SP:Iteration 5F (85.616750 sec): 3 clusters Score: Raw -569088.823200 + Penalty 844.756008 = -568244.067191 nChanged 357 SP:Iteration 6Q (85.661013 sec): 3 clusters Score: Raw -569479.910621 + Penalty 844.756008 = -568635.154613 nChanged 211 SP:Iteration 7Q (85.709059 sec): 3 clusters Score: Raw -569699.988250 + Penalty 844.756008 = -568855.232242 nChanged 175 SP:Iteration 8Q (85.760381 sec): 3 clusters Score: Raw -569887.605589 + Penalty 844.756008 = -569042.849581 nChanged 135 SP:Iteration 9Q (85.821877 sec): 3 clusters Score: Raw -570029.949051 + Penalty 844.756008 = -569185.193043 nChanged 114 SP:Iteration 10Q (85.874311 sec): 3 clusters Score: Raw -570129.469554 + Penalty 844.756008 = -569284.713546 nChanged 88 SP:Iteration 11Q (85.928257 sec): 3 clusters Score: Raw -570169.983785 + Penalty 844.756008 = -569325.227777 nChanged 64 SP:Iteration 12Q (85.973928 sec): 3 clusters Score: Raw -570197.746737 + Penalty 844.756008 = -569352.990728 nChanged 50 SP:Iteration 13Q (86.022928 sec): 3 clusters Score: Raw -570212.034607 + Penalty 844.756008 = -569367.278599 nChanged 43 SP:Iteration 14Q (86.082063 sec): 3 clusters Score: Raw -570222.634553 + Penalty 844.756008 = -569377.878545 nChanged 33 SP:Iteration 15Q (86.131402 sec): 3 clusters Score: Raw -570228.450865 + Penalty 844.756008 = -569383.694857 nChanged 20 SP:Iteration 16Q (86.191155 sec): 3 clusters Score: Raw -570231.675177 + Penalty 844.756008 = -569386.919169 nChanged 20 SP:Iteration 17Q (86.246759 sec): 3 clusters Score: Raw -570235.531378 + Penalty 844.756008 = -569390.775369 nChanged 18 SP:Iteration 18Q (86.304839 sec): 3 clusters Score: Raw -570238.413236 + Penalty 844.756008 = -569393.657228 nChanged 20 SP:Iteration 19Q (86.360247 sec): 3 clusters Score: Raw -570241.097822 + Penalty 844.756008 = -569396.341814 nChanged 13 SP:Iteration 20F (86.418575 sec): 3 clusters Score: Raw -570243.744309 + Penalty 844.756008 = -569398.988300 nChanged 12 SP:Iteration 21Q (86.463124 sec): 3 clusters Score: Raw -570245.076338 + Penalty 844.756008 = -569400.320329 nChanged 9 SP:Iteration 22Q (86.532642 sec): 3 clusters Score: Raw -570245.796236 + Penalty 844.756008 = -569401.040227 nChanged 9 SP:Iteration 23Q (86.579412 sec): 3 clusters Score: Raw -570246.460196 + Penalty 844.756008 = -569401.704187 nChanged 6 SP:Iteration 24Q (86.631389 sec): 3 clusters Score: Raw -570246.758407 + Penalty 844.756008 = -569402.002398 nChanged 4 SP:Iteration 25Q (86.682308 sec): 3 clusters Score: Raw -570246.943114 + Penalty 844.756008 = -569402.187105 nChanged 2 SP:Iteration 26Q (86.750256 sec): 3 clusters Score: Raw -570247.103864 + Penalty 844.756008 = -569402.347856 nChanged 3 SP:Iteration 27Q (86.802391 sec): 3 clusters Score: Raw -570247.392239 + Penalty 844.756008 = -569402.636231 nChanged 2 SP:Iteration 28Q (86.863304 sec): 3 clusters Score: Raw -570247.503351 + Penalty 844.756008 = -569402.747343 nChanged 0 SP:Iteration 29F (86.909999 sec): 3 clusters Score: Raw -570247.503351 + Penalty 844.756008 = -569402.747343 nChanged 0 Score: Raw -7349713.689646 + Penalty 8091.078594 = -7341622.611052 Splitting cluster 2 changes total score from -7340386.955169 to -7341622.611052 So it's getting split into cluster 4. Trying to split cluster 5 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.883836 sec): 2 clusters Score: Raw -16203.166976 + Penalty 267.436978 = -15935.729998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.936747 sec): 3 clusters Score: Raw -16092.783365 + Penalty 534.873956 = -15557.909408 nChanged 109 SP:Iteration 1F (87.968895 sec): 3 clusters Score: Raw -16195.654377 + Penalty 534.873956 = -15660.780421 nChanged 25 SP:Iteration 2F (88.021425 sec): 3 clusters Score: Raw -16216.774322 + Penalty 534.873956 = -15681.900366 nChanged 11 SP:Iteration 3Q (88.066795 sec): 3 clusters Score: Raw -16234.305873 + Penalty 534.873956 = -15699.431916 nChanged 11 SP:Iteration 4Q (88.098722 sec): 3 clusters Score: Raw -16251.910756 + Penalty 534.873956 = -15717.036800 nChanged 9 SP:Iteration 5Q (88.144067 sec): 3 clusters Score: Raw -16259.052976 + Penalty 534.873956 = -15724.179019 nChanged 5 SP:Iteration 6Q (88.183578 sec): 3 clusters Score: Raw -16264.775734 + Penalty 534.873956 = -15729.901778 nChanged 4 SP:Iteration 7Q (88.236674 sec): 3 clusters Score: Raw -16266.772422 + Penalty 534.873956 = -15731.898466 nChanged 3 SP:Iteration 8Q (88.271222 sec): 3 clusters Score: Raw -16270.828276 + Penalty 534.873956 = -15735.954320 nChanged 1 SP:Iteration 9Q (88.322635 sec): 3 clusters Score: Raw -16271.869736 + Penalty 534.873956 = -15736.995780 nChanged 2 SP:Iteration 10Q (88.356721 sec): 3 clusters Score: Raw -16273.489681 + Penalty 534.873956 = -15738.615725 nChanged 1 SP:Iteration 11Q (88.408459 sec): 3 clusters Score: Raw -16273.974807 + Penalty 534.873956 = -15739.100851 nChanged 2 SP:Iteration 12Q (88.450391 sec): 3 clusters Score: Raw -16275.319743 + Penalty 534.873956 = -15740.445787 nChanged 2 SP:Iteration 13Q (88.510858 sec): 3 clusters Score: Raw -16276.993413 + Penalty 534.873956 = -15742.119457 nChanged 1 SP:Iteration 14Q (88.552930 sec): 3 clusters Score: Raw -16277.459525 + Penalty 534.873956 = -15742.585569 nChanged 0 SP:Iteration 15F (88.611231 sec): 3 clusters Score: Raw -16277.459525 + Penalty 534.873956 = -15742.585569 nChanged 0 Trying to split cluster 6 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.630217 sec): 2 clusters Score: Raw -49808.862139 + Penalty 307.598868 = -49501.263270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.683902 sec): 3 clusters Score: Raw -49389.068135 + Penalty 615.197737 = -48773.870398 nChanged 308 SP:Iteration 1F (88.728735 sec): 3 clusters Score: Raw -49574.609024 + Penalty 615.197737 = -48959.411288 nChanged 72 SP:Iteration 2F (88.783916 sec): 3 clusters Score: Raw -49622.755999 + Penalty 615.197737 = -49007.558262 nChanged 44 SP:Iteration 3F (88.829951 sec): 3 clusters Score: Raw -49651.696624 + Penalty 615.197737 = -49036.498887 nChanged 38 SP:Iteration 4Q (88.877082 sec): 3 clusters Score: Raw -49674.344811 + Penalty 615.197737 = -49059.147074 nChanged 35 SP:Iteration 5Q (88.921388 sec): 3 clusters Score: Raw -49697.110293 + Penalty 615.197737 = -49081.912556 nChanged 30 SP:Iteration 6Q (88.961048 sec): 3 clusters Score: Raw -49717.727929 + Penalty 615.197737 = -49102.530192 nChanged 28 SP:Iteration 7Q (89.007895 sec): 3 clusters Score: Raw -49740.319556 + Penalty 615.197737 = -49125.121819 nChanged 24 SP:Iteration 8Q (89.049840 sec): 3 clusters Score: Raw -49760.389248 + Penalty 615.197737 = -49145.191512 nChanged 17 SP:Iteration 9Q (89.102675 sec): 3 clusters Score: Raw -49775.729555 + Penalty 615.197737 = -49160.531818 nChanged 10 SP:Iteration 10Q (89.150388 sec): 3 clusters Score: Raw -49783.518852 + Penalty 615.197737 = -49168.321115 nChanged 13 SP:Iteration 11Q (89.190357 sec): 3 clusters Score: Raw -49794.101271 + Penalty 615.197737 = -49178.903534 nChanged 15 SP:Iteration 12Q (89.241925 sec): 3 clusters Score: Raw -49806.760776 + Penalty 615.197737 = -49191.563039 nChanged 6 SP:Iteration 13Q (89.294029 sec): 3 clusters Score: Raw -49810.657388 + Penalty 615.197737 = -49195.459651 nChanged 3 SP:Iteration 14Q (89.335070 sec): 3 clusters Score: Raw -49811.316007 + Penalty 615.197737 = -49196.118270 nChanged 1 SP:Iteration 15Q (89.389152 sec): 3 clusters Score: Raw -49811.776152 + Penalty 615.197737 = -49196.578415 nChanged 2 SP:Iteration 16Q (89.442406 sec): 3 clusters Score: Raw -49813.116646 + Penalty 615.197737 = -49197.918909 nChanged 3 SP:Iteration 17Q (89.493916 sec): 3 clusters Score: Raw -49814.248140 + Penalty 615.197737 = -49199.050403 nChanged 1 SP:Iteration 18Q (89.539860 sec): 3 clusters Score: Raw -49814.583818 + Penalty 615.197737 = -49199.386081 nChanged 0 SP:Iteration 19F (89.582569 sec): 3 clusters Score: Raw -49814.583818 + Penalty 615.197737 = -49199.386081 nChanged 0 Trying to split cluster 7 (13668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.618396 sec): 2 clusters Score: Raw -761835.034272 + Penalty 433.287974 = -761401.746298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.679583 sec): 3 clusters Score: Raw -753222.338693 + Penalty 866.575948 = -752355.762745 nChanged 6369 SP:Iteration 1F (89.738424 sec): 3 clusters Score: Raw -757167.684470 + Penalty 866.575948 = -756301.108523 nChanged 830 SP:Iteration 2F (89.797655 sec): 3 clusters Score: Raw -757628.669964 + Penalty 866.575948 = -756762.094016 nChanged 930 SP:Iteration 3F (89.868977 sec): 3 clusters Score: Raw -758245.360840 + Penalty 866.575948 = -757378.784892 nChanged 950 SP:Iteration 4F (89.929932 sec): 3 clusters Score: Raw -758951.855906 + Penalty 866.575948 = -758085.279958 nChanged 957 SP:Iteration 5F (89.990339 sec): 3 clusters Score: Raw -759718.323986 + Penalty 866.575948 = -758851.748038 nChanged 808 SP:Iteration 6F (90.047103 sec): 3 clusters Score: Raw -760325.966434 + Penalty 866.575948 = -759459.390486 nChanged 532 SP:Iteration 7Q (90.096137 sec): 3 clusters Score: Raw -760648.077803 + Penalty 866.575948 = -759781.501855 nChanged 382 SP:Iteration 8Q (90.155424 sec): 3 clusters Score: Raw -760845.859926 + Penalty 866.575948 = -759979.283979 nChanged 314 SP:Iteration 9Q (90.216266 sec): 3 clusters Score: Raw -761014.429610 + Penalty 866.575948 = -760147.853662 nChanged 289 SP:Iteration 10Q (90.271267 sec): 3 clusters Score: Raw -761161.500153 + Penalty 866.575948 = -760294.924205 nChanged 271 SP:Iteration 11Q (90.328074 sec): 3 clusters Score: Raw -761284.038335 + Penalty 866.575948 = -760417.462387 nChanged 260 SP:Iteration 12Q (90.386765 sec): 3 clusters Score: Raw -761392.043275 + Penalty 866.575948 = -760525.467328 nChanged 225 SP:Iteration 13Q (90.445070 sec): 3 clusters Score: Raw -761494.245512 + Penalty 866.575948 = -760627.669564 nChanged 187 SP:Iteration 14Q (90.492560 sec): 3 clusters Score: Raw -761568.197618 + Penalty 866.575948 = -760701.621671 nChanged 160 SP:Iteration 15Q (90.558188 sec): 3 clusters Score: Raw -761623.931288 + Penalty 866.575948 = -760757.355340 nChanged 146 SP:Iteration 16Q (90.616931 sec): 3 clusters Score: Raw -761672.061940 + Penalty 866.575948 = -760805.485992 nChanged 124 SP:Iteration 17Q (90.677275 sec): 3 clusters Score: Raw -761713.197633 + Penalty 866.575948 = -760846.621685 nChanged 111 SP:Iteration 18Q (90.731214 sec): 3 clusters Score: Raw -761750.740562 + Penalty 866.575948 = -760884.164615 nChanged 112 SP:Iteration 19Q (90.786842 sec): 3 clusters Score: Raw -761786.469197 + Penalty 866.575948 = -760919.893249 nChanged 100 SP:Iteration 20F (90.848745 sec): 3 clusters Score: Raw -761818.013243 + Penalty 866.575948 = -760951.437295 nChanged 94 SP:Iteration 21Q (90.904454 sec): 3 clusters Score: Raw -761850.801935 + Penalty 866.575948 = -760984.225987 nChanged 95 SP:Iteration 22Q (90.956721 sec): 3 clusters Score: Raw -761885.527763 + Penalty 866.575948 = -761018.951815 nChanged 87 SP:Iteration 23Q (91.014649 sec): 3 clusters Score: Raw -761912.686416 + Penalty 866.575948 = -761046.110468 nChanged 73 SP:Iteration 24Q (91.076960 sec): 3 clusters Score: Raw -761935.448978 + Penalty 866.575948 = -761068.873030 nChanged 68 SP:Iteration 25Q (91.130444 sec): 3 clusters Score: Raw -761950.705909 + Penalty 866.575948 = -761084.129961 nChanged 56 SP:Iteration 26Q (91.188616 sec): 3 clusters Score: Raw -761966.034168 + Penalty 866.575948 = -761099.458220 nChanged 55 SP:Iteration 27Q (91.244890 sec): 3 clusters Score: Raw -761981.107445 + Penalty 866.575948 = -761114.531497 nChanged 49 SP:Iteration 28Q (91.309158 sec): 3 clusters Score: Raw -761993.086474 + Penalty 866.575948 = -761126.510526 nChanged 40 SP:Iteration 29Q (91.365572 sec): 3 clusters Score: Raw -762001.927675 + Penalty 866.575948 = -761135.351727 nChanged 33 SP:Iteration 30Q (91.424046 sec): 3 clusters Score: Raw -762008.752000 + Penalty 866.575948 = -761142.176053 nChanged 19 SP:Iteration 31Q (91.484745 sec): 3 clusters Score: Raw -762011.763696 + Penalty 866.575948 = -761145.187748 nChanged 20 SP:Iteration 32Q (91.531090 sec): 3 clusters Score: Raw -762014.253035 + Penalty 866.575948 = -761147.677087 nChanged 16 SP:Iteration 33Q (91.589087 sec): 3 clusters Score: Raw -762015.745717 + Penalty 866.575948 = -761149.169769 nChanged 7 SP:Iteration 34Q (91.655232 sec): 3 clusters Score: Raw -762016.844581 + Penalty 866.575948 = -761150.268633 nChanged 8 SP:Iteration 35Q (91.717373 sec): 3 clusters Score: Raw -762017.566576 + Penalty 866.575948 = -761150.990628 nChanged 4 SP:Iteration 36Q (91.777424 sec): 3 clusters Score: Raw -762017.868548 + Penalty 866.575948 = -761151.292600 nChanged 3 SP:Iteration 37Q (91.835366 sec): 3 clusters Score: Raw -762018.145313 + Penalty 866.575948 = -761151.569365 nChanged 2 SP:Iteration 38Q (91.890615 sec): 3 clusters Score: Raw -762018.515604 + Penalty 866.575948 = -761151.939656 nChanged 2 SP:Iteration 39Q (91.936458 sec): 3 clusters Score: Raw -762018.742758 + Penalty 866.575948 = -761152.166810 nChanged 6 SP:Iteration 40F (91.991137 sec): 3 clusters Score: Raw -762019.323151 + Penalty 866.575948 = -761152.747204 nChanged 4 SP:Iteration 41Q (92.055624 sec): 3 clusters Score: Raw -762019.830747 + Penalty 866.575948 = -761153.254799 nChanged 4 SP:Iteration 42Q (92.108114 sec): 3 clusters Score: Raw -762020.417863 + Penalty 866.575948 = -761153.841915 nChanged 3 SP:Iteration 43Q (92.169367 sec): 3 clusters Score: Raw -762020.789960 + Penalty 866.575948 = -761154.214012 nChanged 5 SP:Iteration 44Q (92.213060 sec): 3 clusters Score: Raw -762022.381170 + Penalty 866.575948 = -761155.805222 nChanged 6 SP:Iteration 45Q (92.269780 sec): 3 clusters Score: Raw -762023.972951 + Penalty 866.575948 = -761157.397003 nChanged 6 SP:Iteration 46Q (92.334185 sec): 3 clusters Score: Raw -762025.349332 + Penalty 866.575948 = -761158.773384 nChanged 8 SP:Iteration 47Q (92.376554 sec): 3 clusters Score: Raw -762028.070803 + Penalty 866.575948 = -761161.494855 nChanged 9 SP:Iteration 48Q (92.446638 sec): 3 clusters Score: Raw -762030.025374 + Penalty 866.575948 = -761163.449427 nChanged 9 SP:Iteration 49Q (92.491097 sec): 3 clusters Score: Raw -762032.348083 + Penalty 866.575948 = -761165.772136 nChanged 12 SP:Iteration 50Q (92.547963 sec): 3 clusters Score: Raw -762034.589212 + Penalty 866.575948 = -761168.013264 nChanged 5 SP:Iteration 51Q (92.612100 sec): 3 clusters Score: Raw -762035.194733 + Penalty 866.575948 = -761168.618785 nChanged 9 SP:Iteration 52Q (92.663141 sec): 3 clusters Score: Raw -762036.721196 + Penalty 866.575948 = -761170.145248 nChanged 10 SP:Iteration 53Q (92.710499 sec): 3 clusters Score: Raw -762038.458082 + Penalty 866.575948 = -761171.882134 nChanged 10 SP:Iteration 54Q (92.762017 sec): 3 clusters Score: Raw -762042.145748 + Penalty 866.575948 = -761175.569800 nChanged 8 SP:Iteration 55Q (92.814653 sec): 3 clusters Score: Raw -762043.649916 + Penalty 866.575948 = -761177.073968 nChanged 4 SP:Iteration 56Q (92.881024 sec): 3 clusters Score: Raw -762044.571029 + Penalty 866.575948 = -761177.995081 nChanged 5 SP:Iteration 57Q (92.937903 sec): 3 clusters Score: Raw -762045.611911 + Penalty 866.575948 = -761179.035963 nChanged 1 SP:Iteration 58Q (92.984711 sec): 3 clusters Score: Raw -762045.760746 + Penalty 866.575948 = -761179.184798 nChanged 2 SP:Iteration 59Q (93.041976 sec): 3 clusters Score: Raw -762045.985822 + Penalty 866.575948 = -761179.409875 nChanged 2 SP:Iteration 60F (93.113228 sec): 3 clusters Score: Raw -762046.159099 + Penalty 866.575948 = -761179.583151 nChanged 1 SP:Iteration 61Q (93.171238 sec): 3 clusters Score: Raw -762046.168226 + Penalty 866.575948 = -761179.592278 nChanged 0 SP:Iteration 62F (93.221289 sec): 3 clusters Score: Raw -762046.168226 + Penalty 866.575948 = -761179.592278 nChanged 0 Trying to split cluster 8 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.248189 sec): 2 clusters Score: Raw -28003.187534 + Penalty 293.207972 = -27709.979562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.294057 sec): 3 clusters Score: Raw -27716.329747 + Penalty 586.415944 = -27129.913803 nChanged 246 SP:Iteration 1F (93.327670 sec): 3 clusters Score: Raw -27945.950879 + Penalty 586.415944 = -27359.534934 nChanged 65 SP:Iteration 2F (93.374253 sec): 3 clusters Score: Raw -28034.580049 + Penalty 586.415944 = -27448.164104 nChanged 37 SP:Iteration 3F (93.416226 sec): 3 clusters Score: Raw -28097.178227 + Penalty 586.415944 = -27510.762283 nChanged 33 SP:Iteration 4F (93.459681 sec): 3 clusters Score: Raw -28148.357082 + Penalty 586.415944 = -27561.941138 nChanged 34 SP:Iteration 5F (93.496254 sec): 3 clusters Score: Raw -28181.315204 + Penalty 586.415944 = -27594.899260 nChanged 22 SP:Iteration 6Q (93.536052 sec): 3 clusters Score: Raw -28206.252164 + Penalty 586.415944 = -27619.836220 nChanged 12 SP:Iteration 7Q (93.599512 sec): 3 clusters Score: Raw -28219.460588 + Penalty 586.415944 = -27633.044644 nChanged 7 SP:Iteration 8Q (93.642813 sec): 3 clusters Score: Raw -28225.293582 + Penalty 586.415944 = -27638.877638 nChanged 4 SP:Iteration 9Q (93.697884 sec): 3 clusters Score: Raw -28228.867660 + Penalty 586.415944 = -27642.451715 nChanged 5 SP:Iteration 10Q (93.747144 sec): 3 clusters Score: Raw -28236.829017 + Penalty 586.415944 = -27650.413073 nChanged 4 SP:Iteration 11Q (93.786250 sec): 3 clusters Score: Raw -28238.768856 + Penalty 586.415944 = -27652.352912 nChanged 1 SP:Iteration 12Q (93.845813 sec): 3 clusters Score: Raw -28239.035259 + Penalty 586.415944 = -27652.619315 nChanged 1 SP:Iteration 13Q (93.881323 sec): 3 clusters Score: Raw -28239.390684 + Penalty 586.415944 = -27652.974740 nChanged 0 SP:Iteration 14F (93.931363 sec): 3 clusters Score: Raw -28240.160886 + Penalty 586.415944 = -27653.744941 nChanged 1 SP:Iteration 15Q (93.972241 sec): 3 clusters Score: Raw -28247.753609 + Penalty 586.415944 = -27661.337665 nChanged 4 SP:Iteration 16Q (94.020952 sec): 3 clusters Score: Raw -28257.440101 + Penalty 586.415944 = -27671.024156 nChanged 2 SP:Iteration 17Q (94.073041 sec): 3 clusters Score: Raw -28258.240718 + Penalty 586.415944 = -27671.824773 nChanged 2 SP:Iteration 18Q (94.115997 sec): 3 clusters Score: Raw -28259.136317 + Penalty 586.415944 = -27672.720372 nChanged 3 SP:Iteration 19Q (94.149577 sec): 3 clusters Score: Raw -28260.511401 + Penalty 586.415944 = -27674.095457 nChanged 3 SP:Iteration 20F (94.194836 sec): 3 clusters Score: Raw -28262.280752 + Penalty 586.415944 = -27675.864808 nChanged 1 SP:Iteration 21Q (94.235680 sec): 3 clusters Score: Raw -28262.624489 + Penalty 586.415944 = -27676.208545 nChanged 0 SP:Iteration 22F (94.283615 sec): 3 clusters Score: Raw -28262.624489 + Penalty 586.415944 = -27676.208545 nChanged 0 Trying to split cluster 9 (7187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.311255 sec): 2 clusters Score: Raw -356516.735511 + Penalty 404.041325 = -356112.694187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.351200 sec): 3 clusters Score: Raw -352099.184617 + Penalty 808.082650 = -351291.101968 nChanged 3315 SP:Iteration 1F (94.410485 sec): 3 clusters Score: Raw -353963.414539 + Penalty 808.082650 = -353155.331889 nChanged 444 SP:Iteration 2F (94.460565 sec): 3 clusters Score: Raw -354194.363445 + Penalty 808.082650 = -353386.280795 nChanged 457 SP:Iteration 3F (94.508336 sec): 3 clusters Score: Raw -354466.177057 + Penalty 808.082650 = -353658.094407 nChanged 455 SP:Iteration 4F (94.554081 sec): 3 clusters Score: Raw -354773.175918 + Penalty 808.082650 = -353965.093268 nChanged 411 SP:Iteration 5F (94.596927 sec): 3 clusters Score: Raw -355060.565441 + Penalty 808.082650 = -354252.482791 nChanged 383 SP:Iteration 6F (94.644544 sec): 3 clusters Score: Raw -355320.485338 + Penalty 808.082650 = -354512.402688 nChanged 321 SP:Iteration 7Q (94.696539 sec): 3 clusters Score: Raw -355557.490550 + Penalty 808.082650 = -354749.407900 nChanged 287 SP:Iteration 8Q (94.753456 sec): 3 clusters Score: Raw -355760.627706 + Penalty 808.082650 = -354952.545056 nChanged 235 SP:Iteration 9Q (94.798189 sec): 3 clusters Score: Raw -355902.488996 + Penalty 808.082650 = -355094.406346 nChanged 198 SP:Iteration 10Q (94.850416 sec): 3 clusters Score: Raw -356016.096594 + Penalty 808.082650 = -355208.013945 nChanged 163 SP:Iteration 11Q (94.906466 sec): 3 clusters Score: Raw -356103.846339 + Penalty 808.082650 = -355295.763689 nChanged 142 SP:Iteration 12Q (94.956362 sec): 3 clusters Score: Raw -356175.966654 + Penalty 808.082650 = -355367.884005 nChanged 104 SP:Iteration 13Q (95.008809 sec): 3 clusters Score: Raw -356225.568461 + Penalty 808.082650 = -355417.485811 nChanged 107 SP:Iteration 14Q (95.056852 sec): 3 clusters Score: Raw -356274.578541 + Penalty 808.082650 = -355466.495892 nChanged 87 SP:Iteration 15Q (95.097607 sec): 3 clusters Score: Raw -356308.639509 + Penalty 808.082650 = -355500.556859 nChanged 72 SP:Iteration 16Q (95.161114 sec): 3 clusters Score: Raw -356333.803534 + Penalty 808.082650 = -355525.720884 nChanged 55 SP:Iteration 17Q (95.213955 sec): 3 clusters Score: Raw -356353.202647 + Penalty 808.082650 = -355545.119998 nChanged 55 SP:Iteration 18Q (95.268631 sec): 3 clusters Score: Raw -356370.055622 + Penalty 808.082650 = -355561.972972 nChanged 50 SP:Iteration 19Q (95.324643 sec): 3 clusters Score: Raw -356385.649350 + Penalty 808.082650 = -355577.566700 nChanged 69 SP:Iteration 20F (95.373652 sec): 3 clusters Score: Raw -356413.458559 + Penalty 808.082650 = -355605.375909 nChanged 76 SP:Iteration 21Q (95.421487 sec): 3 clusters Score: Raw -356439.627526 + Penalty 808.082650 = -355631.544876 nChanged 83 SP:Iteration 22Q (95.487026 sec): 3 clusters Score: Raw -356467.890299 + Penalty 808.082650 = -355659.807650 nChanged 87 SP:Iteration 23Q (95.540635 sec): 3 clusters Score: Raw -356500.734753 + Penalty 808.082650 = -355692.652104 nChanged 83 SP:Iteration 24Q (95.581917 sec): 3 clusters Score: Raw -356528.738996 + Penalty 808.082650 = -355720.656347 nChanged 69 SP:Iteration 25Q (95.639226 sec): 3 clusters Score: Raw -356548.627065 + Penalty 808.082650 = -355740.544415 nChanged 59 SP:Iteration 26Q (95.689284 sec): 3 clusters Score: Raw -356570.717267 + Penalty 808.082650 = -355762.634618 nChanged 74 SP:Iteration 27Q (95.742626 sec): 3 clusters Score: Raw -356594.255604 + Penalty 808.082650 = -355786.172955 nChanged 60 SP:Iteration 28Q (95.797805 sec): 3 clusters Score: Raw -356612.391709 + Penalty 808.082650 = -355804.309060 nChanged 60 SP:Iteration 29Q (95.853231 sec): 3 clusters Score: Raw -356629.080917 + Penalty 808.082650 = -355820.998268 nChanged 57 SP:Iteration 30Q (95.916483 sec): 3 clusters Score: Raw -356648.852924 + Penalty 808.082650 = -355840.770275 nChanged 64 SP:Iteration 31Q (95.961665 sec): 3 clusters Score: Raw -356667.275525 + Penalty 808.082650 = -355859.192875 nChanged 48 SP:Iteration 32Q (96.014660 sec): 3 clusters Score: Raw -356679.601214 + Penalty 808.082650 = -355871.518564 nChanged 44 SP:Iteration 33Q (96.067651 sec): 3 clusters Score: Raw -356690.954424 + Penalty 808.082650 = -355882.871775 nChanged 48 SP:Iteration 34Q (96.122652 sec): 3 clusters Score: Raw -356701.713120 + Penalty 808.082650 = -355893.630470 nChanged 35 SP:Iteration 35Q (96.178346 sec): 3 clusters Score: Raw -356708.313109 + Penalty 808.082650 = -355900.230460 nChanged 36 SP:Iteration 36Q (96.231861 sec): 3 clusters Score: Raw -356714.897763 + Penalty 808.082650 = -355906.815113 nChanged 32 SP:Iteration 37Q (96.289733 sec): 3 clusters Score: Raw -356722.533888 + Penalty 808.082650 = -355914.451238 nChanged 41 SP:Iteration 38Q (96.344791 sec): 3 clusters Score: Raw -356734.312165 + Penalty 808.082650 = -355926.229515 nChanged 46 SP:Iteration 39Q (96.396226 sec): 3 clusters Score: Raw -356747.916878 + Penalty 808.082650 = -355939.834228 nChanged 37 SP:Iteration 40F (96.449681 sec): 3 clusters Score: Raw -356758.509255 + Penalty 808.082650 = -355950.426605 nChanged 33 SP:Iteration 41Q (96.502647 sec): 3 clusters Score: Raw -356768.413919 + Penalty 808.082650 = -355960.331269 nChanged 33 SP:Iteration 42Q (96.570999 sec): 3 clusters Score: Raw -356776.418525 + Penalty 808.082650 = -355968.335875 nChanged 27 SP:Iteration 43Q (96.625019 sec): 3 clusters Score: Raw -356780.608170 + Penalty 808.082650 = -355972.525520 nChanged 15 SP:Iteration 44Q (96.683197 sec): 3 clusters Score: Raw -356782.949464 + Penalty 808.082650 = -355974.866814 nChanged 16 SP:Iteration 45Q (96.736921 sec): 3 clusters Score: Raw -356786.402070 + Penalty 808.082650 = -355978.319420 nChanged 14 SP:Iteration 46Q (96.791862 sec): 3 clusters Score: Raw -356788.478127 + Penalty 808.082650 = -355980.395478 nChanged 11 SP:Iteration 47Q (96.834747 sec): 3 clusters Score: Raw -356789.771604 + Penalty 808.082650 = -355981.688954 nChanged 8 SP:Iteration 48Q (96.901021 sec): 3 clusters Score: Raw -356790.638822 + Penalty 808.082650 = -355982.556172 nChanged 8 SP:Iteration 49Q (96.942739 sec): 3 clusters Score: Raw -356792.103443 + Penalty 808.082650 = -355984.020794 nChanged 13 SP:Iteration 50Q (96.993732 sec): 3 clusters Score: Raw -356793.688192 + Penalty 808.082650 = -355985.605542 nChanged 7 SP:Iteration 51Q (97.053485 sec): 3 clusters Score: Raw -356794.199696 + Penalty 808.082650 = -355986.117047 nChanged 6 SP:Iteration 52Q (97.101272 sec): 3 clusters Score: Raw -356794.584973 + Penalty 808.082650 = -355986.502324 nChanged 5 SP:Iteration 53Q (97.154611 sec): 3 clusters Score: Raw -356794.863875 + Penalty 808.082650 = -355986.781225 nChanged 1 SP:Iteration 54Q (97.204987 sec): 3 clusters Score: Raw -356794.955199 + Penalty 808.082650 = -355986.872549 nChanged 2 SP:Iteration 55Q (97.249337 sec): 3 clusters Score: Raw -356795.252315 + Penalty 808.082650 = -355987.169665 nChanged 2 SP:Iteration 56Q (97.310171 sec): 3 clusters Score: Raw -356795.425898 + Penalty 808.082650 = -355987.343248 nChanged 3 SP:Iteration 57Q (97.368477 sec): 3 clusters Score: Raw -356795.739799 + Penalty 808.082650 = -355987.657150 nChanged 3 SP:Iteration 58Q (97.423701 sec): 3 clusters Score: Raw -356796.092286 + Penalty 808.082650 = -355988.009636 nChanged 1 SP:Iteration 59Q (97.478534 sec): 3 clusters Score: Raw -356796.290743 + Penalty 808.082650 = -355988.208093 nChanged 0 SP:Iteration 60F (97.521738 sec): 3 clusters Score: Raw -356796.290743 + Penalty 808.082650 = -355988.208093 nChanged 0 Trying to split cluster 10 (53109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.599091 sec): 2 clusters Score: Raw -2911961.612440 + Penalty 495.044627 = -2911466.567813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.695618 sec): 3 clusters Score: Raw -2876812.974648 + Penalty 990.089253 = -2875822.885395 nChanged 25534 SP:Iteration 1F (97.786888 sec): 3 clusters Score: Raw -2891791.707778 + Penalty 990.089253 = -2890801.618525 nChanged 2538 SP:Iteration 2Q (97.887415 sec): 3 clusters Score: Raw -2892710.914258 + Penalty 990.089253 = -2891720.825005 nChanged 2625 SP:Iteration 3Q (97.984506 sec): 3 clusters Score: Raw -2893860.215584 + Penalty 990.089253 = -2892870.126331 nChanged 2734 SP:Iteration 4F (98.074634 sec): 3 clusters Score: Raw -2895354.056048 + Penalty 990.089253 = -2894363.966795 nChanged 3035 SP:Iteration 5F (98.168085 sec): 3 clusters Score: Raw -2897394.439677 + Penalty 990.089253 = -2896404.350424 nChanged 3234 SP:Iteration 6F (98.256805 sec): 3 clusters Score: Raw -2899828.303937 + Penalty 990.089253 = -2898838.214683 nChanged 3125 SP:Iteration 7F (98.352724 sec): 3 clusters Score: Raw -2902053.850268 + Penalty 990.089253 = -2901063.761015 nChanged 2470 SP:Iteration 8Q (98.450663 sec): 3 clusters Score: Raw -2903250.667365 + Penalty 990.089253 = -2902260.578112 nChanged 1566 SP:Iteration 9Q (98.547703 sec): 3 clusters Score: Raw -2903703.440092 + Penalty 990.089253 = -2902713.350839 nChanged 951 SP:Iteration 10Q (98.636972 sec): 3 clusters Score: Raw -2903919.157336 + Penalty 990.089253 = -2902929.068083 nChanged 746 SP:Iteration 11Q (98.732538 sec): 3 clusters Score: Raw -2904091.106378 + Penalty 990.089253 = -2903101.017125 nChanged 693 SP:Iteration 12Q (98.820173 sec): 3 clusters Score: Raw -2904245.076807 + Penalty 990.089253 = -2903254.987554 nChanged 707 SP:Iteration 13Q (98.913306 sec): 3 clusters Score: Raw -2904408.460518 + Penalty 990.089253 = -2903418.371265 nChanged 772 SP:Iteration 14Q (99.004767 sec): 3 clusters Score: Raw -2904598.688517 + Penalty 990.089253 = -2903608.599263 nChanged 838 SP:Iteration 15Q (99.097275 sec): 3 clusters Score: Raw -2904823.370497 + Penalty 990.089253 = -2903833.281244 nChanged 918 SP:Iteration 16Q (99.187403 sec): 3 clusters Score: Raw -2905087.916788 + Penalty 990.089253 = -2904097.827535 nChanged 921 SP:Iteration 17Q (99.279606 sec): 3 clusters Score: Raw -2905372.223210 + Penalty 990.089253 = -2904382.133957 nChanged 987 SP:Iteration 18Q (99.371529 sec): 3 clusters Score: Raw -2905716.629961 + Penalty 990.089253 = -2904726.540708 nChanged 1041 SP:Iteration 19Q (99.452200 sec): 3 clusters Score: Raw -2906110.035018 + Penalty 990.089253 = -2905119.945765 nChanged 1032 SP:Iteration 20F (99.550652 sec): 3 clusters Score: Raw -2906537.195324 + Penalty 990.089253 = -2905547.106071 nChanged 1056 SP:Iteration 21Q (99.642137 sec): 3 clusters Score: Raw -2907003.680201 + Penalty 990.089253 = -2906013.590948 nChanged 1049 SP:Iteration 22Q (99.734976 sec): 3 clusters Score: Raw -2907502.282219 + Penalty 990.089253 = -2906512.192966 nChanged 1037 SP:Iteration 23Q (99.825969 sec): 3 clusters Score: Raw -2908053.307026 + Penalty 990.089253 = -2907063.217773 nChanged 981 SP:Iteration 24Q (99.916102 sec): 3 clusters Score: Raw -2908627.569059 + Penalty 990.089253 = -2907637.479806 nChanged 903 SP:Iteration 25Q (99.994466 sec): 3 clusters Score: Raw -2909218.003356 + Penalty 990.089253 = -2908227.914102 nChanged 830 SP:Iteration 26Q (100.095548 sec): 3 clusters Score: Raw -2909864.882476 + Penalty 990.089253 = -2908874.793223 nChanged 713 SP:Iteration 27Q (100.182801 sec): 3 clusters Score: Raw -2910426.379934 + Penalty 990.089253 = -2909436.290681 nChanged 598 SP:Iteration 28Q (100.256286 sec): 3 clusters Score: Raw -2910876.975812 + Penalty 990.089253 = -2909886.886559 nChanged 534 SP:Iteration 29Q (100.354485 sec): 3 clusters Score: Raw -2911240.438770 + Penalty 990.089253 = -2910250.349517 nChanged 476 SP:Iteration 30Q (100.426004 sec): 3 clusters Score: Raw -2911520.884998 + Penalty 990.089253 = -2910530.795744 nChanged 374 SP:Iteration 31Q (100.522982 sec): 3 clusters Score: Raw -2911692.433529 + Penalty 990.089253 = -2910702.344276 nChanged 268 SP:Iteration 32Q (100.609076 sec): 3 clusters Score: Raw -2911799.278599 + Penalty 990.089253 = -2910809.189346 nChanged 225 SP:Iteration 33Q (100.691843 sec): 3 clusters Score: Raw -2911878.269021 + Penalty 990.089253 = -2910888.179768 nChanged 211 SP:Iteration 34Q (100.777516 sec): 3 clusters Score: Raw -2911944.379095 + Penalty 990.089253 = -2910954.289842 nChanged 157 SP:Iteration 35Q (100.861023 sec): 3 clusters Score: Raw -2911989.992278 + Penalty 990.089253 = -2910999.903025 nChanged 137 SP:Iteration 36Q (100.945999 sec): 3 clusters Score: Raw -2912021.380380 + Penalty 990.089253 = -2911031.291127 nChanged 105 SP:Iteration 37Q (101.022439 sec): 3 clusters Score: Raw -2912042.736314 + Penalty 990.089253 = -2911052.647060 nChanged 100 SP:Iteration 38Q (101.111459 sec): 3 clusters Score: Raw -2912059.984098 + Penalty 990.089253 = -2911069.894845 nChanged 75 SP:Iteration 39Q (101.195086 sec): 3 clusters Score: Raw -2912072.837981 + Penalty 990.089253 = -2911082.748727 nChanged 82 SP:Iteration 40F (101.287012 sec): 3 clusters Score: Raw -2912100.639573 + Penalty 990.089253 = -2911110.550320 nChanged 102 SP:Iteration 41Q (101.372893 sec): 3 clusters Score: Raw -2912120.666536 + Penalty 990.089253 = -2911130.577283 nChanged 82 SP:Iteration 42Q (101.455711 sec): 3 clusters Score: Raw -2912135.261123 + Penalty 990.089253 = -2911145.171870 nChanged 68 SP:Iteration 43Q (101.526714 sec): 3 clusters Score: Raw -2912145.866735 + Penalty 990.089253 = -2911155.777482 nChanged 62 SP:Iteration 44Q (101.623671 sec): 3 clusters Score: Raw -2912153.676641 + Penalty 990.089253 = -2911163.587388 nChanged 54 SP:Iteration 45Q (101.709241 sec): 3 clusters Score: Raw -2912160.836991 + Penalty 990.089253 = -2911170.747738 nChanged 50 SP:Iteration 46Q (101.800621 sec): 3 clusters Score: Raw -2912168.509396 + Penalty 990.089253 = -2911178.420143 nChanged 57 SP:Iteration 47Q (101.874058 sec): 3 clusters Score: Raw -2912177.885857 + Penalty 990.089253 = -2911187.796604 nChanged 65 SP:Iteration 48Q (101.962370 sec): 3 clusters Score: Raw -2912188.499354 + Penalty 990.089253 = -2911198.410101 nChanged 61 SP:Iteration 49Q (102.056493 sec): 3 clusters Score: Raw -2912197.851759 + Penalty 990.089253 = -2911207.762506 nChanged 53 SP:Iteration 50Q (102.147976 sec): 3 clusters Score: Raw -2912208.476698 + Penalty 990.089253 = -2911218.387444 nChanged 57 SP:Iteration 51Q (102.232815 sec): 3 clusters Score: Raw -2912219.570304 + Penalty 990.089253 = -2911229.481051 nChanged 51 SP:Iteration 52Q (102.308643 sec): 3 clusters Score: Raw -2912227.028405 + Penalty 990.089253 = -2911236.939152 nChanged 52 SP:Iteration 53Q (102.399447 sec): 3 clusters Score: Raw -2912233.919855 + Penalty 990.089253 = -2911243.830602 nChanged 51 SP:Iteration 54Q (102.487399 sec): 3 clusters Score: Raw -2912243.264044 + Penalty 990.089253 = -2911253.174791 nChanged 46 SP:Iteration 55Q (102.567589 sec): 3 clusters Score: Raw -2912251.573388 + Penalty 990.089253 = -2911261.484135 nChanged 47 SP:Iteration 56Q (102.640939 sec): 3 clusters Score: Raw -2912258.841099 + Penalty 990.089253 = -2911268.751846 nChanged 33 SP:Iteration 57Q (102.730930 sec): 3 clusters Score: Raw -2912262.438001 + Penalty 990.089253 = -2911272.348748 nChanged 28 SP:Iteration 58Q (102.803817 sec): 3 clusters Score: Raw -2912265.823819 + Penalty 990.089253 = -2911275.734566 nChanged 29 SP:Iteration 59Q (102.900215 sec): 3 clusters Score: Raw -2912270.550862 + Penalty 990.089253 = -2911280.461609 nChanged 30 SP:Iteration 60F (102.990224 sec): 3 clusters Score: Raw -2912275.527681 + Penalty 990.089253 = -2911285.438428 nChanged 43 SP:Iteration 61Q (103.078825 sec): 3 clusters Score: Raw -2912282.236801 + Penalty 990.089253 = -2911292.147548 nChanged 37 SP:Iteration 62Q (103.158628 sec): 3 clusters Score: Raw -2912288.200131 + Penalty 990.089253 = -2911298.110878 nChanged 27 SP:Iteration 63Q (103.241540 sec): 3 clusters Score: Raw -2912291.206468 + Penalty 990.089253 = -2911301.117214 nChanged 28 SP:Iteration 64Q (103.324804 sec): 3 clusters Score: Raw -2912293.709469 + Penalty 990.089253 = -2911303.620216 nChanged 20 SP:Iteration 65Q (103.404465 sec): 3 clusters Score: Raw -2912295.824905 + Penalty 990.089253 = -2911305.735652 nChanged 15 SP:Iteration 66Q (103.486825 sec): 3 clusters Score: Raw -2912297.025717 + Penalty 990.089253 = -2911306.936463 nChanged 14 SP:Iteration 67Q (103.571287 sec): 3 clusters Score: Raw -2912298.331606 + Penalty 990.089253 = -2911308.242353 nChanged 15 SP:Iteration 68Q (103.657592 sec): 3 clusters Score: Raw -2912299.728309 + Penalty 990.089253 = -2911309.639056 nChanged 16 SP:Iteration 69Q (103.745894 sec): 3 clusters Score: Raw -2912301.150976 + Penalty 990.089253 = -2911311.061723 nChanged 18 SP:Iteration 70Q (103.828750 sec): 3 clusters Score: Raw -2912302.846775 + Penalty 990.089253 = -2911312.757522 nChanged 16 SP:Iteration 71Q (103.907978 sec): 3 clusters Score: Raw -2912304.578334 + Penalty 990.089253 = -2911314.489080 nChanged 12 SP:Iteration 72Q (103.986514 sec): 3 clusters Score: Raw -2912305.590979 + Penalty 990.089253 = -2911315.501726 nChanged 8 SP:Iteration 73Q (104.061112 sec): 3 clusters Score: Raw -2912306.136132 + Penalty 990.089253 = -2911316.046879 nChanged 11 SP:Iteration 74Q (104.156349 sec): 3 clusters Score: Raw -2912306.953058 + Penalty 990.089253 = -2911316.863805 nChanged 8 SP:Iteration 75Q (104.237062 sec): 3 clusters Score: Raw -2912307.523911 + Penalty 990.089253 = -2911317.434657 nChanged 10 SP:Iteration 76Q (104.321868 sec): 3 clusters Score: Raw -2912308.110385 + Penalty 990.089253 = -2911318.021132 nChanged 7 SP:Iteration 77Q (104.404748 sec): 3 clusters Score: Raw -2912308.516479 + Penalty 990.089253 = -2911318.427226 nChanged 6 SP:Iteration 78Q (104.491283 sec): 3 clusters Score: Raw -2912309.132836 + Penalty 990.089253 = -2911319.043583 nChanged 8 SP:Iteration 79Q (104.577124 sec): 3 clusters Score: Raw -2912309.667206 + Penalty 990.089253 = -2911319.577953 nChanged 9 SP:Iteration 80F (104.668259 sec): 3 clusters Score: Raw -2912310.372139 + Penalty 990.089253 = -2911320.282886 nChanged 11 SP:Iteration 81Q (104.751897 sec): 3 clusters Score: Raw -2912311.550756 + Penalty 990.089253 = -2911321.461503 nChanged 11 SP:Iteration 82Q (104.826020 sec): 3 clusters Score: Raw -2912312.604280 + Penalty 990.089253 = -2911322.515027 nChanged 12 SP:Iteration 83Q (104.914888 sec): 3 clusters Score: Raw -2912313.366842 + Penalty 990.089253 = -2911323.277589 nChanged 10 SP:Iteration 84Q (104.994444 sec): 3 clusters Score: Raw -2912314.047783 + Penalty 990.089253 = -2911323.958530 nChanged 9 SP:Iteration 85Q (105.079263 sec): 3 clusters Score: Raw -2912314.713469 + Penalty 990.089253 = -2911324.624216 nChanged 6 SP:Iteration 86Q (105.165123 sec): 3 clusters Score: Raw -2912315.277387 + Penalty 990.089253 = -2911325.188134 nChanged 4 SP:Iteration 87Q (105.249268 sec): 3 clusters Score: Raw -2912315.562468 + Penalty 990.089253 = -2911325.473214 nChanged 2 SP:Iteration 88Q (105.331572 sec): 3 clusters Score: Raw -2912315.649513 + Penalty 990.089253 = -2911325.560259 nChanged 1 SP:Iteration 89Q (105.419741 sec): 3 clusters Score: Raw -2912315.697431 + Penalty 990.089253 = -2911325.608177 nChanged 0 SP:Iteration 90F (105.512489 sec): 3 clusters Score: Raw -2912315.697431 + Penalty 990.089253 = -2911325.608177 nChanged 0 Trying to split cluster 11 (25137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.557285 sec): 2 clusters Score: Raw -1388164.739380 + Penalty 461.010375 = -1387703.729005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.629773 sec): 3 clusters Score: Raw -1371864.892171 + Penalty 922.020749 = -1370942.871422 nChanged 11984 SP:Iteration 1F (105.700261 sec): 3 clusters Score: Raw -1380188.776938 + Penalty 922.020749 = -1379266.756189 nChanged 2179 SP:Iteration 2F (105.758791 sec): 3 clusters Score: Raw -1382078.049420 + Penalty 922.020749 = -1381156.028671 nChanged 2225 SP:Iteration 3F (105.836973 sec): 3 clusters Score: Raw -1384313.066098 + Penalty 922.020749 = -1383391.045349 nChanged 1744 SP:Iteration 4F (105.905471 sec): 3 clusters Score: Raw -1386168.117943 + Penalty 922.020749 = -1385246.097194 nChanged 967 SP:Iteration 5Q (105.978922 sec): 3 clusters Score: Raw -1387217.678457 + Penalty 922.020749 = -1386295.657708 nChanged 533 SP:Iteration 6Q (106.037412 sec): 3 clusters Score: Raw -1387753.584401 + Penalty 922.020749 = -1386831.563652 nChanged 296 SP:Iteration 7Q (106.117244 sec): 3 clusters Score: Raw -1388023.942151 + Penalty 922.020749 = -1387101.921402 nChanged 214 SP:Iteration 8Q (106.171857 sec): 3 clusters Score: Raw -1388162.177305 + Penalty 922.020749 = -1387240.156556 nChanged 171 SP:Iteration 9Q (106.250598 sec): 3 clusters Score: Raw -1388264.601017 + Penalty 922.020749 = -1387342.580268 nChanged 139 SP:Iteration 10Q (106.303210 sec): 3 clusters Score: Raw -1388327.622783 + Penalty 922.020749 = -1387405.602034 nChanged 111 SP:Iteration 11Q (106.370021 sec): 3 clusters Score: Raw -1388371.902479 + Penalty 922.020749 = -1387449.881730 nChanged 85 SP:Iteration 12Q (106.441649 sec): 3 clusters Score: Raw -1388403.190390 + Penalty 922.020749 = -1387481.169641 nChanged 73 SP:Iteration 13Q (106.504808 sec): 3 clusters Score: Raw -1388424.150781 + Penalty 922.020749 = -1387502.130032 nChanged 66 SP:Iteration 14Q (106.568785 sec): 3 clusters Score: Raw -1388438.455867 + Penalty 922.020749 = -1387516.435118 nChanged 45 SP:Iteration 15Q (106.634444 sec): 3 clusters Score: Raw -1388446.899678 + Penalty 922.020749 = -1387524.878929 nChanged 32 SP:Iteration 16Q (106.706598 sec): 3 clusters Score: Raw -1388452.226239 + Penalty 922.020749 = -1387530.205490 nChanged 23 SP:Iteration 17Q (106.772090 sec): 3 clusters Score: Raw -1388456.639814 + Penalty 922.020749 = -1387534.619065 nChanged 22 SP:Iteration 18Q (106.838232 sec): 3 clusters Score: Raw -1388460.874982 + Penalty 922.020749 = -1387538.854233 nChanged 21 SP:Iteration 19Q (106.904704 sec): 3 clusters Score: Raw -1388463.506123 + Penalty 922.020749 = -1387541.485374 nChanged 17 SP:Iteration 20F (106.960296 sec): 3 clusters Score: Raw -1388465.235827 + Penalty 922.020749 = -1387543.215078 nChanged 15 SP:Iteration 21Q (107.036019 sec): 3 clusters Score: Raw -1388466.325534 + Penalty 922.020749 = -1387544.304785 nChanged 10 SP:Iteration 22Q (107.092637 sec): 3 clusters Score: Raw -1388467.134701 + Penalty 922.020749 = -1387545.113952 nChanged 10 SP:Iteration 23Q (107.158261 sec): 3 clusters Score: Raw -1388467.807147 + Penalty 922.020749 = -1387545.786398 nChanged 6 SP:Iteration 24Q (107.224969 sec): 3 clusters Score: Raw -1388468.047279 + Penalty 922.020749 = -1387546.026530 nChanged 3 SP:Iteration 25Q (107.286125 sec): 3 clusters Score: Raw -1388468.230370 + Penalty 922.020749 = -1387546.209621 nChanged 5 SP:Iteration 26Q (107.353370 sec): 3 clusters Score: Raw -1388468.516404 + Penalty 922.020749 = -1387546.495655 nChanged 3 SP:Iteration 27Q (107.426467 sec): 3 clusters Score: Raw -1388468.666366 + Penalty 922.020749 = -1387546.645617 nChanged 3 SP:Iteration 28Q (107.496511 sec): 3 clusters Score: Raw -1388468.786571 + Penalty 922.020749 = -1387546.765822 nChanged 2 SP:Iteration 29Q (107.562389 sec): 3 clusters Score: Raw -1388468.878807 + Penalty 922.020749 = -1387546.858058 nChanged 1 SP:Iteration 30Q (107.627086 sec): 3 clusters Score: Raw -1388468.918273 + Penalty 922.020749 = -1387546.897524 nChanged 1 SP:Iteration 31Q (107.691007 sec): 3 clusters Score: Raw -1388469.034739 + Penalty 922.020749 = -1387547.013990 nChanged 1 SP:Iteration 32Q (107.750634 sec): 3 clusters Score: Raw -1388469.066498 + Penalty 922.020749 = -1387547.045749 nChanged 2 SP:Iteration 33Q (107.818619 sec): 3 clusters Score: Raw -1388469.180251 + Penalty 922.020749 = -1387547.159502 nChanged 1 SP:Iteration 34Q (107.872236 sec): 3 clusters Score: Raw -1388469.208127 + Penalty 922.020749 = -1387547.187378 nChanged 0 SP:Iteration 35F (107.941680 sec): 3 clusters Score: Raw -1388469.208127 + Penalty 922.020749 = -1387547.187378 nChanged 0 Trying to split cluster 12 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.981230 sec): 2 clusters Score: Raw -121108.133421 + Penalty 349.970385 = -120758.163036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.029639 sec): 3 clusters Score: Raw -119880.235634 + Penalty 699.940771 = -119180.294863 nChanged 939 SP:Iteration 1F (108.073923 sec): 3 clusters Score: Raw -120430.137849 + Penalty 699.940771 = -119730.197078 nChanged 163 SP:Iteration 2F (108.111984 sec): 3 clusters Score: Raw -120565.716891 + Penalty 699.940771 = -119865.776120 nChanged 132 SP:Iteration 3F (108.172811 sec): 3 clusters Score: Raw -120682.234075 + Penalty 699.940771 = -119982.293304 nChanged 138 SP:Iteration 4F (108.217514 sec): 3 clusters Score: Raw -120800.703246 + Penalty 699.940771 = -120100.762475 nChanged 129 SP:Iteration 5F (108.267973 sec): 3 clusters Score: Raw -120898.215180 + Penalty 699.940771 = -120198.274409 nChanged 118 SP:Iteration 6F (108.318228 sec): 3 clusters Score: Raw -120989.631799 + Penalty 699.940771 = -120289.691028 nChanged 103 SP:Iteration 7Q (108.364645 sec): 3 clusters Score: Raw -121055.988516 + Penalty 699.940771 = -120356.047746 nChanged 78 SP:Iteration 8Q (108.408430 sec): 3 clusters Score: Raw -121095.850950 + Penalty 699.940771 = -120395.910179 nChanged 60 SP:Iteration 9Q (108.464812 sec): 3 clusters Score: Raw -121120.806804 + Penalty 699.940771 = -120420.866033 nChanged 47 SP:Iteration 10Q (108.513613 sec): 3 clusters Score: Raw -121140.495308 + Penalty 699.940771 = -120440.554537 nChanged 31 SP:Iteration 11Q (108.557532 sec): 3 clusters Score: Raw -121151.012951 + Penalty 699.940771 = -120451.072180 nChanged 21 SP:Iteration 12Q (108.607712 sec): 3 clusters Score: Raw -121160.460872 + Penalty 699.940771 = -120460.520101 nChanged 24 SP:Iteration 13Q (108.660583 sec): 3 clusters Score: Raw -121169.218645 + Penalty 699.940771 = -120469.277874 nChanged 20 SP:Iteration 14Q (108.702922 sec): 3 clusters Score: Raw -121176.658066 + Penalty 699.940771 = -120476.717295 nChanged 16 SP:Iteration 15Q (108.755351 sec): 3 clusters Score: Raw -121182.460019 + Penalty 699.940771 = -120482.519248 nChanged 18 SP:Iteration 16Q (108.802878 sec): 3 clusters Score: Raw -121188.539607 + Penalty 699.940771 = -120488.598836 nChanged 16 SP:Iteration 17Q (108.852860 sec): 3 clusters Score: Raw -121193.354877 + Penalty 699.940771 = -120493.414106 nChanged 14 SP:Iteration 18Q (108.902759 sec): 3 clusters Score: Raw -121196.821753 + Penalty 699.940771 = -120496.880983 nChanged 13 SP:Iteration 19Q (108.952682 sec): 3 clusters Score: Raw -121199.300640 + Penalty 699.940771 = -120499.359870 nChanged 5 SP:Iteration 20F (108.993574 sec): 3 clusters Score: Raw -121200.469852 + Penalty 699.940771 = -120500.529082 nChanged 7 SP:Iteration 21Q (109.049026 sec): 3 clusters Score: Raw -121202.706700 + Penalty 699.940771 = -120502.765930 nChanged 9 SP:Iteration 22Q (109.103540 sec): 3 clusters Score: Raw -121204.010564 + Penalty 699.940771 = -120504.069794 nChanged 4 SP:Iteration 23Q (109.148274 sec): 3 clusters Score: Raw -121204.579276 + Penalty 699.940771 = -120504.638505 nChanged 6 SP:Iteration 24Q (109.194160 sec): 3 clusters Score: Raw -121205.714700 + Penalty 699.940771 = -120505.773929 nChanged 4 SP:Iteration 25Q (109.239968 sec): 3 clusters Score: Raw -121206.590023 + Penalty 699.940771 = -120506.649252 nChanged 2 SP:Iteration 26Q (109.284820 sec): 3 clusters Score: Raw -121207.053999 + Penalty 699.940771 = -120507.113228 nChanged 1 SP:Iteration 27Q (109.336734 sec): 3 clusters Score: Raw -121207.103483 + Penalty 699.940771 = -120507.162712 nChanged 0 SP:Iteration 28F (109.378572 sec): 3 clusters Score: Raw -121207.103483 + Penalty 699.940771 = -120507.162712 nChanged 0 Trying to split cluster 13 (24180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.422608 sec): 2 clusters Score: Raw -1259622.412561 + Penalty 459.244291 = -1259163.168270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.492839 sec): 3 clusters Score: Raw -1244089.920891 + Penalty 918.488582 = -1243171.432309 nChanged 11493 SP:Iteration 1F (109.559057 sec): 3 clusters Score: Raw -1251084.206401 + Penalty 918.488582 = -1250165.717819 nChanged 1306 SP:Iteration 2F (109.625937 sec): 3 clusters Score: Raw -1251753.753742 + Penalty 918.488582 = -1250835.265160 nChanged 1409 SP:Iteration 3F (109.695533 sec): 3 clusters Score: Raw -1252634.740213 + Penalty 918.488582 = -1251716.251631 nChanged 1544 SP:Iteration 4F (109.751542 sec): 3 clusters Score: Raw -1253734.799226 + Penalty 918.488582 = -1252816.310644 nChanged 1617 SP:Iteration 5F (109.821872 sec): 3 clusters Score: Raw -1254912.944814 + Penalty 918.488582 = -1253994.456231 nChanged 1513 SP:Iteration 6F (109.892003 sec): 3 clusters Score: Raw -1255936.713542 + Penalty 918.488582 = -1255018.224960 nChanged 1258 SP:Iteration 7F (109.971256 sec): 3 clusters Score: Raw -1256559.869207 + Penalty 918.488582 = -1255641.380625 nChanged 861 SP:Iteration 8Q (110.040063 sec): 3 clusters Score: Raw -1256878.893455 + Penalty 918.488582 = -1255960.404873 nChanged 589 SP:Iteration 9Q (110.109065 sec): 3 clusters Score: Raw -1257050.245179 + Penalty 918.488582 = -1256131.756596 nChanged 452 SP:Iteration 10Q (110.180020 sec): 3 clusters Score: Raw -1257171.990107 + Penalty 918.488582 = -1256253.501525 nChanged 404 SP:Iteration 11Q (110.239673 sec): 3 clusters Score: Raw -1257273.014518 + Penalty 918.488582 = -1256354.525936 nChanged 329 SP:Iteration 12Q (110.319735 sec): 3 clusters Score: Raw -1257359.115839 + Penalty 918.488582 = -1256440.627257 nChanged 344 SP:Iteration 13Q (110.378258 sec): 3 clusters Score: Raw -1257459.286172 + Penalty 918.488582 = -1256540.797590 nChanged 335 SP:Iteration 14Q (110.461403 sec): 3 clusters Score: Raw -1257553.707139 + Penalty 918.488582 = -1256635.218557 nChanged 330 SP:Iteration 15Q (110.533809 sec): 3 clusters Score: Raw -1257643.281464 + Penalty 918.488582 = -1256724.792882 nChanged 308 SP:Iteration 16Q (110.598971 sec): 3 clusters Score: Raw -1257736.779702 + Penalty 918.488582 = -1256818.291120 nChanged 313 SP:Iteration 17Q (110.673645 sec): 3 clusters Score: Raw -1257834.898753 + Penalty 918.488582 = -1256916.410171 nChanged 313 SP:Iteration 18Q (110.733687 sec): 3 clusters Score: Raw -1257939.029708 + Penalty 918.488582 = -1257020.541126 nChanged 311 SP:Iteration 19Q (110.808730 sec): 3 clusters Score: Raw -1258070.575389 + Penalty 918.488582 = -1257152.086807 nChanged 345 SP:Iteration 20F (110.872369 sec): 3 clusters Score: Raw -1258236.270986 + Penalty 918.488582 = -1257317.782403 nChanged 356 SP:Iteration 21Q (110.932944 sec): 3 clusters Score: Raw -1258444.042943 + Penalty 918.488582 = -1257525.554360 nChanged 359 SP:Iteration 22Q (110.996870 sec): 3 clusters Score: Raw -1258672.640998 + Penalty 918.488582 = -1257754.152416 nChanged 374 SP:Iteration 23Q (111.070544 sec): 3 clusters Score: Raw -1258894.825098 + Penalty 918.488582 = -1257976.336516 nChanged 382 SP:Iteration 24Q (111.138675 sec): 3 clusters Score: Raw -1259093.653038 + Penalty 918.488582 = -1258175.164455 nChanged 331 SP:Iteration 25Q (111.206515 sec): 3 clusters Score: Raw -1259248.790727 + Penalty 918.488582 = -1258330.302145 nChanged 270 SP:Iteration 26Q (111.273680 sec): 3 clusters Score: Raw -1259357.024484 + Penalty 918.488582 = -1258438.535902 nChanged 209 SP:Iteration 27Q (111.330260 sec): 3 clusters Score: Raw -1259427.858478 + Penalty 918.488582 = -1258509.369896 nChanged 192 SP:Iteration 28Q (111.410092 sec): 3 clusters Score: Raw -1259489.069623 + Penalty 918.488582 = -1258570.581041 nChanged 176 SP:Iteration 29Q (111.475159 sec): 3 clusters Score: Raw -1259537.999286 + Penalty 918.488582 = -1258619.510704 nChanged 161 SP:Iteration 30Q (111.541083 sec): 3 clusters Score: Raw -1259576.409223 + Penalty 918.488582 = -1258657.920641 nChanged 117 SP:Iteration 31Q (111.608047 sec): 3 clusters Score: Raw -1259601.051758 + Penalty 918.488582 = -1258682.563176 nChanged 124 SP:Iteration 32Q (111.680659 sec): 3 clusters Score: Raw -1259625.795207 + Penalty 918.488582 = -1258707.306625 nChanged 107 SP:Iteration 33Q (111.749522 sec): 3 clusters Score: Raw -1259644.784202 + Penalty 918.488582 = -1258726.295620 nChanged 91 SP:Iteration 34Q (111.812722 sec): 3 clusters Score: Raw -1259658.708444 + Penalty 918.488582 = -1258740.219862 nChanged 100 SP:Iteration 35Q (111.881635 sec): 3 clusters Score: Raw -1259674.564872 + Penalty 918.488582 = -1258756.076289 nChanged 83 SP:Iteration 36Q (111.953551 sec): 3 clusters Score: Raw -1259685.793455 + Penalty 918.488582 = -1258767.304873 nChanged 70 SP:Iteration 37Q (112.017466 sec): 3 clusters Score: Raw -1259694.249744 + Penalty 918.488582 = -1258775.761161 nChanged 63 SP:Iteration 38Q (112.084421 sec): 3 clusters Score: Raw -1259702.150851 + Penalty 918.488582 = -1258783.662268 nChanged 68 SP:Iteration 39Q (112.149726 sec): 3 clusters Score: Raw -1259711.381185 + Penalty 918.488582 = -1258792.892603 nChanged 76 SP:Iteration 40F (112.216107 sec): 3 clusters Score: Raw -1259722.770372 + Penalty 918.488582 = -1258804.281789 nChanged 71 SP:Iteration 41Q (112.280834 sec): 3 clusters Score: Raw -1259732.526480 + Penalty 918.488582 = -1258814.037898 nChanged 62 SP:Iteration 42Q (112.345528 sec): 3 clusters Score: Raw -1259740.784562 + Penalty 918.488582 = -1258822.295980 nChanged 58 SP:Iteration 43Q (112.414984 sec): 3 clusters Score: Raw -1259748.264297 + Penalty 918.488582 = -1258829.775715 nChanged 58 SP:Iteration 44Q (112.479399 sec): 3 clusters Score: Raw -1259754.894243 + Penalty 918.488582 = -1258836.405660 nChanged 50 SP:Iteration 45Q (112.546384 sec): 3 clusters Score: Raw -1259759.746991 + Penalty 918.488582 = -1258841.258408 nChanged 42 SP:Iteration 46Q (112.600226 sec): 3 clusters Score: Raw -1259764.426776 + Penalty 918.488582 = -1258845.938194 nChanged 40 SP:Iteration 47Q (112.673509 sec): 3 clusters Score: Raw -1259769.229233 + Penalty 918.488582 = -1258850.740651 nChanged 39 SP:Iteration 48Q (112.738675 sec): 3 clusters Score: Raw -1259772.952856 + Penalty 918.488582 = -1258854.464274 nChanged 43 SP:Iteration 49Q (112.801920 sec): 3 clusters Score: Raw -1259777.640675 + Penalty 918.488582 = -1258859.152092 nChanged 43 SP:Iteration 50Q (112.868277 sec): 3 clusters Score: Raw -1259781.371085 + Penalty 918.488582 = -1258862.882503 nChanged 29 SP:Iteration 51Q (112.933371 sec): 3 clusters Score: Raw -1259783.436074 + Penalty 918.488582 = -1258864.947492 nChanged 20 SP:Iteration 52Q (112.986310 sec): 3 clusters Score: Raw -1259784.709108 + Penalty 918.488582 = -1258866.220526 nChanged 18 SP:Iteration 53Q (113.064561 sec): 3 clusters Score: Raw -1259785.905989 + Penalty 918.488582 = -1258867.417407 nChanged 11 SP:Iteration 54Q (113.129260 sec): 3 clusters Score: Raw -1259786.558543 + Penalty 918.488582 = -1258868.069960 nChanged 8 SP:Iteration 55Q (113.198582 sec): 3 clusters Score: Raw -1259786.905123 + Penalty 918.488582 = -1258868.416541 nChanged 12 SP:Iteration 56Q (113.265356 sec): 3 clusters Score: Raw -1259787.550500 + Penalty 918.488582 = -1258869.061918 nChanged 15 SP:Iteration 57Q (113.337176 sec): 3 clusters Score: Raw -1259788.490969 + Penalty 918.488582 = -1258870.002386 nChanged 16 SP:Iteration 58Q (113.406904 sec): 3 clusters Score: Raw -1259789.809584 + Penalty 918.488582 = -1258871.321001 nChanged 18 SP:Iteration 59Q (113.479726 sec): 3 clusters Score: Raw -1259790.933079 + Penalty 918.488582 = -1258872.444496 nChanged 16 SP:Iteration 60F (113.548851 sec): 3 clusters Score: Raw -1259791.864516 + Penalty 918.488582 = -1258873.375934 nChanged 15 SP:Iteration 61Q (113.613119 sec): 3 clusters Score: Raw -1259792.780005 + Penalty 918.488582 = -1258874.291423 nChanged 9 SP:Iteration 62Q (113.682387 sec): 3 clusters Score: Raw -1259793.453629 + Penalty 918.488582 = -1258874.965047 nChanged 11 SP:Iteration 63Q (113.749131 sec): 3 clusters Score: Raw -1259794.388910 + Penalty 918.488582 = -1258875.900328 nChanged 13 SP:Iteration 64Q (113.818645 sec): 3 clusters Score: Raw -1259794.991871 + Penalty 918.488582 = -1258876.503289 nChanged 9 SP:Iteration 65Q (113.874639 sec): 3 clusters Score: Raw -1259795.365878 + Penalty 918.488582 = -1258876.877295 nChanged 4 SP:Iteration 66Q (113.939763 sec): 3 clusters Score: Raw -1259795.484502 + Penalty 918.488582 = -1258876.995920 nChanged 3 SP:Iteration 67Q (114.015780 sec): 3 clusters Score: Raw -1259795.610745 + Penalty 918.488582 = -1258877.122163 nChanged 3 SP:Iteration 68Q (114.081156 sec): 3 clusters Score: Raw -1259795.692761 + Penalty 918.488582 = -1258877.204179 nChanged 4 SP:Iteration 69Q (114.136536 sec): 3 clusters Score: Raw -1259795.813400 + Penalty 918.488582 = -1258877.324817 nChanged 1 SP:Iteration 70Q (114.204997 sec): 3 clusters Score: Raw -1259795.826188 + Penalty 918.488582 = -1258877.337606 nChanged 1 SP:Iteration 71Q (114.271973 sec): 3 clusters Score: Raw -1259795.847832 + Penalty 918.488582 = -1258877.359250 nChanged 0 SP:Iteration 72F (114.347772 sec): 3 clusters Score: Raw -1259795.847832 + Penalty 918.488582 = -1258877.359250 nChanged 0 Trying to split cluster 14 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.374935 sec): 2 clusters Score: Raw -33350.164111 + Penalty 295.671838 = -33054.492273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.418806 sec): 3 clusters Score: Raw -33063.090257 + Penalty 591.343676 = -32471.746581 nChanged 270 SP:Iteration 1F (114.455309 sec): 3 clusters Score: Raw -33267.805479 + Penalty 591.343676 = -32676.461803 nChanged 51 SP:Iteration 2F (114.501708 sec): 3 clusters Score: Raw -33295.662642 + Penalty 591.343676 = -32704.318967 nChanged 23 SP:Iteration 3Q (114.548876 sec): 3 clusters Score: Raw -33314.710812 + Penalty 591.343676 = -32723.367136 nChanged 25 SP:Iteration 4Q (114.595736 sec): 3 clusters Score: Raw -33340.495036 + Penalty 591.343676 = -32749.151360 nChanged 24 SP:Iteration 5Q (114.642280 sec): 3 clusters Score: Raw -33359.022430 + Penalty 591.343676 = -32767.678754 nChanged 14 SP:Iteration 6Q (114.680154 sec): 3 clusters Score: Raw -33368.685133 + Penalty 591.343676 = -32777.341458 nChanged 14 SP:Iteration 7Q (114.733004 sec): 3 clusters Score: Raw -33380.235362 + Penalty 591.343676 = -32788.891686 nChanged 15 SP:Iteration 8Q (114.778701 sec): 3 clusters Score: Raw -33393.094671 + Penalty 591.343676 = -32801.750995 nChanged 11 SP:Iteration 9Q (114.832936 sec): 3 clusters Score: Raw -33400.065040 + Penalty 591.343676 = -32808.721365 nChanged 10 SP:Iteration 10Q (114.876212 sec): 3 clusters Score: Raw -33409.172819 + Penalty 591.343676 = -32817.829143 nChanged 11 SP:Iteration 11Q (114.924561 sec): 3 clusters Score: Raw -33415.471444 + Penalty 591.343676 = -32824.127768 nChanged 6 SP:Iteration 12Q (114.974736 sec): 3 clusters Score: Raw -33418.591586 + Penalty 591.343676 = -32827.247910 nChanged 5 SP:Iteration 13Q (115.024571 sec): 3 clusters Score: Raw -33423.298254 + Penalty 591.343676 = -32831.954578 nChanged 5 SP:Iteration 14Q (115.070697 sec): 3 clusters Score: Raw -33426.364259 + Penalty 591.343676 = -32835.020583 nChanged 4 SP:Iteration 15Q (115.121177 sec): 3 clusters Score: Raw -33428.924623 + Penalty 591.343676 = -32837.580948 nChanged 5 SP:Iteration 16Q (115.173219 sec): 3 clusters Score: Raw -33430.613930 + Penalty 591.343676 = -32839.270255 nChanged 5 SP:Iteration 17Q (115.224052 sec): 3 clusters Score: Raw -33432.098817 + Penalty 591.343676 = -32840.755142 nChanged 1 SP:Iteration 18Q (115.261918 sec): 3 clusters Score: Raw -33432.482184 + Penalty 591.343676 = -32841.138509 nChanged 1 SP:Iteration 19Q (115.301426 sec): 3 clusters Score: Raw -33432.659970 + Penalty 591.343676 = -32841.316295 nChanged 0 SP:Iteration 20F (115.348573 sec): 3 clusters Score: Raw -33432.659970 + Penalty 591.343676 = -32841.316295 nChanged 0 Trying to split cluster 17 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.367335 sec): 2 clusters Score: Raw -42434.215421 + Penalty 298.591206 = -42135.624215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.409913 sec): 3 clusters Score: Raw -42114.063229 + Penalty 597.182413 = -41516.880816 nChanged 275 SP:Iteration 1F (115.454375 sec): 3 clusters Score: Raw -42264.810486 + Penalty 597.182413 = -41667.628073 nChanged 49 SP:Iteration 2F (115.501854 sec): 3 clusters Score: Raw -42293.898631 + Penalty 597.182413 = -41696.716218 nChanged 27 SP:Iteration 3Q (115.553099 sec): 3 clusters Score: Raw -42314.201041 + Penalty 597.182413 = -41717.018628 nChanged 24 SP:Iteration 4Q (115.602127 sec): 3 clusters Score: Raw -42331.226110 + Penalty 597.182413 = -41734.043697 nChanged 18 SP:Iteration 5Q (115.651427 sec): 3 clusters Score: Raw -42339.909507 + Penalty 597.182413 = -41742.727094 nChanged 18 SP:Iteration 6Q (115.701153 sec): 3 clusters Score: Raw -42350.543576 + Penalty 597.182413 = -41753.361164 nChanged 15 SP:Iteration 7Q (115.752576 sec): 3 clusters Score: Raw -42358.392445 + Penalty 597.182413 = -41761.210032 nChanged 12 SP:Iteration 8Q (115.804873 sec): 3 clusters Score: Raw -42367.030815 + Penalty 597.182413 = -41769.848403 nChanged 10 SP:Iteration 9Q (115.858865 sec): 3 clusters Score: Raw -42372.694032 + Penalty 597.182413 = -41775.511619 nChanged 7 SP:Iteration 10Q (115.901473 sec): 3 clusters Score: Raw -42376.909344 + Penalty 597.182413 = -41779.726931 nChanged 7 SP:Iteration 11Q (115.944144 sec): 3 clusters Score: Raw -42381.063366 + Penalty 597.182413 = -41783.880954 nChanged 6 SP:Iteration 12Q (116.002353 sec): 3 clusters Score: Raw -42383.107769 + Penalty 597.182413 = -41785.925356 nChanged 5 SP:Iteration 13Q (116.053153 sec): 3 clusters Score: Raw -42385.138594 + Penalty 597.182413 = -41787.956182 nChanged 3 SP:Iteration 14Q (116.098993 sec): 3 clusters Score: Raw -42386.845046 + Penalty 597.182413 = -41789.662634 nChanged 4 SP:Iteration 15Q (116.146383 sec): 3 clusters Score: Raw -42388.676282 + Penalty 597.182413 = -41791.493870 nChanged 5 SP:Iteration 16Q (116.188769 sec): 3 clusters Score: Raw -42391.681444 + Penalty 597.182413 = -41794.499031 nChanged 4 SP:Iteration 17Q (116.233584 sec): 3 clusters Score: Raw -42392.969316 + Penalty 597.182413 = -41795.786903 nChanged 4 SP:Iteration 18Q (116.284392 sec): 3 clusters Score: Raw -42394.934212 + Penalty 597.182413 = -41797.751800 nChanged 4 SP:Iteration 19Q (116.336548 sec): 3 clusters Score: Raw -42396.478749 + Penalty 597.182413 = -41799.296336 nChanged 4 SP:Iteration 20F (116.385864 sec): 3 clusters Score: Raw -42398.989196 + Penalty 597.182413 = -41801.806783 nChanged 3 SP:Iteration 21Q (116.434933 sec): 3 clusters Score: Raw -42399.748650 + Penalty 597.182413 = -41802.566237 nChanged 1 SP:Iteration 22Q (116.487102 sec): 3 clusters Score: Raw -42399.934535 + Penalty 597.182413 = -41802.752122 nChanged 0 SP:Iteration 23F (116.535413 sec): 3 clusters Score: Raw -42399.934535 + Penalty 597.182413 = -41802.752122 nChanged 0 Iteration 59Q (117.248870 sec): 16 clusters Score: Raw -7350087.828435 + Penalty 8091.078594 = -7341996.749841 nChanged 1067 Iteration 60F (118.191741 sec): 16 clusters Score: Raw -7351170.968032 + Penalty 8091.078594 = -7343079.889438 nChanged 1215 Iteration 61Q (118.926327 sec): 16 clusters Score: Raw -7352231.132731 + Penalty 8091.078594 = -7344140.054137 nChanged 1214 Iteration 62Q (119.621459 sec): 16 clusters Score: Raw -7352825.091519 + Penalty 8091.078594 = -7344734.012925 nChanged 1058 Iteration 63Q (120.294441 sec): 16 clusters Score: Raw -7353182.026230 + Penalty 8091.078594 = -7345090.947636 nChanged 955 Iteration 64Q (120.968259 sec): 16 clusters Score: Raw -7353417.075658 + Penalty 8091.078594 = -7345325.997064 nChanged 797 Iteration 65Q (121.628683 sec): 16 clusters Score: Raw -7353565.190243 + Penalty 8091.078594 = -7345474.111649 nChanged 678 Iteration 66Q (122.353462 sec): 16 clusters Score: Raw -7353669.914126 + Penalty 8091.078594 = -7345578.835532 nChanged 624 Iteration 67Q (123.017797 sec): 16 clusters Score: Raw -7353756.103946 + Penalty 8091.078594 = -7345665.025352 nChanged 551 Iteration 68Q (123.712571 sec): 16 clusters Score: Raw -7353827.878463 + Penalty 8091.078594 = -7345736.799869 nChanged 539 Iteration 69Q (124.326809 sec): 16 clusters Score: Raw -7353897.874677 + Penalty 8091.078594 = -7345806.796084 nChanged 502 Iteration 70Q (125.020442 sec): 16 clusters Score: Raw -7353960.262385 + Penalty 8091.078594 = -7345869.183791 nChanged 476 Iteration 71Q (125.647915 sec): 16 clusters Score: Raw -7354017.845962 + Penalty 8091.078594 = -7345926.767368 nChanged 437 Iteration 72Q (126.276550 sec): 16 clusters Score: Raw -7354069.808635 + Penalty 8091.078594 = -7345978.730041 nChanged 416 Iteration 73Q (126.915433 sec): 16 clusters Score: Raw -7354125.106769 + Penalty 8091.078594 = -7346034.028175 nChanged 419 Iteration 74Q (127.592987 sec): 16 clusters Score: Raw -7354173.196557 + Penalty 8091.078594 = -7346082.117963 nChanged 425 Iteration 75Q (128.229551 sec): 16 clusters Score: Raw -7354222.374271 + Penalty 8091.078594 = -7346131.295678 nChanged 430 Iteration 76Q (128.911305 sec): 16 clusters Score: Raw -7354267.419114 + Penalty 8091.078594 = -7346176.340520 nChanged 419 Iteration 77Q (129.554228 sec): 16 clusters Score: Raw -7354307.676722 + Penalty 8091.078594 = -7346216.598128 nChanged 367 Iteration 78Q (130.213719 sec): 16 clusters Score: Raw -7354342.771733 + Penalty 8091.078594 = -7346251.693139 nChanged 384 Iteration 79Q (130.903238 sec): 16 clusters Score: Raw -7354375.967033 + Penalty 8091.078594 = -7346284.888439 nChanged 338 Iteration 80F (131.878757 sec): 16 clusters Score: Raw -7354441.763559 + Penalty 8091.078594 = -7346350.684965 nChanged 371 Iteration 81Q (132.583395 sec): 16 clusters Score: Raw -7354484.033249 + Penalty 8091.078594 = -7346392.954656 nChanged 368 Iteration 82Q (133.242053 sec): 16 clusters Score: Raw -7354520.359841 + Penalty 8091.078594 = -7346429.281248 nChanged 328 Iteration 83Q (133.925991 sec): 16 clusters Score: Raw -7354548.491747 + Penalty 8091.078594 = -7346457.413154 nChanged 309 Iteration 84Q (134.641996 sec): 16 clusters Score: Raw -7354574.251326 + Penalty 8091.078594 = -7346483.172733 nChanged 311 Iteration 85Q (135.306787 sec): 16 clusters Score: Raw -7354601.298221 + Penalty 8091.078594 = -7346510.219628 nChanged 285 Iteration 86Q (136.022641 sec): 16 clusters Score: Raw -7354623.546947 + Penalty 8091.078594 = -7346532.468353 nChanged 283 Iteration 87Q (136.758940 sec): 16 clusters Score: Raw -7354645.847196 + Penalty 8091.078594 = -7346554.768603 nChanged 294 Iteration 88Q (137.472331 sec): 16 clusters Score: Raw -7354667.120179 + Penalty 8091.078594 = -7346576.041585 nChanged 273 Iteration 89Q (138.121572 sec): 16 clusters Score: Raw -7354685.533613 + Penalty 8091.078594 = -7346594.455019 nChanged 245 Iteration 90Q (138.809487 sec): 16 clusters Score: Raw -7354699.443455 + Penalty 8091.078594 = -7346608.364861 nChanged 226 Iteration 91Q (139.505876 sec): 16 clusters Score: Raw -7354712.063288 + Penalty 8091.078594 = -7346620.984694 nChanged 216 Iteration 92Q (140.199030 sec): 16 clusters Score: Raw -7354723.291018 + Penalty 8091.078594 = -7346632.212424 nChanged 196 Deleting Class 17 (362 points): Lose 536.887391 but Gain 539.405240 Iteration 93Q (140.898785 sec): 15 clusters Score: Raw -7354195.642415 + Penalty 7551.673354 = -7346643.969060 nChanged 538 Iteration 94Q (141.479301 sec): 15 clusters Score: Raw -7354595.445285 + Penalty 7551.673354 = -7347043.771930 nChanged 244 Iteration 95Q (142.085741 sec): 15 clusters Score: Raw -7354607.893186 + Penalty 7551.673354 = -7347056.219832 nChanged 227 Iteration 96Q (142.688038 sec): 15 clusters Score: Raw -7354618.461566 + Penalty 7551.673354 = -7347066.788212 nChanged 215 Iteration 97Q (143.292751 sec): 15 clusters Score: Raw -7354627.164318 + Penalty 7551.673354 = -7347075.490964 nChanged 184 Iteration 98Q (143.907456 sec): 15 clusters Score: Raw -7354634.807267 + Penalty 7551.673354 = -7347083.133912 nChanged 180 Writing temp clu file Because OldScore, -7347075.490964, is greater than current (better) Score,-7347083.133912 Compute initial score before splitting: Score: Raw -7354634.807267 + Penalty 7551.673354 = -7347083.133912 Trying to split cluster 1 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.972588 sec): 2 clusters Score: Raw -50199.032504 + Penalty 316.479464 = -49882.553040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.022578 sec): 3 clusters Score: Raw -49751.403239 + Penalty 632.958927 = -49118.444311 nChanged 413 SP:Iteration 1F (144.058501 sec): 3 clusters Score: Raw -50091.853016 + Penalty 632.958927 = -49458.894089 nChanged 94 SP:Iteration 2F (144.110561 sec): 3 clusters Score: Raw -50196.004477 + Penalty 632.958927 = -49563.045550 nChanged 69 SP:Iteration 3F (144.159710 sec): 3 clusters Score: Raw -50247.707022 + Penalty 632.958927 = -49614.748095 nChanged 37 SP:Iteration 4Q (144.211017 sec): 3 clusters Score: Raw -50276.650627 + Penalty 632.958927 = -49643.691699 nChanged 31 SP:Iteration 5Q (144.258375 sec): 3 clusters Score: Raw -50298.979376 + Penalty 632.958927 = -49666.020448 nChanged 19 SP:Iteration 6Q (144.306816 sec): 3 clusters Score: Raw -50311.627132 + Penalty 632.958927 = -49678.668205 nChanged 18 SP:Iteration 7Q (144.354704 sec): 3 clusters Score: Raw -50325.625047 + Penalty 632.958927 = -49692.666120 nChanged 15 SP:Iteration 8Q (144.388995 sec): 3 clusters Score: Raw -50336.408977 + Penalty 632.958927 = -49703.450050 nChanged 15 SP:Iteration 9Q (144.432182 sec): 3 clusters Score: Raw -50351.206837 + Penalty 632.958927 = -49718.247910 nChanged 16 SP:Iteration 10Q (144.480753 sec): 3 clusters Score: Raw -50357.525848 + Penalty 632.958927 = -49724.566921 nChanged 7 SP:Iteration 11Q (144.533151 sec): 3 clusters Score: Raw -50359.704217 + Penalty 632.958927 = -49726.745289 nChanged 7 SP:Iteration 12Q (144.586234 sec): 3 clusters Score: Raw -50363.236967 + Penalty 632.958927 = -49730.278040 nChanged 3 SP:Iteration 13Q (144.626451 sec): 3 clusters Score: Raw -50365.253699 + Penalty 632.958927 = -49732.294772 nChanged 5 SP:Iteration 14Q (144.677053 sec): 3 clusters Score: Raw -50367.070031 + Penalty 632.958927 = -49734.111103 nChanged 1 SP:Iteration 15Q (144.716519 sec): 3 clusters Score: Raw -50367.339035 + Penalty 632.958927 = -49734.380108 nChanged 1 SP:Iteration 16Q (144.767128 sec): 3 clusters Score: Raw -50367.803621 + Penalty 632.958927 = -49734.844694 nChanged 2 SP:Iteration 17Q (144.812126 sec): 3 clusters Score: Raw -50368.751083 + Penalty 632.958927 = -49735.792156 nChanged 0 SP:Iteration 18F (144.873171 sec): 3 clusters Score: Raw -50368.751083 + Penalty 632.958927 = -49735.792156 nChanged 0 Trying to split cluster 2 (1987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.889559 sec): 2 clusters Score: Raw -105415.366319 + Penalty 345.544347 = -105069.821973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.941500 sec): 3 clusters Score: Raw -104347.580635 + Penalty 691.088693 = -103656.491942 nChanged 793 SP:Iteration 1F (144.986291 sec): 3 clusters Score: Raw -104789.708899 + Penalty 691.088693 = -104098.620206 nChanged 157 SP:Iteration 2F (145.035166 sec): 3 clusters Score: Raw -104891.940526 + Penalty 691.088693 = -104200.851833 nChanged 150 SP:Iteration 3F (145.086616 sec): 3 clusters Score: Raw -105012.209546 + Penalty 691.088693 = -104321.120852 nChanged 151 SP:Iteration 4F (145.137397 sec): 3 clusters Score: Raw -105149.329881 + Penalty 691.088693 = -104458.241188 nChanged 127 SP:Iteration 5F (145.187558 sec): 3 clusters Score: Raw -105293.889211 + Penalty 691.088693 = -104602.800518 nChanged 74 SP:Iteration 6Q (145.235539 sec): 3 clusters Score: Raw -105369.901967 + Penalty 691.088693 = -104678.813273 nChanged 50 SP:Iteration 7Q (145.282303 sec): 3 clusters Score: Raw -105402.483722 + Penalty 691.088693 = -104711.395029 nChanged 31 SP:Iteration 8Q (145.331440 sec): 3 clusters Score: Raw -105420.907247 + Penalty 691.088693 = -104729.818554 nChanged 32 SP:Iteration 9Q (145.380601 sec): 3 clusters Score: Raw -105439.754891 + Penalty 691.088693 = -104748.666198 nChanged 21 SP:Iteration 10Q (145.429629 sec): 3 clusters Score: Raw -105452.795722 + Penalty 691.088693 = -104761.707029 nChanged 20 SP:Iteration 11Q (145.480006 sec): 3 clusters Score: Raw -105465.201294 + Penalty 691.088693 = -104774.112601 nChanged 18 SP:Iteration 12Q (145.529970 sec): 3 clusters Score: Raw -105475.878309 + Penalty 691.088693 = -104784.789616 nChanged 11 SP:Iteration 13Q (145.579229 sec): 3 clusters Score: Raw -105482.718622 + Penalty 691.088693 = -104791.629928 nChanged 12 SP:Iteration 14Q (145.631891 sec): 3 clusters Score: Raw -105486.901404 + Penalty 691.088693 = -104795.812711 nChanged 9 SP:Iteration 15Q (145.686993 sec): 3 clusters Score: Raw -105491.980310 + Penalty 691.088693 = -104800.891617 nChanged 11 SP:Iteration 16Q (145.724232 sec): 3 clusters Score: Raw -105499.671071 + Penalty 691.088693 = -104808.582378 nChanged 10 SP:Iteration 17Q (145.766605 sec): 3 clusters Score: Raw -105503.407128 + Penalty 691.088693 = -104812.318435 nChanged 3 SP:Iteration 18Q (145.821300 sec): 3 clusters Score: Raw -105504.914933 + Penalty 691.088693 = -104813.826240 nChanged 3 SP:Iteration 19Q (145.865331 sec): 3 clusters Score: Raw -105505.687900 + Penalty 691.088693 = -104814.599207 nChanged 1 SP:Iteration 20F (145.906272 sec): 3 clusters Score: Raw -105505.917809 + Penalty 691.088693 = -104814.829116 nChanged 1 SP:Iteration 21Q (145.950744 sec): 3 clusters Score: Raw -105505.982922 + Penalty 691.088693 = -104814.894229 nChanged 0 SP:Iteration 22F (145.990712 sec): 3 clusters Score: Raw -105505.982922 + Penalty 691.088693 = -104814.894229 nChanged 0 Trying to split cluster 3 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.006579 sec): 2 clusters Score: Raw -41174.083211 + Penalty 306.098143 = -40867.985068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.060216 sec): 3 clusters Score: Raw -40772.715507 + Penalty 612.196287 = -40160.519220 nChanged 331 SP:Iteration 1F (146.097704 sec): 3 clusters Score: Raw -40986.733680 + Penalty 612.196287 = -40374.537393 nChanged 78 SP:Iteration 2F (146.135961 sec): 3 clusters Score: Raw -41052.094246 + Penalty 612.196287 = -40439.897959 nChanged 56 SP:Iteration 3F (146.178429 sec): 3 clusters Score: Raw -41096.786325 + Penalty 612.196287 = -40484.590038 nChanged 40 SP:Iteration 4Q (146.223244 sec): 3 clusters Score: Raw -41133.278090 + Penalty 612.196287 = -40521.081803 nChanged 27 SP:Iteration 5Q (146.264891 sec): 3 clusters Score: Raw -41153.679361 + Penalty 612.196287 = -40541.483074 nChanged 23 SP:Iteration 6Q (146.307878 sec): 3 clusters Score: Raw -41173.250541 + Penalty 612.196287 = -40561.054254 nChanged 26 SP:Iteration 7Q (146.351339 sec): 3 clusters Score: Raw -41193.767305 + Penalty 612.196287 = -40581.571018 nChanged 19 SP:Iteration 8Q (146.390225 sec): 3 clusters Score: Raw -41206.809338 + Penalty 612.196287 = -40594.613051 nChanged 20 SP:Iteration 9Q (146.429839 sec): 3 clusters Score: Raw -41219.723017 + Penalty 612.196287 = -40607.526730 nChanged 15 SP:Iteration 10Q (146.486898 sec): 3 clusters Score: Raw -41233.631259 + Penalty 612.196287 = -40621.434972 nChanged 17 SP:Iteration 11Q (146.532799 sec): 3 clusters Score: Raw -41242.890152 + Penalty 612.196287 = -40630.693865 nChanged 13 SP:Iteration 12Q (146.583113 sec): 3 clusters Score: Raw -41249.680652 + Penalty 612.196287 = -40637.484365 nChanged 6 SP:Iteration 13Q (146.632479 sec): 3 clusters Score: Raw -41253.344790 + Penalty 612.196287 = -40641.148503 nChanged 7 SP:Iteration 14Q (146.668951 sec): 3 clusters Score: Raw -41256.299455 + Penalty 612.196287 = -40644.103168 nChanged 4 SP:Iteration 15Q (146.715308 sec): 3 clusters Score: Raw -41257.841456 + Penalty 612.196287 = -40645.645169 nChanged 3 SP:Iteration 16Q (146.766702 sec): 3 clusters Score: Raw -41259.216355 + Penalty 612.196287 = -40647.020068 nChanged 5 SP:Iteration 17Q (146.805126 sec): 3 clusters Score: Raw -41260.775084 + Penalty 612.196287 = -40648.578797 nChanged 5 SP:Iteration 18Q (146.853886 sec): 3 clusters Score: Raw -41262.677517 + Penalty 612.196287 = -40650.481231 nChanged 2 SP:Iteration 19Q (146.900346 sec): 3 clusters Score: Raw -41263.292655 + Penalty 612.196287 = -40651.096368 nChanged 4 SP:Iteration 20F (146.945589 sec): 3 clusters Score: Raw -41264.644750 + Penalty 612.196287 = -40652.448463 nChanged 2 SP:Iteration 21Q (146.996808 sec): 3 clusters Score: Raw -41265.681925 + Penalty 612.196287 = -40653.485638 nChanged 4 SP:Iteration 22Q (147.047604 sec): 3 clusters Score: Raw -41267.552230 + Penalty 612.196287 = -40655.355943 nChanged 6 SP:Iteration 23Q (147.104887 sec): 3 clusters Score: Raw -41271.440825 + Penalty 612.196287 = -40659.244538 nChanged 9 SP:Iteration 24Q (147.153391 sec): 3 clusters Score: Raw -41275.948238 + Penalty 612.196287 = -40663.751951 nChanged 7 SP:Iteration 25Q (147.195474 sec): 3 clusters Score: Raw -41279.398658 + Penalty 612.196287 = -40667.202371 nChanged 4 SP:Iteration 26Q (147.246883 sec): 3 clusters Score: Raw -41282.321424 + Penalty 612.196287 = -40670.125137 nChanged 5 SP:Iteration 27Q (147.288404 sec): 3 clusters Score: Raw -41283.934392 + Penalty 612.196287 = -40671.738105 nChanged 3 SP:Iteration 28Q (147.345643 sec): 3 clusters Score: Raw -41284.647462 + Penalty 612.196287 = -40672.451175 nChanged 2 SP:Iteration 29Q (147.386506 sec): 3 clusters Score: Raw -41285.430897 + Penalty 612.196287 = -40673.234610 nChanged 2 SP:Iteration 30Q (147.437235 sec): 3 clusters Score: Raw -41286.174363 + Penalty 612.196287 = -40673.978076 nChanged 3 SP:Iteration 31Q (147.488123 sec): 3 clusters Score: Raw -41287.681329 + Penalty 612.196287 = -40675.485042 nChanged 3 SP:Iteration 32Q (147.527666 sec): 3 clusters Score: Raw -41288.454317 + Penalty 612.196287 = -40676.258030 nChanged 4 SP:Iteration 33Q (147.561733 sec): 3 clusters Score: Raw -41289.769313 + Penalty 612.196287 = -40677.573026 nChanged 5 SP:Iteration 34Q (147.604914 sec): 3 clusters Score: Raw -41292.922470 + Penalty 612.196287 = -40680.726183 nChanged 4 SP:Iteration 35Q (147.647013 sec): 3 clusters Score: Raw -41295.340199 + Penalty 612.196287 = -40683.143912 nChanged 5 SP:Iteration 36Q (147.693333 sec): 3 clusters Score: Raw -41298.676088 + Penalty 612.196287 = -40686.479801 nChanged 9 SP:Iteration 37Q (147.736618 sec): 3 clusters Score: Raw -41306.586072 + Penalty 612.196287 = -40694.389785 nChanged 11 SP:Iteration 38Q (147.780309 sec): 3 clusters Score: Raw -41312.664206 + Penalty 612.196287 = -40700.467919 nChanged 5 SP:Iteration 39Q (147.823875 sec): 3 clusters Score: Raw -41316.865339 + Penalty 612.196287 = -40704.669052 nChanged 9 SP:Iteration 40F (147.867309 sec): 3 clusters Score: Raw -41322.116549 + Penalty 612.196287 = -40709.920262 nChanged 9 SP:Iteration 41Q (147.912617 sec): 3 clusters Score: Raw -41328.734988 + Penalty 612.196287 = -40716.538701 nChanged 6 SP:Iteration 42Q (147.967703 sec): 3 clusters Score: Raw -41332.946514 + Penalty 612.196287 = -40720.750227 nChanged 8 SP:Iteration 43Q (148.010569 sec): 3 clusters Score: Raw -41339.670057 + Penalty 612.196287 = -40727.473770 nChanged 10 SP:Iteration 44Q (148.060191 sec): 3 clusters Score: Raw -41344.389801 + Penalty 612.196287 = -40732.193514 nChanged 7 SP:Iteration 45Q (148.105162 sec): 3 clusters Score: Raw -41347.440362 + Penalty 612.196287 = -40735.244076 nChanged 5 SP:Iteration 46Q (148.142049 sec): 3 clusters Score: Raw -41351.407506 + Penalty 612.196287 = -40739.211219 nChanged 8 SP:Iteration 47Q (148.190081 sec): 3 clusters Score: Raw -41355.845780 + Penalty 612.196287 = -40743.649493 nChanged 7 SP:Iteration 48Q (148.245826 sec): 3 clusters Score: Raw -41358.615400 + Penalty 612.196287 = -40746.419114 nChanged 2 SP:Iteration 49Q (148.289979 sec): 3 clusters Score: Raw -41358.980947 + Penalty 612.196287 = -40746.784660 nChanged 2 SP:Iteration 50Q (148.350393 sec): 3 clusters Score: Raw -41359.377076 + Penalty 612.196287 = -40747.180789 nChanged 2 SP:Iteration 51Q (148.386492 sec): 3 clusters Score: Raw -41359.924389 + Penalty 612.196287 = -40747.728102 nChanged 1 SP:Iteration 52Q (148.436451 sec): 3 clusters Score: Raw -41360.120988 + Penalty 612.196287 = -40747.924701 nChanged 0 SP:Iteration 53F (148.476663 sec): 3 clusters Score: Raw -41360.120988 + Penalty 612.196287 = -40747.924701 nChanged 0 Trying to split cluster 4 (10054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.519037 sec): 2 clusters Score: Raw -541918.130392 + Penalty 419.315526 = -541498.814866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.581540 sec): 3 clusters Score: Raw -535630.426711 + Penalty 838.631052 = -534791.795659 nChanged 4672 SP:Iteration 1F (148.637259 sec): 3 clusters Score: Raw -538112.384850 + Penalty 838.631052 = -537273.753798 nChanged 494 SP:Iteration 2Q (148.693947 sec): 3 clusters Score: Raw -538265.109317 + Penalty 838.631052 = -537426.478265 nChanged 473 SP:Iteration 3Q (148.742413 sec): 3 clusters Score: Raw -538466.907168 + Penalty 838.631052 = -537628.276116 nChanged 538 SP:Iteration 4F (148.796751 sec): 3 clusters Score: Raw -538714.342776 + Penalty 838.631052 = -537875.711724 nChanged 529 SP:Iteration 5F (148.852314 sec): 3 clusters Score: Raw -538995.263597 + Penalty 838.631052 = -538156.632545 nChanged 553 SP:Iteration 6F (148.920263 sec): 3 clusters Score: Raw -539396.987453 + Penalty 838.631052 = -538558.356401 nChanged 603 SP:Iteration 7F (148.976231 sec): 3 clusters Score: Raw -539870.517274 + Penalty 838.631052 = -539031.886222 nChanged 604 SP:Iteration 8F (149.027839 sec): 3 clusters Score: Raw -540339.069799 + Penalty 838.631052 = -539500.438747 nChanged 465 SP:Iteration 9Q (149.076784 sec): 3 clusters Score: Raw -540651.984344 + Penalty 838.631052 = -539813.353292 nChanged 353 SP:Iteration 10Q (149.130581 sec): 3 clusters Score: Raw -540872.803998 + Penalty 838.631052 = -540034.172946 nChanged 271 SP:Iteration 11Q (149.185399 sec): 3 clusters Score: Raw -541028.588960 + Penalty 838.631052 = -540189.957908 nChanged 240 SP:Iteration 12Q (149.231026 sec): 3 clusters Score: Raw -541159.196404 + Penalty 838.631052 = -540320.565353 nChanged 214 SP:Iteration 13Q (149.297231 sec): 3 clusters Score: Raw -541292.026553 + Penalty 838.631052 = -540453.395502 nChanged 194 SP:Iteration 14Q (149.339871 sec): 3 clusters Score: Raw -541414.973747 + Penalty 838.631052 = -540576.342696 nChanged 165 SP:Iteration 15Q (149.392249 sec): 3 clusters Score: Raw -541522.593706 + Penalty 838.631052 = -540683.962654 nChanged 122 SP:Iteration 16Q (149.452442 sec): 3 clusters Score: Raw -541592.747276 + Penalty 838.631052 = -540754.116224 nChanged 110 SP:Iteration 17Q (149.507965 sec): 3 clusters Score: Raw -541662.016061 + Penalty 838.631052 = -540823.385009 nChanged 104 SP:Iteration 18Q (149.552461 sec): 3 clusters Score: Raw -541733.635404 + Penalty 838.631052 = -540895.004353 nChanged 96 SP:Iteration 19Q (149.610085 sec): 3 clusters Score: Raw -541799.645926 + Penalty 838.631052 = -540961.014874 nChanged 78 SP:Iteration 20F (149.667307 sec): 3 clusters Score: Raw -541844.164867 + Penalty 838.631052 = -541005.533815 nChanged 67 SP:Iteration 21Q (149.725528 sec): 3 clusters Score: Raw -541885.443995 + Penalty 838.631052 = -541046.812943 nChanged 57 SP:Iteration 22Q (149.777424 sec): 3 clusters Score: Raw -541922.592614 + Penalty 838.631052 = -541083.961562 nChanged 39 SP:Iteration 23Q (149.828379 sec): 3 clusters Score: Raw -541950.785035 + Penalty 838.631052 = -541112.153984 nChanged 29 SP:Iteration 24Q (149.892519 sec): 3 clusters Score: Raw -541974.872523 + Penalty 838.631052 = -541136.241471 nChanged 28 SP:Iteration 25Q (149.945300 sec): 3 clusters Score: Raw -541998.824249 + Penalty 838.631052 = -541160.193198 nChanged 20 SP:Iteration 26Q (149.988850 sec): 3 clusters Score: Raw -542012.932227 + Penalty 838.631052 = -541174.301175 nChanged 10 SP:Iteration 27Q (150.048746 sec): 3 clusters Score: Raw -542019.127568 + Penalty 838.631052 = -541180.496516 nChanged 5 SP:Iteration 28Q (150.106032 sec): 3 clusters Score: Raw -542020.853946 + Penalty 838.631052 = -541182.222895 nChanged 3 SP:Iteration 29Q (150.145081 sec): 3 clusters Score: Raw -542022.176438 + Penalty 838.631052 = -541183.545386 nChanged 4 SP:Iteration 30Q (150.208329 sec): 3 clusters Score: Raw -542024.973741 + Penalty 838.631052 = -541186.342689 nChanged 5 SP:Iteration 31Q (150.262106 sec): 3 clusters Score: Raw -542027.941079 + Penalty 838.631052 = -541189.310028 nChanged 5 SP:Iteration 32Q (150.317954 sec): 3 clusters Score: Raw -542030.350828 + Penalty 838.631052 = -541191.719776 nChanged 5 SP:Iteration 33Q (150.367688 sec): 3 clusters Score: Raw -542032.481897 + Penalty 838.631052 = -541193.850845 nChanged 3 SP:Iteration 34Q (150.418290 sec): 3 clusters Score: Raw -542033.707904 + Penalty 838.631052 = -541195.076852 nChanged 3 SP:Iteration 35Q (150.471325 sec): 3 clusters Score: Raw -542036.308844 + Penalty 838.631052 = -541197.677793 nChanged 8 SP:Iteration 36Q (150.530884 sec): 3 clusters Score: Raw -542039.276969 + Penalty 838.631052 = -541200.645917 nChanged 4 SP:Iteration 37Q (150.589401 sec): 3 clusters Score: Raw -542041.488199 + Penalty 838.631052 = -541202.857147 nChanged 6 SP:Iteration 38Q (150.648788 sec): 3 clusters Score: Raw -542046.125276 + Penalty 838.631052 = -541207.494224 nChanged 8 SP:Iteration 39Q (150.704028 sec): 3 clusters Score: Raw -542051.592325 + Penalty 838.631052 = -541212.961273 nChanged 7 SP:Iteration 40F (150.745415 sec): 3 clusters Score: Raw -542055.083959 + Penalty 838.631052 = -541216.452907 nChanged 2 SP:Iteration 41Q (150.804903 sec): 3 clusters Score: Raw -542055.906335 + Penalty 838.631052 = -541217.275283 nChanged 0 SP:Iteration 42F (150.850761 sec): 3 clusters Score: Raw -542055.906335 + Penalty 838.631052 = -541217.275283 nChanged 0 Trying to split cluster 5 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.873853 sec): 2 clusters Score: Raw -16160.195275 + Penalty 267.309348 = -15892.885927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.928379 sec): 3 clusters Score: Raw -16035.283853 + Penalty 534.618697 = -15500.665157 nChanged 125 SP:Iteration 1F (150.960705 sec): 3 clusters Score: Raw -16179.949923 + Penalty 534.618697 = -15645.331226 nChanged 37 SP:Iteration 2F (151.001924 sec): 3 clusters Score: Raw -16251.155565 + Penalty 534.618697 = -15716.536868 nChanged 24 SP:Iteration 3F (151.052594 sec): 3 clusters Score: Raw -16299.405046 + Penalty 534.618697 = -15764.786349 nChanged 23 SP:Iteration 4F (151.101159 sec): 3 clusters Score: Raw -16358.506561 + Penalty 534.618697 = -15823.887865 nChanged 17 SP:Iteration 5Q (151.136692 sec): 3 clusters Score: Raw -16389.382127 + Penalty 534.618697 = -15854.763430 nChanged 10 SP:Iteration 6Q (151.186380 sec): 3 clusters Score: Raw -16404.324240 + Penalty 534.618697 = -15869.705544 nChanged 4 SP:Iteration 7Q (151.231819 sec): 3 clusters Score: Raw -16408.269473 + Penalty 534.618697 = -15873.650776 nChanged 3 SP:Iteration 8Q (151.290421 sec): 3 clusters Score: Raw -16415.391447 + Penalty 534.618697 = -15880.772751 nChanged 4 SP:Iteration 9Q (151.336140 sec): 3 clusters Score: Raw -16423.969387 + Penalty 534.618697 = -15889.350690 nChanged 2 SP:Iteration 10Q (151.373503 sec): 3 clusters Score: Raw -16428.721215 + Penalty 534.618697 = -15894.102518 nChanged 1 SP:Iteration 11Q (151.430135 sec): 3 clusters Score: Raw -16439.468487 + Penalty 534.618697 = -15904.849791 nChanged 4 SP:Iteration 12Q (151.474222 sec): 3 clusters Score: Raw -16448.496879 + Penalty 534.618697 = -15913.878183 nChanged 5 SP:Iteration 13Q (151.526652 sec): 3 clusters Score: Raw -16462.073432 + Penalty 534.618697 = -15927.454736 nChanged 2 SP:Iteration 14Q (151.564418 sec): 3 clusters Score: Raw -16464.028246 + Penalty 534.618697 = -15929.409550 nChanged 1 SP:Iteration 15Q (151.617531 sec): 3 clusters Score: Raw -16464.566675 + Penalty 534.618697 = -15929.947978 nChanged 0 SP:Iteration 16F (151.658613 sec): 3 clusters Score: Raw -16464.566675 + Penalty 534.618697 = -15929.947978 nChanged 0 Score: Raw -7354943.574664 + Penalty 8091.078594 = -7346852.496070 Splitting cluster 5 changes total score from -7347083.133912 to -7346852.496070 So it's not getting split. Trying to split cluster 6 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.674488 sec): 2 clusters Score: Raw -50871.913593 + Penalty 308.589739 = -50563.323854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.718988 sec): 3 clusters Score: Raw -50442.646045 + Penalty 617.179477 = -49825.466568 nChanged 311 SP:Iteration 1F (152.772606 sec): 3 clusters Score: Raw -50607.382578 + Penalty 617.179477 = -49990.203101 nChanged 72 SP:Iteration 2F (152.817924 sec): 3 clusters Score: Raw -50654.713962 + Penalty 617.179477 = -50037.534485 nChanged 49 SP:Iteration 3F (152.860951 sec): 3 clusters Score: Raw -50688.697679 + Penalty 617.179477 = -50071.518202 nChanged 43 SP:Iteration 4Q (152.906654 sec): 3 clusters Score: Raw -50731.391901 + Penalty 617.179477 = -50114.212424 nChanged 41 SP:Iteration 5Q (152.939450 sec): 3 clusters Score: Raw -50767.739644 + Penalty 617.179477 = -50150.560167 nChanged 36 SP:Iteration 6Q (152.981396 sec): 3 clusters Score: Raw -50802.315575 + Penalty 617.179477 = -50185.136098 nChanged 27 SP:Iteration 7Q (153.024610 sec): 3 clusters Score: Raw -50829.437046 + Penalty 617.179477 = -50212.257569 nChanged 18 SP:Iteration 8Q (153.077380 sec): 3 clusters Score: Raw -50848.880844 + Penalty 617.179477 = -50231.701367 nChanged 17 SP:Iteration 9Q (153.117051 sec): 3 clusters Score: Raw -50866.349599 + Penalty 617.179477 = -50249.170122 nChanged 8 SP:Iteration 10Q (153.163567 sec): 3 clusters Score: Raw -50871.725945 + Penalty 617.179477 = -50254.546467 nChanged 7 SP:Iteration 11Q (153.194757 sec): 3 clusters Score: Raw -50880.899950 + Penalty 617.179477 = -50263.720473 nChanged 6 SP:Iteration 12Q (153.237935 sec): 3 clusters Score: Raw -50887.119375 + Penalty 617.179477 = -50269.939898 nChanged 4 SP:Iteration 13Q (153.283646 sec): 3 clusters Score: Raw -50890.332114 + Penalty 617.179477 = -50273.152637 nChanged 1 SP:Iteration 14Q (153.326784 sec): 3 clusters Score: Raw -50894.402912 + Penalty 617.179477 = -50277.223435 nChanged 3 SP:Iteration 15Q (153.375759 sec): 3 clusters Score: Raw -50897.330569 + Penalty 617.179477 = -50280.151092 nChanged 1 SP:Iteration 16Q (153.414598 sec): 3 clusters Score: Raw -50897.974394 + Penalty 617.179477 = -50280.794917 nChanged 1 SP:Iteration 17Q (153.461370 sec): 3 clusters Score: Raw -50898.468780 + Penalty 617.179477 = -50281.289303 nChanged 1 SP:Iteration 18Q (153.509813 sec): 3 clusters Score: Raw -50899.437788 + Penalty 617.179477 = -50282.258311 nChanged 0 SP:Iteration 19F (153.556937 sec): 3 clusters Score: Raw -50899.437788 + Penalty 617.179477 = -50282.258311 nChanged 0 Trying to split cluster 7 (11661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.586305 sec): 2 clusters Score: Raw -649573.716838 + Penalty 426.062237 = -649147.654600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.645212 sec): 3 clusters Score: Raw -642269.546159 + Penalty 852.124475 = -641417.421684 nChanged 5453 SP:Iteration 1F (153.710004 sec): 3 clusters Score: Raw -645610.906501 + Penalty 852.124475 = -644758.782026 nChanged 762 SP:Iteration 2F (153.770860 sec): 3 clusters Score: Raw -645999.458043 + Penalty 852.124475 = -645147.333568 nChanged 787 SP:Iteration 3F (153.831327 sec): 3 clusters Score: Raw -646463.688322 + Penalty 852.124475 = -645611.563847 nChanged 812 SP:Iteration 4F (153.876014 sec): 3 clusters Score: Raw -646969.845840 + Penalty 852.124475 = -646117.721365 nChanged 732 SP:Iteration 5F (153.931999 sec): 3 clusters Score: Raw -647450.203321 + Penalty 852.124475 = -646598.078846 nChanged 681 SP:Iteration 6F (153.987407 sec): 3 clusters Score: Raw -647978.754342 + Penalty 852.124475 = -647126.629867 nChanged 625 SP:Iteration 7F (154.033311 sec): 3 clusters Score: Raw -648485.759781 + Penalty 852.124475 = -647633.635306 nChanged 497 SP:Iteration 8Q (154.096499 sec): 3 clusters Score: Raw -648899.479779 + Penalty 852.124475 = -648047.355304 nChanged 336 SP:Iteration 9Q (154.142429 sec): 3 clusters Score: Raw -649152.800919 + Penalty 852.124475 = -648300.676444 nChanged 227 SP:Iteration 10Q (154.198012 sec): 3 clusters Score: Raw -649298.096776 + Penalty 852.124475 = -648445.972301 nChanged 145 SP:Iteration 11Q (154.254629 sec): 3 clusters Score: Raw -649377.066869 + Penalty 852.124475 = -648524.942394 nChanged 117 SP:Iteration 12Q (154.309343 sec): 3 clusters Score: Raw -649429.102439 + Penalty 852.124475 = -648576.977964 nChanged 94 SP:Iteration 13Q (154.377954 sec): 3 clusters Score: Raw -649474.429637 + Penalty 852.124475 = -648622.305162 nChanged 86 SP:Iteration 14Q (154.434168 sec): 3 clusters Score: Raw -649509.176119 + Penalty 852.124475 = -648657.051644 nChanged 63 SP:Iteration 15Q (154.492700 sec): 3 clusters Score: Raw -649535.159467 + Penalty 852.124475 = -648683.034992 nChanged 59 SP:Iteration 16Q (154.548791 sec): 3 clusters Score: Raw -649556.440731 + Penalty 852.124475 = -648704.316256 nChanged 52 SP:Iteration 17Q (154.606064 sec): 3 clusters Score: Raw -649577.194403 + Penalty 852.124475 = -648725.069928 nChanged 43 SP:Iteration 18Q (154.660348 sec): 3 clusters Score: Raw -649596.804861 + Penalty 852.124475 = -648744.680386 nChanged 40 SP:Iteration 19Q (154.719700 sec): 3 clusters Score: Raw -649615.431213 + Penalty 852.124475 = -648763.306738 nChanged 48 SP:Iteration 20F (154.767307 sec): 3 clusters Score: Raw -649637.766899 + Penalty 852.124475 = -648785.642424 nChanged 52 SP:Iteration 21Q (154.830611 sec): 3 clusters Score: Raw -649663.503726 + Penalty 852.124475 = -648811.379251 nChanged 57 SP:Iteration 22Q (154.875258 sec): 3 clusters Score: Raw -649699.666797 + Penalty 852.124475 = -648847.542322 nChanged 42 SP:Iteration 23Q (154.940787 sec): 3 clusters Score: Raw -649721.304364 + Penalty 852.124475 = -648869.179889 nChanged 35 SP:Iteration 24Q (154.981554 sec): 3 clusters Score: Raw -649735.855570 + Penalty 852.124475 = -648883.731095 nChanged 33 SP:Iteration 25Q (155.035070 sec): 3 clusters Score: Raw -649743.044243 + Penalty 852.124475 = -648890.919768 nChanged 18 SP:Iteration 26Q (155.088739 sec): 3 clusters Score: Raw -649748.579037 + Penalty 852.124475 = -648896.454562 nChanged 18 SP:Iteration 27Q (155.143527 sec): 3 clusters Score: Raw -649752.561078 + Penalty 852.124475 = -648900.436603 nChanged 13 SP:Iteration 28Q (155.198390 sec): 3 clusters Score: Raw -649755.996904 + Penalty 852.124475 = -648903.872429 nChanged 13 SP:Iteration 29Q (155.255172 sec): 3 clusters Score: Raw -649759.454369 + Penalty 852.124475 = -648907.329894 nChanged 11 SP:Iteration 30Q (155.312626 sec): 3 clusters Score: Raw -649762.109088 + Penalty 852.124475 = -648909.984613 nChanged 14 SP:Iteration 31Q (155.364978 sec): 3 clusters Score: Raw -649764.662194 + Penalty 852.124475 = -648912.537719 nChanged 8 SP:Iteration 32Q (155.405638 sec): 3 clusters Score: Raw -649765.386234 + Penalty 852.124475 = -648913.261759 nChanged 1 SP:Iteration 33Q (155.472082 sec): 3 clusters Score: Raw -649765.428935 + Penalty 852.124475 = -648913.304460 nChanged 2 SP:Iteration 34Q (155.523595 sec): 3 clusters Score: Raw -649765.535485 + Penalty 852.124475 = -648913.411010 nChanged 1 SP:Iteration 35Q (155.581786 sec): 3 clusters Score: Raw -649765.645579 + Penalty 852.124475 = -648913.521104 nChanged 1 SP:Iteration 36Q (155.636681 sec): 3 clusters Score: Raw -649765.670787 + Penalty 852.124475 = -648913.546312 nChanged 1 SP:Iteration 37Q (155.689097 sec): 3 clusters Score: Raw -649765.697823 + Penalty 852.124475 = -648913.573348 nChanged 0 SP:Iteration 38F (155.736759 sec): 3 clusters Score: Raw -649765.697823 + Penalty 852.124475 = -648913.573348 nChanged 0 Trying to split cluster 8 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.761471 sec): 2 clusters Score: Raw -28150.214672 + Penalty 293.424467 = -27856.790205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.812668 sec): 3 clusters Score: Raw -27900.234774 + Penalty 586.848935 = -27313.385839 nChanged 244 SP:Iteration 1F (155.859732 sec): 3 clusters Score: Raw -28108.465268 + Penalty 586.848935 = -27521.616333 nChanged 82 SP:Iteration 2F (155.909359 sec): 3 clusters Score: Raw -28226.031996 + Penalty 586.848935 = -27639.183061 nChanged 51 SP:Iteration 3F (155.964792 sec): 3 clusters Score: Raw -28290.842030 + Penalty 586.848935 = -27703.993095 nChanged 34 SP:Iteration 4F (156.011698 sec): 3 clusters Score: Raw -28317.537151 + Penalty 586.848935 = -27730.688216 nChanged 22 SP:Iteration 5Q (156.056003 sec): 3 clusters Score: Raw -28332.647283 + Penalty 586.848935 = -27745.798348 nChanged 16 SP:Iteration 6Q (156.108935 sec): 3 clusters Score: Raw -28352.088618 + Penalty 586.848935 = -27765.239683 nChanged 10 SP:Iteration 7Q (156.154286 sec): 3 clusters Score: Raw -28365.549167 + Penalty 586.848935 = -27778.700232 nChanged 7 SP:Iteration 8Q (156.202210 sec): 3 clusters Score: Raw -28370.856436 + Penalty 586.848935 = -27784.007501 nChanged 4 SP:Iteration 9Q (156.255718 sec): 3 clusters Score: Raw -28372.425363 + Penalty 586.848935 = -27785.576428 nChanged 3 SP:Iteration 10Q (156.305818 sec): 3 clusters Score: Raw -28373.150813 + Penalty 586.848935 = -27786.301878 nChanged 1 SP:Iteration 11Q (156.353538 sec): 3 clusters Score: Raw -28373.415010 + Penalty 586.848935 = -27786.566075 nChanged 0 SP:Iteration 12F (156.404353 sec): 3 clusters Score: Raw -28373.415010 + Penalty 586.848935 = -27786.566075 nChanged 0 Trying to split cluster 9 (8064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.442242 sec): 2 clusters Score: Raw -402998.044725 + Penalty 409.280007 = -402588.764718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.496377 sec): 3 clusters Score: Raw -397998.757542 + Penalty 818.560014 = -397180.197528 nChanged 3705 SP:Iteration 1F (156.551938 sec): 3 clusters Score: Raw -400230.348857 + Penalty 818.560014 = -399411.788843 nChanged 581 SP:Iteration 2F (156.595210 sec): 3 clusters Score: Raw -400580.683729 + Penalty 818.560014 = -399762.123715 nChanged 627 SP:Iteration 3F (156.658025 sec): 3 clusters Score: Raw -401037.661589 + Penalty 818.560014 = -400219.101575 nChanged 611 SP:Iteration 4F (156.712052 sec): 3 clusters Score: Raw -401504.771768 + Penalty 818.560014 = -400686.211754 nChanged 545 SP:Iteration 5F (156.771643 sec): 3 clusters Score: Raw -401893.356480 + Penalty 818.560014 = -401074.796466 nChanged 443 SP:Iteration 6F (156.817037 sec): 3 clusters Score: Raw -402189.971339 + Penalty 818.560014 = -401371.411325 nChanged 343 SP:Iteration 7Q (156.882324 sec): 3 clusters Score: Raw -402396.992508 + Penalty 818.560014 = -401578.432494 nChanged 261 SP:Iteration 8Q (156.937418 sec): 3 clusters Score: Raw -402521.026303 + Penalty 818.560014 = -401702.466289 nChanged 164 SP:Iteration 9Q (156.981061 sec): 3 clusters Score: Raw -402573.442262 + Penalty 818.560014 = -401754.882248 nChanged 96 SP:Iteration 10Q (157.048732 sec): 3 clusters Score: Raw -402600.041072 + Penalty 818.560014 = -401781.481058 nChanged 79 SP:Iteration 11Q (157.092841 sec): 3 clusters Score: Raw -402618.351858 + Penalty 818.560014 = -401799.791844 nChanged 66 SP:Iteration 12Q (157.154394 sec): 3 clusters Score: Raw -402638.402392 + Penalty 818.560014 = -401819.842377 nChanged 70 SP:Iteration 13Q (157.207859 sec): 3 clusters Score: Raw -402655.057901 + Penalty 818.560014 = -401836.497887 nChanged 75 SP:Iteration 14Q (157.250126 sec): 3 clusters Score: Raw -402678.975250 + Penalty 818.560014 = -401860.415236 nChanged 80 SP:Iteration 15Q (157.301681 sec): 3 clusters Score: Raw -402708.116502 + Penalty 818.560014 = -401889.556488 nChanged 79 SP:Iteration 16Q (157.363360 sec): 3 clusters Score: Raw -402734.961323 + Penalty 818.560014 = -401916.401309 nChanged 81 SP:Iteration 17Q (157.420622 sec): 3 clusters Score: Raw -402764.249876 + Penalty 818.560014 = -401945.689862 nChanged 77 SP:Iteration 18Q (157.463772 sec): 3 clusters Score: Raw -402786.737063 + Penalty 818.560014 = -401968.177049 nChanged 70 SP:Iteration 19Q (157.530661 sec): 3 clusters Score: Raw -402810.468935 + Penalty 818.560014 = -401991.908921 nChanged 62 SP:Iteration 20F (157.586551 sec): 3 clusters Score: Raw -402836.737730 + Penalty 818.560014 = -402018.177716 nChanged 63 SP:Iteration 21Q (157.639210 sec): 3 clusters Score: Raw -402860.050244 + Penalty 818.560014 = -402041.490230 nChanged 55 SP:Iteration 22Q (157.684642 sec): 3 clusters Score: Raw -402877.025464 + Penalty 818.560014 = -402058.465450 nChanged 54 SP:Iteration 23Q (157.745524 sec): 3 clusters Score: Raw -402893.984103 + Penalty 818.560014 = -402075.424089 nChanged 63 SP:Iteration 24Q (157.791989 sec): 3 clusters Score: Raw -402913.401922 + Penalty 818.560014 = -402094.841908 nChanged 67 SP:Iteration 25Q (157.852558 sec): 3 clusters Score: Raw -402934.651745 + Penalty 818.560014 = -402116.091731 nChanged 71 SP:Iteration 26Q (157.910332 sec): 3 clusters Score: Raw -402954.856908 + Penalty 818.560014 = -402136.296894 nChanged 60 SP:Iteration 27Q (157.957353 sec): 3 clusters Score: Raw -402974.139313 + Penalty 818.560014 = -402155.579299 nChanged 68 SP:Iteration 28Q (158.010819 sec): 3 clusters Score: Raw -402995.302518 + Penalty 818.560014 = -402176.742504 nChanged 63 SP:Iteration 29Q (158.067216 sec): 3 clusters Score: Raw -403016.625314 + Penalty 818.560014 = -402198.065300 nChanged 76 SP:Iteration 30Q (158.109973 sec): 3 clusters Score: Raw -403044.592391 + Penalty 818.560014 = -402226.032377 nChanged 69 SP:Iteration 31Q (158.166542 sec): 3 clusters Score: Raw -403066.405530 + Penalty 818.560014 = -402247.845516 nChanged 47 SP:Iteration 32Q (158.206695 sec): 3 clusters Score: Raw -403081.774015 + Penalty 818.560014 = -402263.214001 nChanged 45 SP:Iteration 33Q (158.256601 sec): 3 clusters Score: Raw -403096.857537 + Penalty 818.560014 = -402278.297523 nChanged 40 SP:Iteration 34Q (158.313304 sec): 3 clusters Score: Raw -403108.240941 + Penalty 818.560014 = -402289.680927 nChanged 40 SP:Iteration 35Q (158.355089 sec): 3 clusters Score: Raw -403116.552164 + Penalty 818.560014 = -402297.992150 nChanged 30 SP:Iteration 36Q (158.404733 sec): 3 clusters Score: Raw -403123.938031 + Penalty 818.560014 = -402305.378017 nChanged 33 SP:Iteration 37Q (158.457842 sec): 3 clusters Score: Raw -403132.959199 + Penalty 818.560014 = -402314.399185 nChanged 32 SP:Iteration 38Q (158.502076 sec): 3 clusters Score: Raw -403139.779528 + Penalty 818.560014 = -402321.219514 nChanged 30 SP:Iteration 39Q (158.565297 sec): 3 clusters Score: Raw -403145.808834 + Penalty 818.560014 = -402327.248820 nChanged 29 SP:Iteration 40F (158.607039 sec): 3 clusters Score: Raw -403151.489544 + Penalty 818.560014 = -402332.929530 nChanged 30 SP:Iteration 41Q (158.659979 sec): 3 clusters Score: Raw -403158.145140 + Penalty 818.560014 = -402339.585126 nChanged 22 SP:Iteration 42Q (158.712596 sec): 3 clusters Score: Raw -403163.188217 + Penalty 818.560014 = -402344.628203 nChanged 21 SP:Iteration 43Q (158.755152 sec): 3 clusters Score: Raw -403167.399212 + Penalty 818.560014 = -402348.839198 nChanged 21 SP:Iteration 44Q (158.815219 sec): 3 clusters Score: Raw -403172.331786 + Penalty 818.560014 = -402353.771772 nChanged 19 SP:Iteration 45Q (158.860995 sec): 3 clusters Score: Raw -403175.989464 + Penalty 818.560014 = -402357.429450 nChanged 17 SP:Iteration 46Q (158.922010 sec): 3 clusters Score: Raw -403179.774759 + Penalty 818.560014 = -402361.214745 nChanged 15 SP:Iteration 47Q (158.966317 sec): 3 clusters Score: Raw -403183.551990 + Penalty 818.560014 = -402364.991976 nChanged 11 SP:Iteration 48Q (159.031231 sec): 3 clusters Score: Raw -403185.418858 + Penalty 818.560014 = -402366.858844 nChanged 9 SP:Iteration 49Q (159.081866 sec): 3 clusters Score: Raw -403186.693106 + Penalty 818.560014 = -402368.133092 nChanged 5 SP:Iteration 50Q (159.139015 sec): 3 clusters Score: Raw -403188.213155 + Penalty 818.560014 = -402369.653141 nChanged 9 SP:Iteration 51Q (159.181522 sec): 3 clusters Score: Raw -403190.647209 + Penalty 818.560014 = -402372.087195 nChanged 9 SP:Iteration 52Q (159.239609 sec): 3 clusters Score: Raw -403192.493431 + Penalty 818.560014 = -402373.933416 nChanged 8 SP:Iteration 53Q (159.295990 sec): 3 clusters Score: Raw -403193.896189 + Penalty 818.560014 = -402375.336175 nChanged 7 SP:Iteration 54Q (159.344324 sec): 3 clusters Score: Raw -403195.635347 + Penalty 818.560014 = -402377.075333 nChanged 6 SP:Iteration 55Q (159.406681 sec): 3 clusters Score: Raw -403197.060837 + Penalty 818.560014 = -402378.500823 nChanged 4 SP:Iteration 56Q (159.456943 sec): 3 clusters Score: Raw -403197.855146 + Penalty 818.560014 = -402379.295132 nChanged 4 SP:Iteration 57Q (159.509662 sec): 3 clusters Score: Raw -403198.707377 + Penalty 818.560014 = -402380.147363 nChanged 7 SP:Iteration 58Q (159.565887 sec): 3 clusters Score: Raw -403200.442664 + Penalty 818.560014 = -402381.882650 nChanged 8 SP:Iteration 59Q (159.609324 sec): 3 clusters Score: Raw -403202.420931 + Penalty 818.560014 = -402383.860917 nChanged 9 SP:Iteration 60F (159.667803 sec): 3 clusters Score: Raw -403203.793653 + Penalty 818.560014 = -402385.233639 nChanged 6 SP:Iteration 61Q (159.726383 sec): 3 clusters Score: Raw -403205.485865 + Penalty 818.560014 = -402386.925851 nChanged 9 SP:Iteration 62Q (159.779226 sec): 3 clusters Score: Raw -403207.448322 + Penalty 818.560014 = -402388.888308 nChanged 2 SP:Iteration 63Q (159.831881 sec): 3 clusters Score: Raw -403208.199492 + Penalty 818.560014 = -402389.639478 nChanged 4 SP:Iteration 64Q (159.875841 sec): 3 clusters Score: Raw -403208.941735 + Penalty 818.560014 = -402390.381721 nChanged 1 SP:Iteration 65Q (159.942374 sec): 3 clusters Score: Raw -403209.069793 + Penalty 818.560014 = -402390.509779 nChanged 2 SP:Iteration 66Q (159.995630 sec): 3 clusters Score: Raw -403209.249188 + Penalty 818.560014 = -402390.689174 nChanged 1 SP:Iteration 67Q (160.037653 sec): 3 clusters Score: Raw -403209.282404 + Penalty 818.560014 = -402390.722390 nChanged 0 SP:Iteration 68F (160.104981 sec): 3 clusters Score: Raw -403209.282404 + Penalty 818.560014 = -402390.722390 nChanged 0 Trying to split cluster 10 (46283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.158034 sec): 2 clusters Score: Raw -2564246.283905 + Penalty 488.785115 = -2563757.498790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.245410 sec): 3 clusters Score: Raw -2533522.481250 + Penalty 977.570230 = -2532544.911020 nChanged 22452 SP:Iteration 1F (160.335094 sec): 3 clusters Score: Raw -2548501.597887 + Penalty 977.570230 = -2547524.027657 nChanged 2679 SP:Iteration 2F (160.422561 sec): 3 clusters Score: Raw -2549973.370811 + Penalty 977.570230 = -2548995.800581 nChanged 2848 SP:Iteration 3F (160.511559 sec): 3 clusters Score: Raw -2551874.274308 + Penalty 977.570230 = -2550896.704078 nChanged 2893 SP:Iteration 4F (160.597488 sec): 3 clusters Score: Raw -2554008.114293 + Penalty 977.570230 = -2553030.544063 nChanged 2707 SP:Iteration 5F (160.689655 sec): 3 clusters Score: Raw -2555963.438379 + Penalty 977.570230 = -2554985.868149 nChanged 2216 SP:Iteration 6Q (160.782608 sec): 3 clusters Score: Raw -2557327.602942 + Penalty 977.570230 = -2556350.032712 nChanged 1749 SP:Iteration 7Q (160.871039 sec): 3 clusters Score: Raw -2558247.367926 + Penalty 977.570230 = -2557269.797696 nChanged 1438 SP:Iteration 8Q (160.958566 sec): 3 clusters Score: Raw -2558893.419891 + Penalty 977.570230 = -2557915.849661 nChanged 1185 SP:Iteration 9Q (161.045448 sec): 3 clusters Score: Raw -2559384.606196 + Penalty 977.570230 = -2558407.035966 nChanged 1073 SP:Iteration 10Q (161.131195 sec): 3 clusters Score: Raw -2559836.480653 + Penalty 977.570230 = -2558858.910423 nChanged 1041 SP:Iteration 11Q (161.212025 sec): 3 clusters Score: Raw -2560274.187208 + Penalty 977.570230 = -2559296.616978 nChanged 960 SP:Iteration 12Q (161.300064 sec): 3 clusters Score: Raw -2560683.839256 + Penalty 977.570230 = -2559706.269026 nChanged 943 SP:Iteration 13Q (161.380675 sec): 3 clusters Score: Raw -2561108.823574 + Penalty 977.570230 = -2560131.253344 nChanged 913 SP:Iteration 14Q (161.458953 sec): 3 clusters Score: Raw -2561537.371769 + Penalty 977.570230 = -2560559.801539 nChanged 906 SP:Iteration 15Q (161.549942 sec): 3 clusters Score: Raw -2562000.436897 + Penalty 977.570230 = -2561022.866667 nChanged 842 SP:Iteration 16Q (161.631734 sec): 3 clusters Score: Raw -2562461.626622 + Penalty 977.570230 = -2561484.056392 nChanged 760 SP:Iteration 17Q (161.711600 sec): 3 clusters Score: Raw -2562884.044574 + Penalty 977.570230 = -2561906.474344 nChanged 635 SP:Iteration 18Q (161.797083 sec): 3 clusters Score: Raw -2563212.281813 + Penalty 977.570230 = -2562234.711582 nChanged 529 SP:Iteration 19Q (161.875920 sec): 3 clusters Score: Raw -2563490.371409 + Penalty 977.570230 = -2562512.801179 nChanged 445 SP:Iteration 20F (161.965705 sec): 3 clusters Score: Raw -2563718.989947 + Penalty 977.570230 = -2562741.419717 nChanged 348 SP:Iteration 21Q (162.047177 sec): 3 clusters Score: Raw -2563891.743516 + Penalty 977.570230 = -2562914.173286 nChanged 286 SP:Iteration 22Q (162.126409 sec): 3 clusters Score: Raw -2564028.844098 + Penalty 977.570230 = -2563051.273867 nChanged 224 SP:Iteration 23Q (162.207617 sec): 3 clusters Score: Raw -2564131.581509 + Penalty 977.570230 = -2563154.011278 nChanged 161 SP:Iteration 24Q (162.285749 sec): 3 clusters Score: Raw -2564201.916224 + Penalty 977.570230 = -2563224.345993 nChanged 121 SP:Iteration 25Q (162.362513 sec): 3 clusters Score: Raw -2564250.842324 + Penalty 977.570230 = -2563273.272094 nChanged 84 SP:Iteration 26Q (162.443348 sec): 3 clusters Score: Raw -2564284.627191 + Penalty 977.570230 = -2563307.056961 nChanged 68 SP:Iteration 27Q (162.522344 sec): 3 clusters Score: Raw -2564313.111570 + Penalty 977.570230 = -2563335.541340 nChanged 54 SP:Iteration 28Q (162.600982 sec): 3 clusters Score: Raw -2564335.943691 + Penalty 977.570230 = -2563358.373461 nChanged 40 SP:Iteration 29Q (162.679047 sec): 3 clusters Score: Raw -2564352.249583 + Penalty 977.570230 = -2563374.679353 nChanged 27 SP:Iteration 30Q (162.756660 sec): 3 clusters Score: Raw -2564362.593453 + Penalty 977.570230 = -2563385.023223 nChanged 19 SP:Iteration 31Q (162.833754 sec): 3 clusters Score: Raw -2564367.849558 + Penalty 977.570230 = -2563390.279328 nChanged 19 SP:Iteration 32Q (162.911286 sec): 3 clusters Score: Raw -2564375.160435 + Penalty 977.570230 = -2563397.590205 nChanged 13 SP:Iteration 33Q (162.990110 sec): 3 clusters Score: Raw -2564381.408850 + Penalty 977.570230 = -2563403.838620 nChanged 14 SP:Iteration 34Q (163.068587 sec): 3 clusters Score: Raw -2564386.271888 + Penalty 977.570230 = -2563408.701657 nChanged 10 SP:Iteration 35Q (163.146308 sec): 3 clusters Score: Raw -2564389.179039 + Penalty 977.570230 = -2563411.608809 nChanged 11 SP:Iteration 36Q (163.222675 sec): 3 clusters Score: Raw -2564392.012864 + Penalty 977.570230 = -2563414.442633 nChanged 9 SP:Iteration 37Q (163.296426 sec): 3 clusters Score: Raw -2564394.780771 + Penalty 977.570230 = -2563417.210541 nChanged 9 SP:Iteration 38Q (163.375674 sec): 3 clusters Score: Raw -2564396.240940 + Penalty 977.570230 = -2563418.670710 nChanged 3 SP:Iteration 39Q (163.455930 sec): 3 clusters Score: Raw -2564397.504325 + Penalty 977.570230 = -2563419.934095 nChanged 5 SP:Iteration 40F (163.536976 sec): 3 clusters Score: Raw -2564399.452935 + Penalty 977.570230 = -2563421.882705 nChanged 4 SP:Iteration 41Q (163.626395 sec): 3 clusters Score: Raw -2564400.545219 + Penalty 977.570230 = -2563422.974988 nChanged 3 SP:Iteration 42Q (163.705629 sec): 3 clusters Score: Raw -2564400.976915 + Penalty 977.570230 = -2563423.406685 nChanged 2 SP:Iteration 43Q (163.783294 sec): 3 clusters Score: Raw -2564401.254719 + Penalty 977.570230 = -2563423.684489 nChanged 0 SP:Iteration 44F (163.866266 sec): 3 clusters Score: Raw -2564401.254719 + Penalty 977.570230 = -2563423.684489 nChanged 0 Trying to split cluster 11 (23779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.909504 sec): 2 clusters Score: Raw -1314631.669391 + Penalty 458.483394 = -1314173.185997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.979588 sec): 3 clusters Score: Raw -1299151.596801 + Penalty 916.966789 = -1298234.630013 nChanged 11317 SP:Iteration 1F (164.048509 sec): 3 clusters Score: Raw -1307043.245667 + Penalty 916.966789 = -1306126.278879 nChanged 2164 SP:Iteration 2F (164.118250 sec): 3 clusters Score: Raw -1308856.788384 + Penalty 916.966789 = -1307939.821595 nChanged 2178 SP:Iteration 3F (164.184611 sec): 3 clusters Score: Raw -1310954.736759 + Penalty 916.966789 = -1310037.769970 nChanged 1771 SP:Iteration 4F (164.242694 sec): 3 clusters Score: Raw -1312693.126932 + Penalty 916.966789 = -1311776.160144 nChanged 1127 SP:Iteration 5Q (164.324015 sec): 3 clusters Score: Raw -1313719.786665 + Penalty 916.966789 = -1312802.819876 nChanged 590 SP:Iteration 6Q (164.390667 sec): 3 clusters Score: Raw -1314185.018024 + Penalty 916.966789 = -1313268.051235 nChanged 322 SP:Iteration 7Q (164.443025 sec): 3 clusters Score: Raw -1314397.090370 + Penalty 916.966789 = -1313480.123581 nChanged 185 SP:Iteration 8Q (164.520650 sec): 3 clusters Score: Raw -1314495.742523 + Penalty 916.966789 = -1313578.775734 nChanged 133 SP:Iteration 9Q (164.572018 sec): 3 clusters Score: Raw -1314553.450553 + Penalty 916.966789 = -1313636.483764 nChanged 89 SP:Iteration 10Q (164.637435 sec): 3 clusters Score: Raw -1314592.678902 + Penalty 916.966789 = -1313675.712113 nChanged 51 SP:Iteration 11Q (164.700806 sec): 3 clusters Score: Raw -1314617.503546 + Penalty 916.966789 = -1313700.536757 nChanged 59 SP:Iteration 12Q (164.762184 sec): 3 clusters Score: Raw -1314654.456163 + Penalty 916.966789 = -1313737.489375 nChanged 55 SP:Iteration 13Q (164.826052 sec): 3 clusters Score: Raw -1314691.083671 + Penalty 916.966789 = -1313774.116882 nChanged 48 SP:Iteration 14Q (164.887175 sec): 3 clusters Score: Raw -1314724.239611 + Penalty 916.966789 = -1313807.272822 nChanged 51 SP:Iteration 15Q (164.955410 sec): 3 clusters Score: Raw -1314759.148898 + Penalty 916.966789 = -1313842.182109 nChanged 36 SP:Iteration 16Q (165.020204 sec): 3 clusters Score: Raw -1314781.811018 + Penalty 916.966789 = -1313864.844230 nChanged 29 SP:Iteration 17Q (165.083913 sec): 3 clusters Score: Raw -1314795.977826 + Penalty 916.966789 = -1313879.011038 nChanged 27 SP:Iteration 18Q (165.149686 sec): 3 clusters Score: Raw -1314810.380445 + Penalty 916.966789 = -1313893.413657 nChanged 29 SP:Iteration 19Q (165.206026 sec): 3 clusters Score: Raw -1314833.993624 + Penalty 916.966789 = -1313917.026835 nChanged 31 SP:Iteration 20F (165.281229 sec): 3 clusters Score: Raw -1314863.821468 + Penalty 916.966789 = -1313946.854679 nChanged 30 SP:Iteration 21Q (165.338524 sec): 3 clusters Score: Raw -1314887.419174 + Penalty 916.966789 = -1313970.452385 nChanged 35 SP:Iteration 22Q (165.394768 sec): 3 clusters Score: Raw -1314914.453547 + Penalty 916.966789 = -1313997.486759 nChanged 34 SP:Iteration 23Q (165.448754 sec): 3 clusters Score: Raw -1314933.957936 + Penalty 916.966789 = -1314016.991148 nChanged 26 SP:Iteration 24Q (165.519491 sec): 3 clusters Score: Raw -1314950.121052 + Penalty 916.966789 = -1314033.154264 nChanged 23 SP:Iteration 25Q (165.582230 sec): 3 clusters Score: Raw -1314959.747191 + Penalty 916.966789 = -1314042.780402 nChanged 21 SP:Iteration 26Q (165.643899 sec): 3 clusters Score: Raw -1314967.754867 + Penalty 916.966789 = -1314050.788078 nChanged 24 SP:Iteration 27Q (165.704887 sec): 3 clusters Score: Raw -1314977.877857 + Penalty 916.966789 = -1314060.911068 nChanged 28 SP:Iteration 28Q (165.768213 sec): 3 clusters Score: Raw -1314986.807433 + Penalty 916.966789 = -1314069.840644 nChanged 23 SP:Iteration 29Q (165.820609 sec): 3 clusters Score: Raw -1314994.438682 + Penalty 916.966789 = -1314077.471894 nChanged 20 SP:Iteration 30Q (165.887889 sec): 3 clusters Score: Raw -1315000.555040 + Penalty 916.966789 = -1314083.588252 nChanged 23 SP:Iteration 31Q (165.954481 sec): 3 clusters Score: Raw -1315008.261650 + Penalty 916.966789 = -1314091.294862 nChanged 23 SP:Iteration 32Q (166.019528 sec): 3 clusters Score: Raw -1315015.178439 + Penalty 916.966789 = -1314098.211650 nChanged 19 SP:Iteration 33Q (166.079177 sec): 3 clusters Score: Raw -1315019.560250 + Penalty 916.966789 = -1314102.593461 nChanged 14 SP:Iteration 34Q (166.141480 sec): 3 clusters Score: Raw -1315021.964904 + Penalty 916.966789 = -1314104.998116 nChanged 9 SP:Iteration 35Q (166.209870 sec): 3 clusters Score: Raw -1315023.289586 + Penalty 916.966789 = -1314106.322797 nChanged 8 SP:Iteration 36Q (166.261784 sec): 3 clusters Score: Raw -1315024.862626 + Penalty 916.966789 = -1314107.895837 nChanged 8 SP:Iteration 37Q (166.333536 sec): 3 clusters Score: Raw -1315026.166316 + Penalty 916.966789 = -1314109.199527 nChanged 6 SP:Iteration 38Q (166.385637 sec): 3 clusters Score: Raw -1315027.163231 + Penalty 916.966789 = -1314110.196443 nChanged 6 SP:Iteration 39Q (166.461367 sec): 3 clusters Score: Raw -1315027.952622 + Penalty 916.966789 = -1314110.985834 nChanged 4 SP:Iteration 40F (166.526379 sec): 3 clusters Score: Raw -1315030.501816 + Penalty 916.966789 = -1314113.535028 nChanged 5 SP:Iteration 41Q (166.586247 sec): 3 clusters Score: Raw -1315031.313421 + Penalty 916.966789 = -1314114.346633 nChanged 5 SP:Iteration 42Q (166.651503 sec): 3 clusters Score: Raw -1315032.286369 + Penalty 916.966789 = -1314115.319581 nChanged 7 SP:Iteration 43Q (166.714044 sec): 3 clusters Score: Raw -1315033.887726 + Penalty 916.966789 = -1314116.920937 nChanged 5 SP:Iteration 44Q (166.768738 sec): 3 clusters Score: Raw -1315034.566550 + Penalty 916.966789 = -1314117.599761 nChanged 3 SP:Iteration 45Q (166.841542 sec): 3 clusters Score: Raw -1315035.284358 + Penalty 916.966789 = -1314118.317569 nChanged 1 SP:Iteration 46Q (166.903651 sec): 3 clusters Score: Raw -1315035.387647 + Penalty 916.966789 = -1314118.420859 nChanged 1 SP:Iteration 47Q (166.966406 sec): 3 clusters Score: Raw -1315035.452640 + Penalty 916.966789 = -1314118.485851 nChanged 2 SP:Iteration 48Q (167.033031 sec): 3 clusters Score: Raw -1315035.647191 + Penalty 916.966789 = -1314118.680403 nChanged 3 SP:Iteration 49Q (167.098025 sec): 3 clusters Score: Raw -1315036.222817 + Penalty 916.966789 = -1314119.256029 nChanged 4 SP:Iteration 50Q (167.164847 sec): 3 clusters Score: Raw -1315036.764312 + Penalty 916.966789 = -1314119.797524 nChanged 5 SP:Iteration 51Q (167.227059 sec): 3 clusters Score: Raw -1315037.511943 + Penalty 916.966789 = -1314120.545154 nChanged 5 SP:Iteration 52Q (167.291520 sec): 3 clusters Score: Raw -1315038.164873 + Penalty 916.966789 = -1314121.198085 nChanged 5 SP:Iteration 53Q (167.352891 sec): 3 clusters Score: Raw -1315038.925070 + Penalty 916.966789 = -1314121.958282 nChanged 6 SP:Iteration 54Q (167.417843 sec): 3 clusters Score: Raw -1315039.601923 + Penalty 916.966789 = -1314122.635134 nChanged 6 SP:Iteration 55Q (167.479457 sec): 3 clusters Score: Raw -1315040.103600 + Penalty 916.966789 = -1314123.136812 nChanged 4 SP:Iteration 56Q (167.546992 sec): 3 clusters Score: Raw -1315040.379347 + Penalty 916.966789 = -1314123.412559 nChanged 3 SP:Iteration 57Q (167.611425 sec): 3 clusters Score: Raw -1315040.589469 + Penalty 916.966789 = -1314123.622680 nChanged 3 SP:Iteration 58Q (167.676704 sec): 3 clusters Score: Raw -1315040.908635 + Penalty 916.966789 = -1314123.941847 nChanged 4 SP:Iteration 59Q (167.731420 sec): 3 clusters Score: Raw -1315041.316834 + Penalty 916.966789 = -1314124.350045 nChanged 2 SP:Iteration 60F (167.800181 sec): 3 clusters Score: Raw -1315041.678190 + Penalty 916.966789 = -1314124.711402 nChanged 2 SP:Iteration 61Q (167.867837 sec): 3 clusters Score: Raw -1315041.894328 + Penalty 916.966789 = -1314124.927540 nChanged 1 SP:Iteration 62Q (167.945552 sec): 3 clusters Score: Raw -1315041.946930 + Penalty 916.966789 = -1314124.980141 nChanged 0 SP:Iteration 63F (168.015047 sec): 3 clusters Score: Raw -1315041.946930 + Penalty 916.966789 = -1314124.980141 nChanged 0 Trying to split cluster 12 (7713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.046606 sec): 2 clusters Score: Raw -423320.672929 + Penalty 407.255144 = -422913.417786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.100090 sec): 3 clusters Score: Raw -418536.179416 + Penalty 814.510287 = -417721.669129 nChanged 3509 SP:Iteration 1F (168.155815 sec): 3 clusters Score: Raw -421131.256892 + Penalty 814.510287 = -420316.746605 nChanged 715 SP:Iteration 2F (168.212256 sec): 3 clusters Score: Raw -421733.395124 + Penalty 814.510287 = -420918.884837 nChanged 610 SP:Iteration 3F (168.264468 sec): 3 clusters Score: Raw -422316.135116 + Penalty 814.510287 = -421501.624829 nChanged 465 SP:Iteration 4F (168.313336 sec): 3 clusters Score: Raw -422786.975682 + Penalty 814.510287 = -421972.465395 nChanged 296 SP:Iteration 5Q (168.362751 sec): 3 clusters Score: Raw -423076.134553 + Penalty 814.510287 = -422261.624266 nChanged 167 SP:Iteration 6Q (168.420893 sec): 3 clusters Score: Raw -423220.680047 + Penalty 814.510287 = -422406.169760 nChanged 82 SP:Iteration 7Q (168.477956 sec): 3 clusters Score: Raw -423277.941825 + Penalty 814.510287 = -422463.431538 nChanged 55 SP:Iteration 8Q (168.520229 sec): 3 clusters Score: Raw -423323.664105 + Penalty 814.510287 = -422509.153818 nChanged 33 SP:Iteration 9Q (168.573075 sec): 3 clusters Score: Raw -423354.619810 + Penalty 814.510287 = -422540.109523 nChanged 19 SP:Iteration 10Q (168.637721 sec): 3 clusters Score: Raw -423368.524587 + Penalty 814.510287 = -422554.014300 nChanged 9 SP:Iteration 11Q (168.694226 sec): 3 clusters Score: Raw -423375.379640 + Penalty 814.510287 = -422560.869353 nChanged 8 SP:Iteration 12Q (168.744363 sec): 3 clusters Score: Raw -423384.658184 + Penalty 814.510287 = -422570.147896 nChanged 8 SP:Iteration 13Q (168.794971 sec): 3 clusters Score: Raw -423399.228091 + Penalty 814.510287 = -422584.717804 nChanged 7 SP:Iteration 14Q (168.848713 sec): 3 clusters Score: Raw -423407.492965 + Penalty 814.510287 = -422592.982678 nChanged 9 SP:Iteration 15Q (168.903162 sec): 3 clusters Score: Raw -423416.354450 + Penalty 814.510287 = -422601.844163 nChanged 3 SP:Iteration 16Q (168.943282 sec): 3 clusters Score: Raw -423422.564810 + Penalty 814.510287 = -422608.054523 nChanged 3 SP:Iteration 17Q (168.996359 sec): 3 clusters Score: Raw -423426.968388 + Penalty 814.510287 = -422612.458101 nChanged 3 SP:Iteration 18Q (169.054133 sec): 3 clusters Score: Raw -423430.790282 + Penalty 814.510287 = -422616.279995 nChanged 1 SP:Iteration 19Q (169.110036 sec): 3 clusters Score: Raw -423431.298016 + Penalty 814.510287 = -422616.787729 nChanged 1 SP:Iteration 20F (169.150790 sec): 3 clusters Score: Raw -423432.074866 + Penalty 814.510287 = -422617.564579 nChanged 2 SP:Iteration 21Q (169.213368 sec): 3 clusters Score: Raw -423433.819221 + Penalty 814.510287 = -422619.308934 nChanged 3 SP:Iteration 22Q (169.261740 sec): 3 clusters Score: Raw -423437.914182 + Penalty 814.510287 = -422623.403895 nChanged 1 SP:Iteration 23Q (169.301460 sec): 3 clusters Score: Raw -423438.152243 + Penalty 814.510287 = -422623.641956 nChanged 0 SP:Iteration 24F (169.356354 sec): 3 clusters Score: Raw -423438.152243 + Penalty 814.510287 = -422623.641956 nChanged 0 Trying to split cluster 13 (26778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.396121 sec): 2 clusters Score: Raw -1403112.957962 + Penalty 463.887785 = -1402649.070177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.463018 sec): 3 clusters Score: Raw -1385740.014744 + Penalty 927.775570 = -1384812.239174 nChanged 12792 SP:Iteration 1F (169.541944 sec): 3 clusters Score: Raw -1393308.206799 + Penalty 927.775570 = -1392380.431229 nChanged 1329 SP:Iteration 2Q (169.609932 sec): 3 clusters Score: Raw -1393874.659545 + Penalty 927.775570 = -1392946.883975 nChanged 1480 SP:Iteration 3F (169.677848 sec): 3 clusters Score: Raw -1394708.279357 + Penalty 927.775570 = -1393780.503787 nChanged 1676 SP:Iteration 4F (169.752780 sec): 3 clusters Score: Raw -1395868.687782 + Penalty 927.775570 = -1394940.912212 nChanged 1759 SP:Iteration 5F (169.825710 sec): 3 clusters Score: Raw -1397268.596816 + Penalty 927.775570 = -1396340.821246 nChanged 1703 SP:Iteration 6F (169.895478 sec): 3 clusters Score: Raw -1398379.625743 + Penalty 927.775570 = -1397451.850173 nChanged 1233 SP:Iteration 7Q (169.966209 sec): 3 clusters Score: Raw -1398930.489104 + Penalty 927.775570 = -1398002.713534 nChanged 752 SP:Iteration 8Q (170.043977 sec): 3 clusters Score: Raw -1399148.668367 + Penalty 927.775570 = -1398220.892797 nChanged 471 SP:Iteration 9Q (170.114546 sec): 3 clusters Score: Raw -1399274.410592 + Penalty 927.775570 = -1398346.635022 nChanged 386 SP:Iteration 10Q (170.181157 sec): 3 clusters Score: Raw -1399382.474116 + Penalty 927.775570 = -1398454.698546 nChanged 388 SP:Iteration 11Q (170.260611 sec): 3 clusters Score: Raw -1399504.597612 + Penalty 927.775570 = -1398576.822042 nChanged 354 SP:Iteration 12Q (170.332847 sec): 3 clusters Score: Raw -1399634.333542 + Penalty 927.775570 = -1398706.557972 nChanged 402 SP:Iteration 13Q (170.403059 sec): 3 clusters Score: Raw -1399807.195515 + Penalty 927.775570 = -1398879.419945 nChanged 444 SP:Iteration 14Q (170.471255 sec): 3 clusters Score: Raw -1399997.390381 + Penalty 927.775570 = -1399069.614811 nChanged 444 SP:Iteration 15Q (170.528677 sec): 3 clusters Score: Raw -1400182.316018 + Penalty 927.775570 = -1399254.540448 nChanged 465 SP:Iteration 16Q (170.608286 sec): 3 clusters Score: Raw -1400361.669048 + Penalty 927.775570 = -1399433.893478 nChanged 423 SP:Iteration 17Q (170.674820 sec): 3 clusters Score: Raw -1400494.055079 + Penalty 927.775570 = -1399566.279509 nChanged 383 SP:Iteration 18Q (170.738972 sec): 3 clusters Score: Raw -1400595.281155 + Penalty 927.775570 = -1399667.505585 nChanged 350 SP:Iteration 19Q (170.810410 sec): 3 clusters Score: Raw -1400678.952253 + Penalty 927.775570 = -1399751.176683 nChanged 313 SP:Iteration 20F (170.888907 sec): 3 clusters Score: Raw -1400754.481133 + Penalty 927.775570 = -1399826.705563 nChanged 303 SP:Iteration 21Q (170.959138 sec): 3 clusters Score: Raw -1400830.111862 + Penalty 927.775570 = -1399902.336292 nChanged 296 SP:Iteration 22Q (171.032063 sec): 3 clusters Score: Raw -1400889.954289 + Penalty 927.775570 = -1399962.178719 nChanged 264 SP:Iteration 23Q (171.091269 sec): 3 clusters Score: Raw -1400949.912448 + Penalty 927.775570 = -1400022.136878 nChanged 307 SP:Iteration 24Q (171.160079 sec): 3 clusters Score: Raw -1401017.046572 + Penalty 927.775570 = -1400089.271002 nChanged 266 SP:Iteration 25Q (171.234774 sec): 3 clusters Score: Raw -1401071.893613 + Penalty 927.775570 = -1400144.118043 nChanged 266 SP:Iteration 26Q (171.306617 sec): 3 clusters Score: Raw -1401122.185236 + Penalty 927.775570 = -1400194.409666 nChanged 231 SP:Iteration 27Q (171.375951 sec): 3 clusters Score: Raw -1401162.755569 + Penalty 927.775570 = -1400234.979999 nChanged 215 SP:Iteration 28Q (171.444159 sec): 3 clusters Score: Raw -1401197.792126 + Penalty 927.775570 = -1400270.016556 nChanged 206 SP:Iteration 29Q (171.514717 sec): 3 clusters Score: Raw -1401229.744022 + Penalty 927.775570 = -1400301.968452 nChanged 197 SP:Iteration 30Q (171.589701 sec): 3 clusters Score: Raw -1401265.981115 + Penalty 927.775570 = -1400338.205545 nChanged 214 SP:Iteration 31Q (171.662208 sec): 3 clusters Score: Raw -1401305.014958 + Penalty 927.775570 = -1400377.239388 nChanged 201 SP:Iteration 32Q (171.737107 sec): 3 clusters Score: Raw -1401345.159821 + Penalty 927.775570 = -1400417.384251 nChanged 220 SP:Iteration 33Q (171.809944 sec): 3 clusters Score: Raw -1401384.634968 + Penalty 927.775570 = -1400456.859398 nChanged 204 SP:Iteration 34Q (171.879485 sec): 3 clusters Score: Raw -1401420.383388 + Penalty 927.775570 = -1400492.607818 nChanged 176 SP:Iteration 35Q (171.951068 sec): 3 clusters Score: Raw -1401448.676222 + Penalty 927.775570 = -1400520.900652 nChanged 186 SP:Iteration 36Q (172.021624 sec): 3 clusters Score: Raw -1401477.612649 + Penalty 927.775570 = -1400549.837079 nChanged 167 SP:Iteration 37Q (172.095711 sec): 3 clusters Score: Raw -1401501.286636 + Penalty 927.775570 = -1400573.511066 nChanged 166 SP:Iteration 38Q (172.165703 sec): 3 clusters Score: Raw -1401524.509321 + Penalty 927.775570 = -1400596.733751 nChanged 162 SP:Iteration 39Q (172.232017 sec): 3 clusters Score: Raw -1401548.143126 + Penalty 927.775570 = -1400620.367556 nChanged 153 SP:Iteration 40F (172.302679 sec): 3 clusters Score: Raw -1401570.161242 + Penalty 927.775570 = -1400642.385672 nChanged 145 SP:Iteration 41Q (172.376903 sec): 3 clusters Score: Raw -1401591.093742 + Penalty 927.775570 = -1400663.318172 nChanged 147 SP:Iteration 42Q (172.443231 sec): 3 clusters Score: Raw -1401613.085478 + Penalty 927.775570 = -1400685.309908 nChanged 164 SP:Iteration 43Q (172.514244 sec): 3 clusters Score: Raw -1401639.432604 + Penalty 927.775570 = -1400711.657034 nChanged 164 SP:Iteration 44Q (172.581267 sec): 3 clusters Score: Raw -1401663.883507 + Penalty 927.775570 = -1400736.107937 nChanged 153 SP:Iteration 45Q (172.645844 sec): 3 clusters Score: Raw -1401683.686844 + Penalty 927.775570 = -1400755.911274 nChanged 154 SP:Iteration 46Q (172.709742 sec): 3 clusters Score: Raw -1401704.359128 + Penalty 927.775570 = -1400776.583558 nChanged 150 SP:Iteration 47Q (172.775503 sec): 3 clusters Score: Raw -1401722.569024 + Penalty 927.775570 = -1400794.793454 nChanged 133 SP:Iteration 48Q (172.857468 sec): 3 clusters Score: Raw -1401739.214432 + Penalty 927.775570 = -1400811.438862 nChanged 138 SP:Iteration 49Q (172.928676 sec): 3 clusters Score: Raw -1401754.609215 + Penalty 927.775570 = -1400826.833645 nChanged 137 SP:Iteration 50Q (172.999486 sec): 3 clusters Score: Raw -1401769.624555 + Penalty 927.775570 = -1400841.848985 nChanged 155 SP:Iteration 51Q (173.057656 sec): 3 clusters Score: Raw -1401789.718884 + Penalty 927.775570 = -1400861.943314 nChanged 186 SP:Iteration 52Q (173.124879 sec): 3 clusters Score: Raw -1401813.072822 + Penalty 927.775570 = -1400885.297252 nChanged 163 SP:Iteration 53Q (173.194830 sec): 3 clusters Score: Raw -1401831.041038 + Penalty 927.775570 = -1400903.265468 nChanged 159 SP:Iteration 54Q (173.266854 sec): 3 clusters Score: Raw -1401847.503861 + Penalty 927.775570 = -1400919.728291 nChanged 146 SP:Iteration 55Q (173.344217 sec): 3 clusters Score: Raw -1401862.442808 + Penalty 927.775570 = -1400934.667238 nChanged 138 SP:Iteration 56Q (173.412035 sec): 3 clusters Score: Raw -1401877.774510 + Penalty 927.775570 = -1400949.998940 nChanged 138 SP:Iteration 57Q (173.479626 sec): 3 clusters Score: Raw -1401893.044767 + Penalty 927.775570 = -1400965.269197 nChanged 129 SP:Iteration 58Q (173.553106 sec): 3 clusters Score: Raw -1401905.878197 + Penalty 927.775570 = -1400978.102627 nChanged 137 SP:Iteration 59Q (173.620931 sec): 3 clusters Score: Raw -1401919.524238 + Penalty 927.775570 = -1400991.748668 nChanged 136 SP:Iteration 60F (173.684440 sec): 3 clusters Score: Raw -1401934.544694 + Penalty 927.775570 = -1401006.769124 nChanged 148 SP:Iteration 61Q (173.761269 sec): 3 clusters Score: Raw -1401952.421246 + Penalty 927.775570 = -1401024.645676 nChanged 150 SP:Iteration 62Q (173.829118 sec): 3 clusters Score: Raw -1401970.467538 + Penalty 927.775570 = -1401042.691968 nChanged 152 SP:Iteration 63Q (173.903089 sec): 3 clusters Score: Raw -1401990.078259 + Penalty 927.775570 = -1401062.302689 nChanged 155 SP:Iteration 64Q (173.969426 sec): 3 clusters Score: Raw -1402013.552182 + Penalty 927.775570 = -1401085.776612 nChanged 163 SP:Iteration 65Q (174.042121 sec): 3 clusters Score: Raw -1402035.855624 + Penalty 927.775570 = -1401108.080054 nChanged 152 SP:Iteration 66Q (174.101188 sec): 3 clusters Score: Raw -1402057.544475 + Penalty 927.775570 = -1401129.768905 nChanged 155 SP:Iteration 67Q (174.177842 sec): 3 clusters Score: Raw -1402078.822478 + Penalty 927.775570 = -1401151.046908 nChanged 165 SP:Iteration 68Q (174.255180 sec): 3 clusters Score: Raw -1402102.892957 + Penalty 927.775570 = -1401175.117387 nChanged 178 SP:Iteration 69Q (174.327986 sec): 3 clusters Score: Raw -1402128.772065 + Penalty 927.775570 = -1401200.996495 nChanged 167 SP:Iteration 70Q (174.398504 sec): 3 clusters Score: Raw -1402154.433153 + Penalty 927.775570 = -1401226.657583 nChanged 174 SP:Iteration 71Q (174.464270 sec): 3 clusters Score: Raw -1402182.222405 + Penalty 927.775570 = -1401254.446835 nChanged 185 SP:Iteration 72Q (174.531214 sec): 3 clusters Score: Raw -1402213.768647 + Penalty 927.775570 = -1401285.993077 nChanged 180 SP:Iteration 73Q (174.603448 sec): 3 clusters Score: Raw -1402246.505570 + Penalty 927.775570 = -1401318.730000 nChanged 182 SP:Iteration 74Q (174.670356 sec): 3 clusters Score: Raw -1402282.528328 + Penalty 927.775570 = -1401354.752758 nChanged 187 SP:Iteration 75Q (174.739128 sec): 3 clusters Score: Raw -1402319.851413 + Penalty 927.775570 = -1401392.075843 nChanged 206 SP:Iteration 76Q (174.808335 sec): 3 clusters Score: Raw -1402362.559667 + Penalty 927.775570 = -1401434.784097 nChanged 199 SP:Iteration 77Q (174.872943 sec): 3 clusters Score: Raw -1402402.490430 + Penalty 927.775570 = -1401474.714860 nChanged 187 SP:Iteration 78Q (174.930291 sec): 3 clusters Score: Raw -1402442.332764 + Penalty 927.775570 = -1401514.557194 nChanged 178 SP:Iteration 79Q (174.994644 sec): 3 clusters Score: Raw -1402480.876518 + Penalty 927.775570 = -1401553.100948 nChanged 196 SP:Iteration 80F (175.077851 sec): 3 clusters Score: Raw -1402529.643919 + Penalty 927.775570 = -1401601.868349 nChanged 189 SP:Iteration 81Q (175.146490 sec): 3 clusters Score: Raw -1402574.721304 + Penalty 927.775570 = -1401646.945734 nChanged 187 SP:Iteration 82Q (175.218607 sec): 3 clusters Score: Raw -1402619.274163 + Penalty 927.775570 = -1401691.498593 nChanged 187 SP:Iteration 83Q (175.287256 sec): 3 clusters Score: Raw -1402663.447646 + Penalty 927.775570 = -1401735.672076 nChanged 177 SP:Iteration 84Q (175.356448 sec): 3 clusters Score: Raw -1402705.388360 + Penalty 927.775570 = -1401777.612790 nChanged 171 SP:Iteration 85Q (175.426308 sec): 3 clusters Score: Raw -1402747.735795 + Penalty 927.775570 = -1401819.960225 nChanged 166 SP:Iteration 86Q (175.494321 sec): 3 clusters Score: Raw -1402793.944094 + Penalty 927.775570 = -1401866.168524 nChanged 167 SP:Iteration 87Q (175.566434 sec): 3 clusters Score: Raw -1402841.558880 + Penalty 927.775570 = -1401913.783310 nChanged 157 SP:Iteration 88Q (175.634192 sec): 3 clusters Score: Raw -1402884.426590 + Penalty 927.775570 = -1401956.651020 nChanged 136 SP:Iteration 89Q (175.700671 sec): 3 clusters Score: Raw -1402925.905336 + Penalty 927.775570 = -1401998.129766 nChanged 121 SP:Iteration 90Q (175.767627 sec): 3 clusters Score: Raw -1402958.907631 + Penalty 927.775570 = -1402031.132061 nChanged 103 SP:Iteration 91Q (175.833452 sec): 3 clusters Score: Raw -1402988.175980 + Penalty 927.775570 = -1402060.400410 nChanged 99 SP:Iteration 92Q (175.901008 sec): 3 clusters Score: Raw -1403019.644948 + Penalty 927.775570 = -1402091.869378 nChanged 94 SP:Iteration 93Q (175.965431 sec): 3 clusters Score: Raw -1403049.989731 + Penalty 927.775570 = -1402122.214161 nChanged 80 SP:Iteration 94Q (176.031113 sec): 3 clusters Score: Raw -1403079.104989 + Penalty 927.775570 = -1402151.329419 nChanged 83 SP:Iteration 95Q (176.101503 sec): 3 clusters Score: Raw -1403116.946123 + Penalty 927.775570 = -1402189.170553 nChanged 91 SP:Iteration 96Q (176.166848 sec): 3 clusters Score: Raw -1403162.779863 + Penalty 927.775570 = -1402235.004293 nChanged 75 SP:Iteration 97Q (176.236754 sec): 3 clusters Score: Raw -1403213.819178 + Penalty 927.775570 = -1402286.043608 nChanged 81 SP:Iteration 98Q (176.303065 sec): 3 clusters Score: Raw -1403284.306232 + Penalty 927.775570 = -1402356.530662 nChanged 92 SP:Iteration 99Q (176.371465 sec): 3 clusters Score: Raw -1403359.692364 + Penalty 927.775570 = -1402431.916794 nChanged 78 SP:Iteration 100F (176.442486 sec): 3 clusters Score: Raw -1403407.925767 + Penalty 927.775570 = -1402480.150197 nChanged 76 SP:Iteration 101Q (176.508335 sec): 3 clusters Score: Raw -1403439.997102 + Penalty 927.775570 = -1402512.221532 nChanged 60 SP:Iteration 102Q (176.570543 sec): 3 clusters Score: Raw -1403463.814513 + Penalty 927.775570 = -1402536.038943 nChanged 46 SP:Iteration 103Q (176.638213 sec): 3 clusters Score: Raw -1403480.383099 + Penalty 927.775570 = -1402552.607529 nChanged 39 SP:Iteration 104Q (176.692685 sec): 3 clusters Score: Raw -1403490.931809 + Penalty 927.775570 = -1402563.156240 nChanged 27 SP:Iteration 105Q (176.769060 sec): 3 clusters Score: Raw -1403501.621936 + Penalty 927.775570 = -1402573.846366 nChanged 37 SP:Iteration 106Q (176.837331 sec): 3 clusters Score: Raw -1403512.823982 + Penalty 927.775570 = -1402585.048412 nChanged 36 SP:Iteration 107Q (176.895773 sec): 3 clusters Score: Raw -1403521.297471 + Penalty 927.775570 = -1402593.521901 nChanged 20 SP:Iteration 108Q (176.974080 sec): 3 clusters Score: Raw -1403525.687740 + Penalty 927.775570 = -1402597.912170 nChanged 22 SP:Iteration 109Q (177.038706 sec): 3 clusters Score: Raw -1403529.879691 + Penalty 927.775570 = -1402602.104121 nChanged 15 SP:Iteration 110Q (177.110060 sec): 3 clusters Score: Raw -1403532.830179 + Penalty 927.775570 = -1402605.054609 nChanged 18 SP:Iteration 111Q (177.177824 sec): 3 clusters Score: Raw -1403536.037982 + Penalty 927.775570 = -1402608.262412 nChanged 15 SP:Iteration 112Q (177.245939 sec): 3 clusters Score: Raw -1403540.021764 + Penalty 927.775570 = -1402612.246194 nChanged 21 SP:Iteration 113Q (177.312545 sec): 3 clusters Score: Raw -1403544.619251 + Penalty 927.775570 = -1402616.843681 nChanged 17 SP:Iteration 114Q (177.374773 sec): 3 clusters Score: Raw -1403548.008133 + Penalty 927.775570 = -1402620.232563 nChanged 19 SP:Iteration 115Q (177.429670 sec): 3 clusters Score: Raw -1403551.003977 + Penalty 927.775570 = -1402623.228407 nChanged 13 SP:Iteration 116Q (177.499534 sec): 3 clusters Score: Raw -1403553.128252 + Penalty 927.775570 = -1402625.352682 nChanged 11 SP:Iteration 117Q (177.559674 sec): 3 clusters Score: Raw -1403555.264349 + Penalty 927.775570 = -1402627.488779 nChanged 10 SP:Iteration 118Q (177.634479 sec): 3 clusters Score: Raw -1403556.859148 + Penalty 927.775570 = -1402629.083578 nChanged 11 SP:Iteration 119Q (177.699329 sec): 3 clusters Score: Raw -1403558.571018 + Penalty 927.775570 = -1402630.795448 nChanged 10 SP:Iteration 120F (177.768468 sec): 3 clusters Score: Raw -1403559.951219 + Penalty 927.775570 = -1402632.175649 nChanged 6 SP:Iteration 121Q (177.831757 sec): 3 clusters Score: Raw -1403560.654939 + Penalty 927.775570 = -1402632.879369 nChanged 6 SP:Iteration 122Q (177.898452 sec): 3 clusters Score: Raw -1403561.453285 + Penalty 927.775570 = -1402633.677715 nChanged 5 SP:Iteration 123Q (177.963275 sec): 3 clusters Score: Raw -1403561.893876 + Penalty 927.775570 = -1402634.118306 nChanged 1 SP:Iteration 124Q (178.015615 sec): 3 clusters Score: Raw -1403561.996601 + Penalty 927.775570 = -1402634.221031 nChanged 0 SP:Iteration 125F (178.096571 sec): 3 clusters Score: Raw -1403561.996601 + Penalty 927.775570 = -1402634.221031 nChanged 0 Trying to split cluster 14 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.121350 sec): 2 clusters Score: Raw -34009.712207 + Penalty 296.554043 = -33713.158164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.154735 sec): 3 clusters Score: Raw -33725.917036 + Penalty 593.108086 = -33132.808950 nChanged 258 SP:Iteration 1F (178.202985 sec): 3 clusters Score: Raw -33951.708419 + Penalty 593.108086 = -33358.600333 nChanged 66 SP:Iteration 2F (178.254762 sec): 3 clusters Score: Raw -34018.649490 + Penalty 593.108086 = -33425.541404 nChanged 42 SP:Iteration 3F (178.310050 sec): 3 clusters Score: Raw -34059.382829 + Penalty 593.108086 = -33466.274743 nChanged 31 SP:Iteration 4Q (178.351042 sec): 3 clusters Score: Raw -34086.481968 + Penalty 593.108086 = -33493.373882 nChanged 13 SP:Iteration 5Q (178.394325 sec): 3 clusters Score: Raw -34095.059812 + Penalty 593.108086 = -33501.951726 nChanged 7 SP:Iteration 6Q (178.439174 sec): 3 clusters Score: Raw -34101.189484 + Penalty 593.108086 = -33508.081398 nChanged 6 SP:Iteration 7Q (178.494678 sec): 3 clusters Score: Raw -34104.009424 + Penalty 593.108086 = -33510.901338 nChanged 2 SP:Iteration 8Q (178.538361 sec): 3 clusters Score: Raw -34104.480327 + Penalty 593.108086 = -33511.372241 nChanged 3 SP:Iteration 9Q (178.587077 sec): 3 clusters Score: Raw -34105.379276 + Penalty 593.108086 = -33512.271190 nChanged 0 SP:Iteration 10F (178.636917 sec): 3 clusters Score: Raw -34105.379276 + Penalty 593.108086 = -33512.271190 nChanged 0 Iteration 99Q (179.241457 sec): 15 clusters Score: Raw -7354642.533035 + Penalty 7551.673354 = -7347090.859681 nChanged 180 Iteration 100F (180.148341 sec): 15 clusters Score: Raw -7354649.921467 + Penalty 7551.673354 = -7347098.248113 nChanged 159 Iteration 101Q (180.741886 sec): 15 clusters Score: Raw -7354655.750451 + Penalty 7551.673354 = -7347104.077097 nChanged 141 Iteration 102Q (181.348807 sec): 15 clusters Score: Raw -7354660.791117 + Penalty 7551.673354 = -7347109.117763 nChanged 122 Iteration 103Q (181.959922 sec): 15 clusters Score: Raw -7354666.127975 + Penalty 7551.673354 = -7347114.454621 nChanged 119 Iteration 104Q (182.594757 sec): 15 clusters Score: Raw -7354672.226598 + Penalty 7551.673354 = -7347120.553244 nChanged 114 Iteration 105Q (183.184965 sec): 15 clusters Score: Raw -7354677.129341 + Penalty 7551.673354 = -7347125.455987 nChanged 118 Iteration 106Q (183.804779 sec): 15 clusters Score: Raw -7354681.871509 + Penalty 7551.673354 = -7347130.198155 nChanged 117 Iteration 107Q (184.398159 sec): 15 clusters Score: Raw -7354685.715878 + Penalty 7551.673354 = -7347134.042524 nChanged 115 Iteration 108Q (185.025622 sec): 15 clusters Score: Raw -7354689.931641 + Penalty 7551.673354 = -7347138.258287 nChanged 114 Iteration 109Q (185.622108 sec): 15 clusters Score: Raw -7354694.768933 + Penalty 7551.673354 = -7347143.095578 nChanged 121 Iteration 110Q (186.242925 sec): 15 clusters Score: Raw -7354699.195032 + Penalty 7551.673354 = -7347147.521678 nChanged 111 Iteration 111Q (186.836522 sec): 15 clusters Score: Raw -7354702.414310 + Penalty 7551.673354 = -7347150.740956 nChanged 91 Iteration 112Q (187.440049 sec): 15 clusters Score: Raw -7354704.464337 + Penalty 7551.673354 = -7347152.790983 nChanged 77 Iteration 113Q (188.008537 sec): 15 clusters Score: Raw -7354706.184220 + Penalty 7551.673354 = -7347154.510866 nChanged 82 Iteration 114Q (188.603448 sec): 15 clusters Score: Raw -7354708.333445 + Penalty 7551.673354 = -7347156.660091 nChanged 74 Iteration 115Q (189.222268 sec): 15 clusters Score: Raw -7354710.260741 + Penalty 7551.673354 = -7347158.587387 nChanged 65 Iteration 116Q (189.827742 sec): 15 clusters Score: Raw -7354711.896404 + Penalty 7551.673354 = -7347160.223050 nChanged 73 Iteration 117Q (190.429504 sec): 15 clusters Score: Raw -7354713.485419 + Penalty 7551.673354 = -7347161.812065 nChanged 68 Iteration 118Q (191.036179 sec): 15 clusters Score: Raw -7354715.447960 + Penalty 7551.673354 = -7347163.774606 nChanged 69 Iteration 119Q (191.635051 sec): 15 clusters Score: Raw -7354717.311995 + Penalty 7551.673354 = -7347165.638641 nChanged 65 Iteration 120F (192.565451 sec): 15 clusters Score: Raw -7354719.060024 + Penalty 7551.673354 = -7347167.386670 nChanged 67 Iteration 121Q (193.153762 sec): 15 clusters Score: Raw -7354720.858148 + Penalty 7551.673354 = -7347169.184794 nChanged 74 Iteration 122Q (193.744247 sec): 15 clusters Score: Raw -7354722.922712 + Penalty 7551.673354 = -7347171.249357 nChanged 56 Iteration 123Q (194.427175 sec): 15 clusters Score: Raw -7354724.155566 + Penalty 7551.673354 = -7347172.482212 nChanged 58 Iteration 124Q (195.042987 sec): 15 clusters Score: Raw -7354725.307191 + Penalty 7551.673354 = -7347173.633837 nChanged 44 Iteration 125Q (195.684271 sec): 15 clusters Score: Raw -7354726.188478 + Penalty 7551.673354 = -7347174.515124 nChanged 45 Iteration 126Q (196.298177 sec): 15 clusters Score: Raw -7354727.141830 + Penalty 7551.673354 = -7347175.468476 nChanged 49 Iteration 127Q (196.966570 sec): 15 clusters Score: Raw -7354728.350726 + Penalty 7551.673354 = -7347176.677371 nChanged 55 Iteration 128Q (197.558050 sec): 15 clusters Score: Raw -7354729.558804 + Penalty 7551.673354 = -7347177.885450 nChanged 49 Iteration 129Q (198.158189 sec): 15 clusters Score: Raw -7354730.446589 + Penalty 7551.673354 = -7347178.773235 nChanged 51 Iteration 130Q (198.750799 sec): 15 clusters Score: Raw -7354731.296760 + Penalty 7551.673354 = -7347179.623406 nChanged 38 Iteration 131Q (199.333495 sec): 15 clusters Score: Raw -7354732.077240 + Penalty 7551.673354 = -7347180.403886 nChanged 48 Iteration 132Q (199.953438 sec): 15 clusters Score: Raw -7354733.066772 + Penalty 7551.673354 = -7347181.393418 nChanged 51 Iteration 133Q (200.559764 sec): 15 clusters Score: Raw -7354734.082274 + Penalty 7551.673354 = -7347182.408920 nChanged 43 Iteration 134Q (201.197853 sec): 15 clusters Score: Raw -7354734.869682 + Penalty 7551.673354 = -7347183.196327 nChanged 42 Iteration 135Q (201.831850 sec): 15 clusters Score: Raw -7354735.689787 + Penalty 7551.673354 = -7347184.016432 nChanged 48 Iteration 136Q (202.439445 sec): 15 clusters Score: Raw -7354736.597408 + Penalty 7551.673354 = -7347184.924054 nChanged 49 Iteration 137Q (203.055525 sec): 15 clusters Score: Raw -7354737.545912 + Penalty 7551.673354 = -7347185.872558 nChanged 46 Iteration 138Q (203.661938 sec): 15 clusters Score: Raw -7354738.283427 + Penalty 7551.673354 = -7347186.610073 nChanged 38 Writing temp clu file Because OldScore, -7347185.872558, is greater than current (better) Score,-7347186.610073 Compute initial score before splitting: Score: Raw -7354738.283427 + Penalty 7551.673354 = -7347186.610073 Trying to split cluster 1 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.723492 sec): 2 clusters Score: Raw -56165.375181 + Penalty 321.601826 = -55843.773355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.767113 sec): 3 clusters Score: Raw -55556.236584 + Penalty 643.203652 = -54913.032932 nChanged 482 SP:Iteration 1F (203.809553 sec): 3 clusters Score: Raw -55875.499529 + Penalty 643.203652 = -55232.295877 nChanged 105 SP:Iteration 2F (203.842529 sec): 3 clusters Score: Raw -55973.469399 + Penalty 643.203652 = -55330.265747 nChanged 96 SP:Iteration 3F (203.893773 sec): 3 clusters Score: Raw -56075.190244 + Penalty 643.203652 = -55431.986592 nChanged 81 SP:Iteration 4F (203.940748 sec): 3 clusters Score: Raw -56161.137770 + Penalty 643.203652 = -55517.934117 nChanged 84 SP:Iteration 5F (203.983615 sec): 3 clusters Score: Raw -56235.096791 + Penalty 643.203652 = -55591.893139 nChanged 55 SP:Iteration 6Q (204.025366 sec): 3 clusters Score: Raw -56278.249540 + Penalty 643.203652 = -55635.045888 nChanged 31 SP:Iteration 7Q (204.073407 sec): 3 clusters Score: Raw -56304.202232 + Penalty 643.203652 = -55660.998580 nChanged 31 SP:Iteration 8Q (204.124651 sec): 3 clusters Score: Raw -56323.797916 + Penalty 643.203652 = -55680.594264 nChanged 17 SP:Iteration 9Q (204.169633 sec): 3 clusters Score: Raw -56331.779805 + Penalty 643.203652 = -55688.576153 nChanged 9 SP:Iteration 10Q (204.220181 sec): 3 clusters Score: Raw -56337.179711 + Penalty 643.203652 = -55693.976059 nChanged 10 SP:Iteration 11Q (204.270406 sec): 3 clusters Score: Raw -56341.839907 + Penalty 643.203652 = -55698.636255 nChanged 4 SP:Iteration 12Q (204.318414 sec): 3 clusters Score: Raw -56344.122742 + Penalty 643.203652 = -55700.919090 nChanged 5 SP:Iteration 13Q (204.372115 sec): 3 clusters Score: Raw -56345.643266 + Penalty 643.203652 = -55702.439614 nChanged 3 SP:Iteration 14Q (204.410513 sec): 3 clusters Score: Raw -56346.339171 + Penalty 643.203652 = -55703.135519 nChanged 0 SP:Iteration 15F (204.456949 sec): 3 clusters Score: Raw -56346.339171 + Penalty 643.203652 = -55703.135519 nChanged 0 Trying to split cluster 2 (1987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.477600 sec): 2 clusters Score: Raw -105415.366319 + Penalty 345.544347 = -105069.821973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.524352 sec): 3 clusters Score: Raw -104318.940368 + Penalty 691.088693 = -103627.851675 nChanged 818 SP:Iteration 1F (204.572202 sec): 3 clusters Score: Raw -104887.067249 + Penalty 691.088693 = -104195.978556 nChanged 158 SP:Iteration 2F (204.616824 sec): 3 clusters Score: Raw -105011.252125 + Penalty 691.088693 = -104320.163432 nChanged 109 SP:Iteration 3F (204.653867 sec): 3 clusters Score: Raw -105103.136627 + Penalty 691.088693 = -104412.047934 nChanged 95 SP:Iteration 4Q (204.698792 sec): 3 clusters Score: Raw -105176.706270 + Penalty 691.088693 = -104485.617577 nChanged 91 SP:Iteration 5Q (204.751733 sec): 3 clusters Score: Raw -105243.578084 + Penalty 691.088693 = -104552.489391 nChanged 74 SP:Iteration 6Q (204.797984 sec): 3 clusters Score: Raw -105303.692076 + Penalty 691.088693 = -104612.603383 nChanged 48 SP:Iteration 7Q (204.845477 sec): 3 clusters Score: Raw -105341.379974 + Penalty 691.088693 = -104650.291281 nChanged 40 SP:Iteration 8Q (204.892580 sec): 3 clusters Score: Raw -105373.076996 + Penalty 691.088693 = -104681.988303 nChanged 35 SP:Iteration 9Q (204.935223 sec): 3 clusters Score: Raw -105392.555520 + Penalty 691.088693 = -104701.466827 nChanged 29 SP:Iteration 10Q (204.983323 sec): 3 clusters Score: Raw -105406.785244 + Penalty 691.088693 = -104715.696551 nChanged 25 SP:Iteration 11Q (205.025696 sec): 3 clusters Score: Raw -105420.555026 + Penalty 691.088693 = -104729.466333 nChanged 20 SP:Iteration 12Q (205.076621 sec): 3 clusters Score: Raw -105425.806403 + Penalty 691.088693 = -104734.717710 nChanged 13 SP:Iteration 13Q (205.116360 sec): 3 clusters Score: Raw -105429.669055 + Penalty 691.088693 = -104738.580362 nChanged 7 SP:Iteration 14Q (205.166256 sec): 3 clusters Score: Raw -105430.516451 + Penalty 691.088693 = -104739.427758 nChanged 3 SP:Iteration 15Q (205.215974 sec): 3 clusters Score: Raw -105431.235928 + Penalty 691.088693 = -104740.147235 nChanged 2 SP:Iteration 16Q (205.266720 sec): 3 clusters Score: Raw -105431.499912 + Penalty 691.088693 = -104740.411219 nChanged 1 SP:Iteration 17Q (205.311607 sec): 3 clusters Score: Raw -105431.691165 + Penalty 691.088693 = -104740.602472 nChanged 1 SP:Iteration 18Q (205.354334 sec): 3 clusters Score: Raw -105431.814482 + Penalty 691.088693 = -104740.725789 nChanged 0 SP:Iteration 19F (205.403862 sec): 3 clusters Score: Raw -105431.814482 + Penalty 691.088693 = -104740.725789 nChanged 0 Trying to split cluster 3 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.432092 sec): 2 clusters Score: Raw -41174.083211 + Penalty 306.098143 = -40867.985068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.480131 sec): 3 clusters Score: Raw -40793.667856 + Penalty 612.196287 = -40181.471569 nChanged 322 SP:Iteration 1F (205.535036 sec): 3 clusters Score: Raw -40984.220186 + Penalty 612.196287 = -40372.023899 nChanged 56 SP:Iteration 2F (205.584359 sec): 3 clusters Score: Raw -41028.078503 + Penalty 612.196287 = -40415.882216 nChanged 46 SP:Iteration 3F (205.634491 sec): 3 clusters Score: Raw -41067.647113 + Penalty 612.196287 = -40455.450826 nChanged 33 SP:Iteration 4Q (205.678644 sec): 3 clusters Score: Raw -41102.560265 + Penalty 612.196287 = -40490.363978 nChanged 33 SP:Iteration 5Q (205.728136 sec): 3 clusters Score: Raw -41121.654474 + Penalty 612.196287 = -40509.458187 nChanged 30 SP:Iteration 6Q (205.777036 sec): 3 clusters Score: Raw -41139.659543 + Penalty 612.196287 = -40527.463256 nChanged 30 SP:Iteration 7Q (205.828202 sec): 3 clusters Score: Raw -41155.358620 + Penalty 612.196287 = -40543.162333 nChanged 22 SP:Iteration 8Q (205.879400 sec): 3 clusters Score: Raw -41168.515641 + Penalty 612.196287 = -40556.319354 nChanged 30 SP:Iteration 9Q (205.933420 sec): 3 clusters Score: Raw -41189.276632 + Penalty 612.196287 = -40577.080345 nChanged 25 SP:Iteration 10Q (205.983471 sec): 3 clusters Score: Raw -41217.158199 + Penalty 612.196287 = -40604.961912 nChanged 29 SP:Iteration 11Q (206.037156 sec): 3 clusters Score: Raw -41246.749009 + Penalty 612.196287 = -40634.552722 nChanged 19 SP:Iteration 12Q (206.080871 sec): 3 clusters Score: Raw -41257.486950 + Penalty 612.196287 = -40645.290663 nChanged 10 SP:Iteration 13Q (206.128690 sec): 3 clusters Score: Raw -41263.541177 + Penalty 612.196287 = -40651.344890 nChanged 14 SP:Iteration 14Q (206.182237 sec): 3 clusters Score: Raw -41275.654741 + Penalty 612.196287 = -40663.458454 nChanged 12 SP:Iteration 15Q (206.228446 sec): 3 clusters Score: Raw -41287.825304 + Penalty 612.196287 = -40675.629017 nChanged 14 SP:Iteration 16Q (206.283734 sec): 3 clusters Score: Raw -41301.001587 + Penalty 612.196287 = -40688.805300 nChanged 10 SP:Iteration 17Q (206.336232 sec): 3 clusters Score: Raw -41307.401587 + Penalty 612.196287 = -40695.205300 nChanged 4 SP:Iteration 18Q (206.385463 sec): 3 clusters Score: Raw -41309.521418 + Penalty 612.196287 = -40697.325131 nChanged 3 SP:Iteration 19Q (206.425085 sec): 3 clusters Score: Raw -41310.823611 + Penalty 612.196287 = -40698.627324 nChanged 3 SP:Iteration 20F (206.471658 sec): 3 clusters Score: Raw -41316.620171 + Penalty 612.196287 = -40704.423884 nChanged 4 SP:Iteration 21Q (206.517223 sec): 3 clusters Score: Raw -41320.479918 + Penalty 612.196287 = -40708.283631 nChanged 2 SP:Iteration 22Q (206.560244 sec): 3 clusters Score: Raw -41323.073800 + Penalty 612.196287 = -40710.877513 nChanged 4 SP:Iteration 23Q (206.593087 sec): 3 clusters Score: Raw -41326.731508 + Penalty 612.196287 = -40714.535221 nChanged 1 SP:Iteration 24Q (206.646864 sec): 3 clusters Score: Raw -41327.214314 + Penalty 612.196287 = -40715.018027 nChanged 0 SP:Iteration 25F (206.682769 sec): 3 clusters Score: Raw -41327.214314 + Penalty 612.196287 = -40715.018027 nChanged 0 Trying to split cluster 4 (10054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.720034 sec): 2 clusters Score: Raw -541918.130392 + Penalty 419.315526 = -541498.814866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.776362 sec): 3 clusters Score: Raw -535652.659018 + Penalty 838.631052 = -534814.027966 nChanged 4643 SP:Iteration 1F (206.831719 sec): 3 clusters Score: Raw -538754.205471 + Penalty 838.631052 = -537915.574420 nChanged 757 SP:Iteration 2F (206.876971 sec): 3 clusters Score: Raw -539258.128998 + Penalty 838.631052 = -538419.497946 nChanged 744 SP:Iteration 3F (206.939786 sec): 3 clusters Score: Raw -539846.545291 + Penalty 838.631052 = -539007.914239 nChanged 713 SP:Iteration 4F (206.992168 sec): 3 clusters Score: Raw -540392.304756 + Penalty 838.631052 = -539553.673705 nChanged 614 SP:Iteration 5F (207.048795 sec): 3 clusters Score: Raw -540758.199493 + Penalty 838.631052 = -539919.568441 nChanged 425 SP:Iteration 6Q (207.101261 sec): 3 clusters Score: Raw -540985.102514 + Penalty 838.631052 = -540146.471462 nChanged 325 SP:Iteration 7Q (207.160910 sec): 3 clusters Score: Raw -541170.792288 + Penalty 838.631052 = -540332.161236 nChanged 282 SP:Iteration 8Q (207.213864 sec): 3 clusters Score: Raw -541331.749339 + Penalty 838.631052 = -540493.118287 nChanged 261 SP:Iteration 9Q (207.274901 sec): 3 clusters Score: Raw -541468.330385 + Penalty 838.631052 = -540629.699334 nChanged 227 SP:Iteration 10Q (207.340570 sec): 3 clusters Score: Raw -541571.245072 + Penalty 838.631052 = -540732.614021 nChanged 201 SP:Iteration 11Q (207.387491 sec): 3 clusters Score: Raw -541659.843523 + Penalty 838.631052 = -540821.212472 nChanged 172 SP:Iteration 12Q (207.454430 sec): 3 clusters Score: Raw -541744.373081 + Penalty 838.631052 = -540905.742029 nChanged 208 SP:Iteration 13Q (207.509009 sec): 3 clusters Score: Raw -541851.110688 + Penalty 838.631052 = -541012.479637 nChanged 199 SP:Iteration 14Q (207.564849 sec): 3 clusters Score: Raw -541941.926873 + Penalty 838.631052 = -541103.295821 nChanged 184 SP:Iteration 15Q (207.624299 sec): 3 clusters Score: Raw -542006.976402 + Penalty 838.631052 = -541168.345350 nChanged 136 SP:Iteration 16Q (207.671953 sec): 3 clusters Score: Raw -542051.400022 + Penalty 838.631052 = -541212.768971 nChanged 121 SP:Iteration 17Q (207.720851 sec): 3 clusters Score: Raw -542080.773434 + Penalty 838.631052 = -541242.142382 nChanged 96 SP:Iteration 18Q (207.771948 sec): 3 clusters Score: Raw -542104.424870 + Penalty 838.631052 = -541265.793818 nChanged 83 SP:Iteration 19Q (207.829861 sec): 3 clusters Score: Raw -542125.548387 + Penalty 838.631052 = -541286.917335 nChanged 70 SP:Iteration 20F (207.884765 sec): 3 clusters Score: Raw -542137.527540 + Penalty 838.631052 = -541298.896488 nChanged 41 SP:Iteration 21Q (207.930827 sec): 3 clusters Score: Raw -542143.599390 + Penalty 838.631052 = -541304.968339 nChanged 41 SP:Iteration 22Q (207.987784 sec): 3 clusters Score: Raw -542150.326404 + Penalty 838.631052 = -541311.695352 nChanged 38 SP:Iteration 23Q (208.042993 sec): 3 clusters Score: Raw -542156.194146 + Penalty 838.631052 = -541317.563094 nChanged 37 SP:Iteration 24Q (208.106215 sec): 3 clusters Score: Raw -542161.204693 + Penalty 838.631052 = -541322.573641 nChanged 27 SP:Iteration 25Q (208.169829 sec): 3 clusters Score: Raw -542164.199324 + Penalty 838.631052 = -541325.568272 nChanged 23 SP:Iteration 26Q (208.225018 sec): 3 clusters Score: Raw -542166.651712 + Penalty 838.631052 = -541328.020661 nChanged 26 SP:Iteration 27Q (208.273528 sec): 3 clusters Score: Raw -542168.838888 + Penalty 838.631052 = -541330.207836 nChanged 20 SP:Iteration 28Q (208.340317 sec): 3 clusters Score: Raw -542170.776238 + Penalty 838.631052 = -541332.145186 nChanged 24 SP:Iteration 29Q (208.387233 sec): 3 clusters Score: Raw -542173.177028 + Penalty 838.631052 = -541334.545976 nChanged 24 SP:Iteration 30Q (208.455840 sec): 3 clusters Score: Raw -542175.552257 + Penalty 838.631052 = -541336.921206 nChanged 23 SP:Iteration 31Q (208.507255 sec): 3 clusters Score: Raw -542177.263062 + Penalty 838.631052 = -541338.632010 nChanged 19 SP:Iteration 32Q (208.566474 sec): 3 clusters Score: Raw -542178.487376 + Penalty 838.631052 = -541339.856324 nChanged 23 SP:Iteration 33Q (208.620578 sec): 3 clusters Score: Raw -542179.957854 + Penalty 838.631052 = -541341.326803 nChanged 14 SP:Iteration 34Q (208.671665 sec): 3 clusters Score: Raw -542180.955440 + Penalty 838.631052 = -541342.324388 nChanged 9 SP:Iteration 35Q (208.731226 sec): 3 clusters Score: Raw -542181.261322 + Penalty 838.631052 = -541342.630270 nChanged 6 SP:Iteration 36Q (208.789745 sec): 3 clusters Score: Raw -542181.459458 + Penalty 838.631052 = -541342.828406 nChanged 3 SP:Iteration 37Q (208.847698 sec): 3 clusters Score: Raw -542181.555833 + Penalty 838.631052 = -541342.924782 nChanged 2 SP:Iteration 38Q (208.892601 sec): 3 clusters Score: Raw -542181.567727 + Penalty 838.631052 = -541342.936676 nChanged 0 SP:Iteration 39F (208.947271 sec): 3 clusters Score: Raw -542181.567727 + Penalty 838.631052 = -541342.936676 nChanged 0 Trying to split cluster 5 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.974285 sec): 2 clusters Score: Raw -16202.861787 + Penalty 267.436978 = -15935.424809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.020588 sec): 3 clusters Score: Raw -16087.303272 + Penalty 534.873956 = -15552.429316 nChanged 121 SP:Iteration 1F (209.073953 sec): 3 clusters Score: Raw -16282.980289 + Penalty 534.873956 = -15748.106333 nChanged 43 SP:Iteration 2F (209.126717 sec): 3 clusters Score: Raw -16379.794843 + Penalty 534.873956 = -15844.920887 nChanged 28 SP:Iteration 3F (209.174067 sec): 3 clusters Score: Raw -16417.367287 + Penalty 534.873956 = -15882.493331 nChanged 8 SP:Iteration 4Q (209.227045 sec): 3 clusters Score: Raw -16426.524426 + Penalty 534.873956 = -15891.650470 nChanged 3 SP:Iteration 5Q (209.274368 sec): 3 clusters Score: Raw -16429.059540 + Penalty 534.873956 = -15894.185584 nChanged 2 SP:Iteration 6Q (209.310088 sec): 3 clusters Score: Raw -16439.501810 + Penalty 534.873956 = -15904.627854 nChanged 4 SP:Iteration 7Q (209.359761 sec): 3 clusters Score: Raw -16447.116144 + Penalty 534.873956 = -15912.242188 nChanged 4 SP:Iteration 8Q (209.395826 sec): 3 clusters Score: Raw -16457.256865 + Penalty 534.873956 = -15922.382909 nChanged 2 SP:Iteration 9Q (209.440080 sec): 3 clusters Score: Raw -16460.140097 + Penalty 534.873956 = -15925.266140 nChanged 0 SP:Iteration 10F (209.479218 sec): 3 clusters Score: Raw -16460.140097 + Penalty 534.873956 = -15925.266140 nChanged 0 Trying to split cluster 6 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.504193 sec): 2 clusters Score: Raw -50871.913593 + Penalty 308.589739 = -50563.323854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.553631 sec): 3 clusters Score: Raw -50463.337094 + Penalty 617.179477 = -49846.157617 nChanged 341 SP:Iteration 1F (209.591059 sec): 3 clusters Score: Raw -50683.641226 + Penalty 617.179477 = -50066.461749 nChanged 55 SP:Iteration 2F (209.625929 sec): 3 clusters Score: Raw -50715.758650 + Penalty 617.179477 = -50098.579173 nChanged 28 SP:Iteration 3Q (209.672851 sec): 3 clusters Score: Raw -50737.802973 + Penalty 617.179477 = -50120.623496 nChanged 24 SP:Iteration 4Q (209.717339 sec): 3 clusters Score: Raw -50749.667737 + Penalty 617.179477 = -50132.488260 nChanged 19 SP:Iteration 5Q (209.752167 sec): 3 clusters Score: Raw -50761.666626 + Penalty 617.179477 = -50144.487149 nChanged 21 SP:Iteration 6Q (209.801624 sec): 3 clusters Score: Raw -50770.475680 + Penalty 617.179477 = -50153.296203 nChanged 16 SP:Iteration 7Q (209.833758 sec): 3 clusters Score: Raw -50777.698297 + Penalty 617.179477 = -50160.518819 nChanged 16 SP:Iteration 8Q (209.880508 sec): 3 clusters Score: Raw -50790.327489 + Penalty 617.179477 = -50173.148012 nChanged 12 SP:Iteration 9Q (209.919667 sec): 3 clusters Score: Raw -50804.769007 + Penalty 617.179477 = -50187.589530 nChanged 13 SP:Iteration 10Q (209.973528 sec): 3 clusters Score: Raw -50815.749506 + Penalty 617.179477 = -50198.570029 nChanged 11 SP:Iteration 11Q (210.005897 sec): 3 clusters Score: Raw -50822.843216 + Penalty 617.179477 = -50205.663739 nChanged 8 SP:Iteration 12Q (210.053231 sec): 3 clusters Score: Raw -50827.650369 + Penalty 617.179477 = -50210.470892 nChanged 9 SP:Iteration 13Q (210.093068 sec): 3 clusters Score: Raw -50832.762350 + Penalty 617.179477 = -50215.582873 nChanged 4 SP:Iteration 14Q (210.134090 sec): 3 clusters Score: Raw -50833.937508 + Penalty 617.179477 = -50216.758031 nChanged 3 SP:Iteration 15Q (210.180983 sec): 3 clusters Score: Raw -50835.164108 + Penalty 617.179477 = -50217.984631 nChanged 2 SP:Iteration 16Q (210.236302 sec): 3 clusters Score: Raw -50836.959952 + Penalty 617.179477 = -50219.780475 nChanged 4 SP:Iteration 17Q (210.286588 sec): 3 clusters Score: Raw -50840.199926 + Penalty 617.179477 = -50223.020449 nChanged 2 SP:Iteration 18Q (210.329133 sec): 3 clusters Score: Raw -50841.741758 + Penalty 617.179477 = -50224.562281 nChanged 7 SP:Iteration 19Q (210.377006 sec): 3 clusters Score: Raw -50848.886012 + Penalty 617.179477 = -50231.706535 nChanged 8 SP:Iteration 20F (210.420161 sec): 3 clusters Score: Raw -50856.101837 + Penalty 617.179477 = -50238.922359 nChanged 11 SP:Iteration 21Q (210.469129 sec): 3 clusters Score: Raw -50861.851176 + Penalty 617.179477 = -50244.671699 nChanged 8 SP:Iteration 22Q (210.506596 sec): 3 clusters Score: Raw -50865.683351 + Penalty 617.179477 = -50248.503874 nChanged 7 SP:Iteration 23Q (210.557433 sec): 3 clusters Score: Raw -50869.020709 + Penalty 617.179477 = -50251.841232 nChanged 6 SP:Iteration 24Q (210.611112 sec): 3 clusters Score: Raw -50873.072164 + Penalty 617.179477 = -50255.892687 nChanged 11 SP:Iteration 25Q (210.666354 sec): 3 clusters Score: Raw -50880.819437 + Penalty 617.179477 = -50263.639960 nChanged 13 SP:Iteration 26Q (210.707551 sec): 3 clusters Score: Raw -50895.128858 + Penalty 617.179477 = -50277.949381 nChanged 11 SP:Iteration 27Q (210.756020 sec): 3 clusters Score: Raw -50919.327765 + Penalty 617.179477 = -50302.148288 nChanged 15 SP:Iteration 28Q (210.804616 sec): 3 clusters Score: Raw -50968.580524 + Penalty 617.179477 = -50351.401047 nChanged 13 SP:Iteration 29Q (210.851582 sec): 3 clusters Score: Raw -51100.099252 + Penalty 617.179477 = -50482.919775 nChanged 22 SP:Iteration 30Q (210.898193 sec): 3 clusters Score: Raw -51175.138009 + Penalty 617.179477 = -50557.958532 nChanged 35 SP:Iteration 31Q (210.944549 sec): 3 clusters Score: Raw -51238.066963 + Penalty 617.179477 = -50620.887486 nChanged 35 SP:Iteration 32Q (210.990937 sec): 3 clusters Score: Raw -51316.856136 + Penalty 617.179477 = -50699.676659 nChanged 34 SP:Iteration 33Q (211.038106 sec): 3 clusters Score: Raw -51417.058993 + Penalty 617.179477 = -50799.879516 nChanged 35 SP:Iteration 34Q (211.090678 sec): 3 clusters Score: Raw -51568.500182 + Penalty 617.179477 = -50951.320705 nChanged 15 SP:Iteration 35Q (211.145881 sec): 3 clusters Score: Raw -51729.888764 + Penalty 617.179477 = -51112.709287 nChanged 10 SP:Iteration 36Q (211.183552 sec): 3 clusters Score: Raw -51960.343948 + Penalty 617.179477 = -51343.164471 nChanged 5 SP:Iteration 37Q (211.227825 sec): 3 clusters Score: Raw -52061.380074 + Penalty 617.179477 = -51444.200597 nChanged 0 SP:Iteration 38F (211.276315 sec): 3 clusters Score: Raw -52061.380074 + Penalty 617.179477 = -51444.200597 nChanged 0 Score: Raw -7355928.251967 + Penalty 8091.078594 = -7347837.173373 Splitting cluster 6 changes total score from -7347186.610073 to -7347837.173373 So it's getting split into cluster 15. Trying to split cluster 7 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.277472 sec): 2 clusters Score: Raw -578673.769995 + Penalty 420.793738 = -578252.976257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.333430 sec): 3 clusters Score: Raw -572066.983821 + Penalty 841.587476 = -571225.396345 nChanged 4866 SP:Iteration 1F (212.379316 sec): 3 clusters Score: Raw -574969.565848 + Penalty 841.587476 = -574127.978372 nChanged 576 SP:Iteration 2F (212.445034 sec): 3 clusters Score: Raw -575235.630995 + Penalty 841.587476 = -574394.043519 nChanged 581 SP:Iteration 3F (212.493855 sec): 3 clusters Score: Raw -575534.148213 + Penalty 841.587476 = -574692.560737 nChanged 553 SP:Iteration 4F (212.555165 sec): 3 clusters Score: Raw -575839.890531 + Penalty 841.587476 = -574998.303055 nChanged 549 SP:Iteration 5F (212.614761 sec): 3 clusters Score: Raw -576138.486838 + Penalty 841.587476 = -575296.899362 nChanged 499 SP:Iteration 6Q (212.669472 sec): 3 clusters Score: Raw -576449.328419 + Penalty 841.587476 = -575607.740942 nChanged 517 SP:Iteration 7Q (212.719462 sec): 3 clusters Score: Raw -576764.808009 + Penalty 841.587476 = -575923.220533 nChanged 467 SP:Iteration 8Q (212.771564 sec): 3 clusters Score: Raw -577011.046099 + Penalty 841.587476 = -576169.458623 nChanged 413 SP:Iteration 9Q (212.823385 sec): 3 clusters Score: Raw -577219.557077 + Penalty 841.587476 = -576377.969601 nChanged 331 SP:Iteration 10Q (212.885673 sec): 3 clusters Score: Raw -577380.142706 + Penalty 841.587476 = -576538.555230 nChanged 324 SP:Iteration 11Q (212.933089 sec): 3 clusters Score: Raw -577523.759511 + Penalty 841.587476 = -576682.172035 nChanged 271 SP:Iteration 12Q (212.995288 sec): 3 clusters Score: Raw -577632.196870 + Penalty 841.587476 = -576790.609394 nChanged 226 SP:Iteration 13Q (213.048219 sec): 3 clusters Score: Raw -577704.346749 + Penalty 841.587476 = -576862.759273 nChanged 188 SP:Iteration 14Q (213.100967 sec): 3 clusters Score: Raw -577763.771940 + Penalty 841.587476 = -576922.184463 nChanged 169 SP:Iteration 15Q (213.162951 sec): 3 clusters Score: Raw -577820.734515 + Penalty 841.587476 = -576979.147038 nChanged 169 SP:Iteration 16Q (213.217580 sec): 3 clusters Score: Raw -577876.016551 + Penalty 841.587476 = -577034.429075 nChanged 160 SP:Iteration 17Q (213.270421 sec): 3 clusters Score: Raw -577921.067953 + Penalty 841.587476 = -577079.480477 nChanged 128 SP:Iteration 18Q (213.330518 sec): 3 clusters Score: Raw -577959.230398 + Penalty 841.587476 = -577117.642921 nChanged 133 SP:Iteration 19Q (213.393073 sec): 3 clusters Score: Raw -578000.959711 + Penalty 841.587476 = -577159.372234 nChanged 125 SP:Iteration 20F (213.451886 sec): 3 clusters Score: Raw -578037.537758 + Penalty 841.587476 = -577195.950282 nChanged 118 SP:Iteration 21Q (213.512157 sec): 3 clusters Score: Raw -578076.284734 + Penalty 841.587476 = -577234.697257 nChanged 112 SP:Iteration 22Q (213.568384 sec): 3 clusters Score: Raw -578108.895180 + Penalty 841.587476 = -577267.307704 nChanged 116 SP:Iteration 23Q (213.615227 sec): 3 clusters Score: Raw -578142.197849 + Penalty 841.587476 = -577300.610373 nChanged 102 SP:Iteration 24Q (213.669024 sec): 3 clusters Score: Raw -578173.915666 + Penalty 841.587476 = -577332.328189 nChanged 110 SP:Iteration 25Q (213.733416 sec): 3 clusters Score: Raw -578210.946684 + Penalty 841.587476 = -577369.359208 nChanged 109 SP:Iteration 26Q (213.787697 sec): 3 clusters Score: Raw -578245.558792 + Penalty 841.587476 = -577403.971316 nChanged 106 SP:Iteration 27Q (213.843697 sec): 3 clusters Score: Raw -578281.976873 + Penalty 841.587476 = -577440.389397 nChanged 98 SP:Iteration 28Q (213.896757 sec): 3 clusters Score: Raw -578317.020685 + Penalty 841.587476 = -577475.433209 nChanged 108 SP:Iteration 29Q (213.958736 sec): 3 clusters Score: Raw -578357.640790 + Penalty 841.587476 = -577516.053313 nChanged 95 SP:Iteration 30Q (214.009080 sec): 3 clusters Score: Raw -578393.462142 + Penalty 841.587476 = -577551.874666 nChanged 88 SP:Iteration 31Q (214.063737 sec): 3 clusters Score: Raw -578426.302099 + Penalty 841.587476 = -577584.714622 nChanged 79 SP:Iteration 32Q (214.122222 sec): 3 clusters Score: Raw -578464.118134 + Penalty 841.587476 = -577622.530658 nChanged 76 SP:Iteration 33Q (214.174506 sec): 3 clusters Score: Raw -578498.986593 + Penalty 841.587476 = -577657.399116 nChanged 64 SP:Iteration 34Q (214.233657 sec): 3 clusters Score: Raw -578529.481053 + Penalty 841.587476 = -577687.893577 nChanged 61 SP:Iteration 35Q (214.289953 sec): 3 clusters Score: Raw -578560.355013 + Penalty 841.587476 = -577718.767537 nChanged 59 SP:Iteration 36Q (214.342946 sec): 3 clusters Score: Raw -578588.409536 + Penalty 841.587476 = -577746.822060 nChanged 50 SP:Iteration 37Q (214.387000 sec): 3 clusters Score: Raw -578611.022306 + Penalty 841.587476 = -577769.434830 nChanged 34 SP:Iteration 38Q (214.447173 sec): 3 clusters Score: Raw -578629.153344 + Penalty 841.587476 = -577787.565868 nChanged 33 SP:Iteration 39Q (214.505500 sec): 3 clusters Score: Raw -578650.331848 + Penalty 841.587476 = -577808.744372 nChanged 35 SP:Iteration 40F (214.557589 sec): 3 clusters Score: Raw -578671.485492 + Penalty 841.587476 = -577829.898016 nChanged 33 SP:Iteration 41Q (214.613654 sec): 3 clusters Score: Raw -578688.271524 + Penalty 841.587476 = -577846.684048 nChanged 23 SP:Iteration 42Q (214.671488 sec): 3 clusters Score: Raw -578698.223242 + Penalty 841.587476 = -577856.635766 nChanged 19 SP:Iteration 43Q (214.725436 sec): 3 clusters Score: Raw -578708.113674 + Penalty 841.587476 = -577866.526198 nChanged 16 SP:Iteration 44Q (214.782178 sec): 3 clusters Score: Raw -578714.731987 + Penalty 841.587476 = -577873.144511 nChanged 17 SP:Iteration 45Q (214.836040 sec): 3 clusters Score: Raw -578720.473390 + Penalty 841.587476 = -577878.885914 nChanged 8 SP:Iteration 46Q (214.894781 sec): 3 clusters Score: Raw -578723.919798 + Penalty 841.587476 = -577882.332322 nChanged 5 SP:Iteration 47Q (214.947429 sec): 3 clusters Score: Raw -578727.441588 + Penalty 841.587476 = -577885.854112 nChanged 7 SP:Iteration 48Q (214.999727 sec): 3 clusters Score: Raw -578731.856875 + Penalty 841.587476 = -577890.269399 nChanged 11 SP:Iteration 49Q (215.052609 sec): 3 clusters Score: Raw -578736.633534 + Penalty 841.587476 = -577895.046058 nChanged 5 SP:Iteration 50Q (215.112699 sec): 3 clusters Score: Raw -578739.661818 + Penalty 841.587476 = -577898.074341 nChanged 8 SP:Iteration 51Q (215.157526 sec): 3 clusters Score: Raw -578741.949300 + Penalty 841.587476 = -577900.361824 nChanged 3 SP:Iteration 52Q (215.226020 sec): 3 clusters Score: Raw -578742.711699 + Penalty 841.587476 = -577901.124222 nChanged 4 SP:Iteration 53Q (215.273612 sec): 3 clusters Score: Raw -578744.015864 + Penalty 841.587476 = -577902.428387 nChanged 3 SP:Iteration 54Q (215.328366 sec): 3 clusters Score: Raw -578744.923288 + Penalty 841.587476 = -577903.335812 nChanged 1 SP:Iteration 55Q (215.386428 sec): 3 clusters Score: Raw -578745.654534 + Penalty 841.587476 = -577904.067057 nChanged 2 SP:Iteration 56Q (215.431442 sec): 3 clusters Score: Raw -578746.944092 + Penalty 841.587476 = -577905.356616 nChanged 2 SP:Iteration 57Q (215.492142 sec): 3 clusters Score: Raw -578747.977644 + Penalty 841.587476 = -577906.390168 nChanged 3 SP:Iteration 58Q (215.540378 sec): 3 clusters Score: Raw -578748.734270 + Penalty 841.587476 = -577907.146794 nChanged 2 SP:Iteration 59Q (215.602755 sec): 3 clusters Score: Raw -578749.376975 + Penalty 841.587476 = -577907.789499 nChanged 2 SP:Iteration 60F (215.660008 sec): 3 clusters Score: Raw -578750.023016 + Penalty 841.587476 = -577908.435540 nChanged 0 Trying to split cluster 8 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.690471 sec): 2 clusters Score: Raw -28100.366826 + Penalty 293.352417 = -27807.014409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.741270 sec): 3 clusters Score: Raw -27863.755505 + Penalty 586.704833 = -27277.050672 nChanged 248 SP:Iteration 1F (215.784572 sec): 3 clusters Score: Raw -28091.897820 + Penalty 586.704833 = -27505.192987 nChanged 72 SP:Iteration 2F (215.841952 sec): 3 clusters Score: Raw -28172.808221 + Penalty 586.704833 = -27586.103387 nChanged 50 SP:Iteration 3F (215.892421 sec): 3 clusters Score: Raw -28246.664096 + Penalty 586.704833 = -27659.959263 nChanged 39 SP:Iteration 4F (215.939310 sec): 3 clusters Score: Raw -28294.086860 + Penalty 586.704833 = -27707.382026 nChanged 32 SP:Iteration 5F (215.977501 sec): 3 clusters Score: Raw -28333.753403 + Penalty 586.704833 = -27747.048569 nChanged 17 SP:Iteration 6Q (216.020263 sec): 3 clusters Score: Raw -28349.434561 + Penalty 586.704833 = -27762.729728 nChanged 12 SP:Iteration 7Q (216.068167 sec): 3 clusters Score: Raw -28354.928293 + Penalty 586.704833 = -27768.223460 nChanged 7 SP:Iteration 8Q (216.114319 sec): 3 clusters Score: Raw -28358.265946 + Penalty 586.704833 = -27771.561113 nChanged 5 SP:Iteration 9Q (216.163275 sec): 3 clusters Score: Raw -28362.609056 + Penalty 586.704833 = -27775.904222 nChanged 5 SP:Iteration 10Q (216.221193 sec): 3 clusters Score: Raw -28366.492983 + Penalty 586.704833 = -27779.788149 nChanged 5 SP:Iteration 11Q (216.259338 sec): 3 clusters Score: Raw -28369.448761 + Penalty 586.704833 = -27782.743927 nChanged 4 SP:Iteration 12Q (216.305703 sec): 3 clusters Score: Raw -28371.911200 + Penalty 586.704833 = -27785.206367 nChanged 5 SP:Iteration 13Q (216.346809 sec): 3 clusters Score: Raw -28374.083074 + Penalty 586.704833 = -27787.378240 nChanged 6 SP:Iteration 14Q (216.394481 sec): 3 clusters Score: Raw -28377.077844 + Penalty 586.704833 = -27790.373011 nChanged 3 SP:Iteration 15Q (216.444265 sec): 3 clusters Score: Raw -28378.005580 + Penalty 586.704833 = -27791.300746 nChanged 1 SP:Iteration 16Q (216.473986 sec): 3 clusters Score: Raw -28378.620564 + Penalty 586.704833 = -27791.915730 nChanged 1 SP:Iteration 17Q (216.522449 sec): 3 clusters Score: Raw -28379.112565 + Penalty 586.704833 = -27792.407732 nChanged 1 SP:Iteration 18Q (216.572380 sec): 3 clusters Score: Raw -28379.947967 + Penalty 586.704833 = -27793.243133 nChanged 2 SP:Iteration 19Q (216.614752 sec): 3 clusters Score: Raw -28381.150522 + Penalty 586.704833 = -27794.445688 nChanged 4 SP:Iteration 20F (216.663389 sec): 3 clusters Score: Raw -28383.232674 + Penalty 586.704833 = -27796.527840 nChanged 4 SP:Iteration 21Q (216.715314 sec): 3 clusters Score: Raw -28385.085292 + Penalty 586.704833 = -27798.380459 nChanged 1 SP:Iteration 22Q (216.759673 sec): 3 clusters Score: Raw -28385.369643 + Penalty 586.704833 = -27798.664809 nChanged 1 SP:Iteration 23Q (216.797233 sec): 3 clusters Score: Raw -28385.697380 + Penalty 586.704833 = -27798.992546 nChanged 0 SP:Iteration 24F (216.843322 sec): 3 clusters Score: Raw -28385.697380 + Penalty 586.704833 = -27798.992546 nChanged 0 Trying to split cluster 9 (8674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.877117 sec): 2 clusters Score: Raw -434548.851103 + Penalty 412.597882 = -434136.253221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.933212 sec): 3 clusters Score: Raw -429175.156319 + Penalty 825.195765 = -428349.960555 nChanged 4062 SP:Iteration 1F (216.989877 sec): 3 clusters Score: Raw -431491.221104 + Penalty 825.195765 = -430666.025339 nChanged 423 SP:Iteration 2Q (217.043158 sec): 3 clusters Score: Raw -431649.684727 + Penalty 825.195765 = -430824.488962 nChanged 425 SP:Iteration 3Q (217.099637 sec): 3 clusters Score: Raw -431849.688771 + Penalty 825.195765 = -431024.493007 nChanged 478 SP:Iteration 4F (217.153092 sec): 3 clusters Score: Raw -432099.635489 + Penalty 825.195765 = -431274.439724 nChanged 479 SP:Iteration 5F (217.200089 sec): 3 clusters Score: Raw -432409.293608 + Penalty 825.195765 = -431584.097844 nChanged 527 SP:Iteration 6F (217.243760 sec): 3 clusters Score: Raw -432825.865681 + Penalty 825.195765 = -432000.669917 nChanged 490 SP:Iteration 7F (217.292233 sec): 3 clusters Score: Raw -433260.629398 + Penalty 825.195765 = -432435.433633 nChanged 403 SP:Iteration 8Q (217.342976 sec): 3 clusters Score: Raw -433648.092137 + Penalty 825.195765 = -432822.896373 nChanged 339 SP:Iteration 9Q (217.397710 sec): 3 clusters Score: Raw -433963.209002 + Penalty 825.195765 = -433138.013238 nChanged 255 SP:Iteration 10Q (217.442341 sec): 3 clusters Score: Raw -434175.078079 + Penalty 825.195765 = -433349.882315 nChanged 177 SP:Iteration 11Q (217.490575 sec): 3 clusters Score: Raw -434310.918062 + Penalty 825.195765 = -433485.722297 nChanged 136 SP:Iteration 12Q (217.553639 sec): 3 clusters Score: Raw -434413.690543 + Penalty 825.195765 = -433588.494778 nChanged 102 SP:Iteration 13Q (217.599127 sec): 3 clusters Score: Raw -434484.614703 + Penalty 825.195765 = -433659.418938 nChanged 81 SP:Iteration 14Q (217.656010 sec): 3 clusters Score: Raw -434533.491830 + Penalty 825.195765 = -433708.296065 nChanged 65 SP:Iteration 15Q (217.705200 sec): 3 clusters Score: Raw -434569.493815 + Penalty 825.195765 = -433744.298050 nChanged 41 SP:Iteration 16Q (217.755239 sec): 3 clusters Score: Raw -434598.109425 + Penalty 825.195765 = -433772.913660 nChanged 45 SP:Iteration 17Q (217.800644 sec): 3 clusters Score: Raw -434625.179726 + Penalty 825.195765 = -433799.983961 nChanged 42 SP:Iteration 18Q (217.861354 sec): 3 clusters Score: Raw -434648.348299 + Penalty 825.195765 = -433823.152535 nChanged 42 SP:Iteration 19Q (217.911027 sec): 3 clusters Score: Raw -434669.074062 + Penalty 825.195765 = -433843.878298 nChanged 34 SP:Iteration 20F (217.971452 sec): 3 clusters Score: Raw -434685.856054 + Penalty 825.195765 = -433860.660290 nChanged 30 SP:Iteration 21Q (218.021349 sec): 3 clusters Score: Raw -434700.540899 + Penalty 825.195765 = -433875.345134 nChanged 27 SP:Iteration 22Q (218.072736 sec): 3 clusters Score: Raw -434715.583843 + Penalty 825.195765 = -433890.388079 nChanged 21 SP:Iteration 23Q (218.133421 sec): 3 clusters Score: Raw -434726.590271 + Penalty 825.195765 = -433901.394506 nChanged 21 SP:Iteration 24Q (218.181418 sec): 3 clusters Score: Raw -434736.074332 + Penalty 825.195765 = -433910.878568 nChanged 19 SP:Iteration 25Q (218.243588 sec): 3 clusters Score: Raw -434742.359702 + Penalty 825.195765 = -433917.163938 nChanged 16 SP:Iteration 26Q (218.296815 sec): 3 clusters Score: Raw -434747.916278 + Penalty 825.195765 = -433922.720513 nChanged 15 SP:Iteration 27Q (218.357201 sec): 3 clusters Score: Raw -434753.165873 + Penalty 825.195765 = -433927.970108 nChanged 14 SP:Iteration 28Q (218.406729 sec): 3 clusters Score: Raw -434758.063801 + Penalty 825.195765 = -433932.868036 nChanged 9 SP:Iteration 29Q (218.450958 sec): 3 clusters Score: Raw -434762.042526 + Penalty 825.195765 = -433936.846761 nChanged 9 SP:Iteration 30Q (218.513754 sec): 3 clusters Score: Raw -434765.667673 + Penalty 825.195765 = -433940.471908 nChanged 8 SP:Iteration 31Q (218.563254 sec): 3 clusters Score: Raw -434767.658745 + Penalty 825.195765 = -433942.462980 nChanged 8 SP:Iteration 32Q (218.616102 sec): 3 clusters Score: Raw -434769.801215 + Penalty 825.195765 = -433944.605451 nChanged 10 SP:Iteration 33Q (218.674346 sec): 3 clusters Score: Raw -434773.255722 + Penalty 825.195765 = -433948.059958 nChanged 9 SP:Iteration 34Q (218.725672 sec): 3 clusters Score: Raw -434775.389016 + Penalty 825.195765 = -433950.193251 nChanged 6 SP:Iteration 35Q (218.775079 sec): 3 clusters Score: Raw -434776.720098 + Penalty 825.195765 = -433951.524333 nChanged 8 SP:Iteration 36Q (218.830736 sec): 3 clusters Score: Raw -434779.613024 + Penalty 825.195765 = -433954.417260 nChanged 11 SP:Iteration 37Q (218.890542 sec): 3 clusters Score: Raw -434782.849928 + Penalty 825.195765 = -433957.654164 nChanged 8 SP:Iteration 38Q (218.950811 sec): 3 clusters Score: Raw -434785.280230 + Penalty 825.195765 = -433960.084466 nChanged 9 SP:Iteration 39Q (219.006292 sec): 3 clusters Score: Raw -434787.698104 + Penalty 825.195765 = -433962.502339 nChanged 8 SP:Iteration 40F (219.055648 sec): 3 clusters Score: Raw -434790.462255 + Penalty 825.195765 = -433965.266490 nChanged 5 SP:Iteration 41Q (219.103814 sec): 3 clusters Score: Raw -434791.503904 + Penalty 825.195765 = -433966.308140 nChanged 6 SP:Iteration 42Q (219.153277 sec): 3 clusters Score: Raw -434793.065246 + Penalty 825.195765 = -433967.869482 nChanged 7 SP:Iteration 43Q (219.210006 sec): 3 clusters Score: Raw -434794.354711 + Penalty 825.195765 = -433969.158946 nChanged 4 SP:Iteration 44Q (219.263931 sec): 3 clusters Score: Raw -434795.232577 + Penalty 825.195765 = -433970.036812 nChanged 3 SP:Iteration 45Q (219.318662 sec): 3 clusters Score: Raw -434795.790416 + Penalty 825.195765 = -433970.594651 nChanged 4 SP:Iteration 46Q (219.373508 sec): 3 clusters Score: Raw -434796.643071 + Penalty 825.195765 = -433971.447307 nChanged 6 SP:Iteration 47Q (219.434410 sec): 3 clusters Score: Raw -434798.154132 + Penalty 825.195765 = -433972.958367 nChanged 7 SP:Iteration 48Q (219.479504 sec): 3 clusters Score: Raw -434799.870483 + Penalty 825.195765 = -433974.674718 nChanged 3 SP:Iteration 49Q (219.530673 sec): 3 clusters Score: Raw -434800.176915 + Penalty 825.195765 = -433974.981150 nChanged 1 SP:Iteration 50Q (219.591427 sec): 3 clusters Score: Raw -434800.283820 + Penalty 825.195765 = -433975.088055 nChanged 0 SP:Iteration 51F (219.654469 sec): 3 clusters Score: Raw -434800.283820 + Penalty 825.195765 = -433975.088055 nChanged 0 Trying to split cluster 10 (46837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.711830 sec): 2 clusters Score: Raw -2594993.346928 + Penalty 489.326509 = -2594504.020420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.798900 sec): 3 clusters Score: Raw -2564097.307474 + Penalty 978.653018 = -2563118.654456 nChanged 22453 SP:Iteration 1F (219.874299 sec): 3 clusters Score: Raw -2577920.659968 + Penalty 978.653018 = -2576942.006950 nChanged 2391 SP:Iteration 2F (219.972426 sec): 3 clusters Score: Raw -2578928.995245 + Penalty 978.653018 = -2577950.342227 nChanged 2723 SP:Iteration 3F (220.060355 sec): 3 clusters Score: Raw -2580563.370909 + Penalty 978.653018 = -2579584.717891 nChanged 3081 SP:Iteration 4F (220.146391 sec): 3 clusters Score: Raw -2583123.546352 + Penalty 978.653018 = -2582144.893334 nChanged 3315 SP:Iteration 5F (220.234409 sec): 3 clusters Score: Raw -2586495.408250 + Penalty 978.653018 = -2585516.755232 nChanged 2692 SP:Iteration 6F (220.319758 sec): 3 clusters Score: Raw -2589274.267740 + Penalty 978.653018 = -2588295.614723 nChanged 1883 SP:Iteration 7Q (220.405807 sec): 3 clusters Score: Raw -2590908.152096 + Penalty 978.653018 = -2589929.499078 nChanged 1330 SP:Iteration 8Q (220.482047 sec): 3 clusters Score: Raw -2591862.253525 + Penalty 978.653018 = -2590883.600508 nChanged 1069 SP:Iteration 9Q (220.573611 sec): 3 clusters Score: Raw -2592566.096405 + Penalty 978.653018 = -2591587.443387 nChanged 942 SP:Iteration 10Q (220.659297 sec): 3 clusters Score: Raw -2593185.861071 + Penalty 978.653018 = -2592207.208053 nChanged 789 SP:Iteration 11Q (220.746918 sec): 3 clusters Score: Raw -2593717.388978 + Penalty 978.653018 = -2592738.735960 nChanged 609 SP:Iteration 12Q (220.827129 sec): 3 clusters Score: Raw -2594128.029298 + Penalty 978.653018 = -2593149.376281 nChanged 458 SP:Iteration 13Q (220.918957 sec): 3 clusters Score: Raw -2594441.866391 + Penalty 978.653018 = -2593463.213374 nChanged 313 SP:Iteration 14Q (220.997085 sec): 3 clusters Score: Raw -2594648.239867 + Penalty 978.653018 = -2593669.586849 nChanged 220 SP:Iteration 15Q (221.076529 sec): 3 clusters Score: Raw -2594801.659910 + Penalty 978.653018 = -2593823.006892 nChanged 137 SP:Iteration 16Q (221.154224 sec): 3 clusters Score: Raw -2594900.513072 + Penalty 978.653018 = -2593921.860054 nChanged 80 SP:Iteration 17Q (221.233140 sec): 3 clusters Score: Raw -2594954.654970 + Penalty 978.653018 = -2593976.001952 nChanged 51 SP:Iteration 18Q (221.311396 sec): 3 clusters Score: Raw -2594992.709082 + Penalty 978.653018 = -2594014.056064 nChanged 38 SP:Iteration 19Q (221.391635 sec): 3 clusters Score: Raw -2595023.117426 + Penalty 978.653018 = -2594044.464408 nChanged 20 SP:Iteration 20F (221.471144 sec): 3 clusters Score: Raw -2595038.552103 + Penalty 978.653018 = -2594059.899085 nChanged 13 SP:Iteration 21Q (221.552902 sec): 3 clusters Score: Raw -2595049.693121 + Penalty 978.653018 = -2594071.040103 nChanged 10 SP:Iteration 22Q (221.632456 sec): 3 clusters Score: Raw -2595059.632161 + Penalty 978.653018 = -2594080.979143 nChanged 10 SP:Iteration 23Q (221.710495 sec): 3 clusters Score: Raw -2595069.096287 + Penalty 978.653018 = -2594090.443269 nChanged 8 SP:Iteration 24Q (221.790307 sec): 3 clusters Score: Raw -2595075.461894 + Penalty 978.653018 = -2594096.808876 nChanged 4 SP:Iteration 25Q (221.871604 sec): 3 clusters Score: Raw -2595078.966424 + Penalty 978.653018 = -2594100.313406 nChanged 4 SP:Iteration 26Q (221.953569 sec): 3 clusters Score: Raw -2595081.309778 + Penalty 978.653018 = -2594102.656760 nChanged 4 SP:Iteration 27Q (222.032681 sec): 3 clusters Score: Raw -2595084.903030 + Penalty 978.653018 = -2594106.250012 nChanged 1 SP:Iteration 28Q (222.109721 sec): 3 clusters Score: Raw -2595085.167593 + Penalty 978.653018 = -2594106.514575 nChanged 0 SP:Iteration 29F (222.194613 sec): 3 clusters Score: Raw -2595085.167593 + Penalty 978.653018 = -2594106.514575 nChanged 0 Trying to split cluster 11 (23779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.239632 sec): 2 clusters Score: Raw -1314631.669391 + Penalty 458.483394 = -1314173.185997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.308819 sec): 3 clusters Score: Raw -1299204.689207 + Penalty 916.966789 = -1298287.722418 nChanged 11251 SP:Iteration 1F (222.373928 sec): 3 clusters Score: Raw -1306058.859706 + Penalty 916.966789 = -1305141.892917 nChanged 1228 SP:Iteration 2F (222.445176 sec): 3 clusters Score: Raw -1306602.371759 + Penalty 916.966789 = -1305685.404971 nChanged 1342 SP:Iteration 3F (222.515979 sec): 3 clusters Score: Raw -1307290.147054 + Penalty 916.966789 = -1306373.180265 nChanged 1500 SP:Iteration 4F (222.582886 sec): 3 clusters Score: Raw -1308170.288770 + Penalty 916.966789 = -1307253.321981 nChanged 1657 SP:Iteration 5F (222.643822 sec): 3 clusters Score: Raw -1309178.671212 + Penalty 916.966789 = -1308261.704423 nChanged 1541 SP:Iteration 6F (222.713652 sec): 3 clusters Score: Raw -1310172.966427 + Penalty 916.966789 = -1309255.999638 nChanged 1407 SP:Iteration 7F (222.797676 sec): 3 clusters Score: Raw -1311171.819244 + Penalty 916.966789 = -1310254.852455 nChanged 1142 SP:Iteration 8Q (222.865883 sec): 3 clusters Score: Raw -1311898.524261 + Penalty 916.966789 = -1310981.557473 nChanged 887 SP:Iteration 9Q (222.934676 sec): 3 clusters Score: Raw -1312388.681133 + Penalty 916.966789 = -1311471.714344 nChanged 660 SP:Iteration 10Q (223.007507 sec): 3 clusters Score: Raw -1312674.307232 + Penalty 916.966789 = -1311757.340443 nChanged 513 SP:Iteration 11Q (223.076960 sec): 3 clusters Score: Raw -1312870.343407 + Penalty 916.966789 = -1311953.376619 nChanged 459 SP:Iteration 12Q (223.141394 sec): 3 clusters Score: Raw -1313036.475282 + Penalty 916.966789 = -1312119.508493 nChanged 419 SP:Iteration 13Q (223.215682 sec): 3 clusters Score: Raw -1313180.570680 + Penalty 916.966789 = -1312263.603891 nChanged 406 SP:Iteration 14Q (223.282016 sec): 3 clusters Score: Raw -1313322.780429 + Penalty 916.966789 = -1312405.813640 nChanged 408 SP:Iteration 15Q (223.352811 sec): 3 clusters Score: Raw -1313462.200361 + Penalty 916.966789 = -1312545.233572 nChanged 403 SP:Iteration 16Q (223.428422 sec): 3 clusters Score: Raw -1313595.781442 + Penalty 916.966789 = -1312678.814653 nChanged 367 SP:Iteration 17Q (223.497413 sec): 3 clusters Score: Raw -1313715.396964 + Penalty 916.966789 = -1312798.430175 nChanged 339 SP:Iteration 18Q (223.566098 sec): 3 clusters Score: Raw -1313826.405849 + Penalty 916.966789 = -1312909.439060 nChanged 316 SP:Iteration 19Q (223.623767 sec): 3 clusters Score: Raw -1313930.826471 + Penalty 916.966789 = -1313013.859683 nChanged 311 SP:Iteration 20F (223.693710 sec): 3 clusters Score: Raw -1314030.388513 + Penalty 916.966789 = -1313113.421724 nChanged 286 SP:Iteration 21Q (223.769655 sec): 3 clusters Score: Raw -1314120.540245 + Penalty 916.966789 = -1313203.573457 nChanged 254 SP:Iteration 22Q (223.838515 sec): 3 clusters Score: Raw -1314202.250801 + Penalty 916.966789 = -1313285.284013 nChanged 214 SP:Iteration 23Q (223.906039 sec): 3 clusters Score: Raw -1314269.878115 + Penalty 916.966789 = -1313352.911326 nChanged 194 SP:Iteration 24Q (223.971898 sec): 3 clusters Score: Raw -1314334.330086 + Penalty 916.966789 = -1313417.363297 nChanged 191 SP:Iteration 25Q (224.037069 sec): 3 clusters Score: Raw -1314398.640074 + Penalty 916.966789 = -1313481.673285 nChanged 159 SP:Iteration 26Q (224.101085 sec): 3 clusters Score: Raw -1314454.121948 + Penalty 916.966789 = -1313537.155159 nChanged 151 SP:Iteration 27Q (224.167435 sec): 3 clusters Score: Raw -1314510.008402 + Penalty 916.966789 = -1313593.041613 nChanged 118 SP:Iteration 28Q (224.230997 sec): 3 clusters Score: Raw -1314546.278791 + Penalty 916.966789 = -1313629.312003 nChanged 82 SP:Iteration 29Q (224.295663 sec): 3 clusters Score: Raw -1314576.087460 + Penalty 916.966789 = -1313659.120672 nChanged 80 SP:Iteration 30Q (224.353764 sec): 3 clusters Score: Raw -1314613.479810 + Penalty 916.966789 = -1313696.513022 nChanged 87 SP:Iteration 31Q (224.432712 sec): 3 clusters Score: Raw -1314662.676221 + Penalty 916.966789 = -1313745.709433 nChanged 76 SP:Iteration 32Q (224.497659 sec): 3 clusters Score: Raw -1314715.306516 + Penalty 916.966789 = -1313798.339727 nChanged 95 SP:Iteration 33Q (224.560471 sec): 3 clusters Score: Raw -1314784.984505 + Penalty 916.966789 = -1313868.017717 nChanged 95 SP:Iteration 34Q (224.619742 sec): 3 clusters Score: Raw -1314851.496430 + Penalty 916.966789 = -1313934.529642 nChanged 90 SP:Iteration 35Q (224.694853 sec): 3 clusters Score: Raw -1314904.551763 + Penalty 916.966789 = -1313987.584974 nChanged 73 SP:Iteration 36Q (224.762381 sec): 3 clusters Score: Raw -1314945.515907 + Penalty 916.966789 = -1314028.549118 nChanged 75 SP:Iteration 37Q (224.830850 sec): 3 clusters Score: Raw -1314989.288108 + Penalty 916.966789 = -1314072.321320 nChanged 66 SP:Iteration 38Q (224.897144 sec): 3 clusters Score: Raw -1315015.888652 + Penalty 916.966789 = -1314098.921864 nChanged 61 SP:Iteration 39Q (224.960704 sec): 3 clusters Score: Raw -1315032.568480 + Penalty 916.966789 = -1314115.601692 nChanged 40 SP:Iteration 40F (225.014475 sec): 3 clusters Score: Raw -1315044.212980 + Penalty 916.966789 = -1314127.246192 nChanged 33 SP:Iteration 41Q (225.087371 sec): 3 clusters Score: Raw -1315055.797412 + Penalty 916.966789 = -1314138.830623 nChanged 39 SP:Iteration 42Q (225.141428 sec): 3 clusters Score: Raw -1315065.571979 + Penalty 916.966789 = -1314148.605190 nChanged 24 SP:Iteration 43Q (225.214207 sec): 3 clusters Score: Raw -1315073.965604 + Penalty 916.966789 = -1314156.998815 nChanged 25 SP:Iteration 44Q (225.278865 sec): 3 clusters Score: Raw -1315080.109540 + Penalty 916.966789 = -1314163.142752 nChanged 19 SP:Iteration 45Q (225.334529 sec): 3 clusters Score: Raw -1315083.128261 + Penalty 916.966789 = -1314166.161473 nChanged 15 SP:Iteration 46Q (225.409934 sec): 3 clusters Score: Raw -1315085.387907 + Penalty 916.966789 = -1314168.421119 nChanged 11 SP:Iteration 47Q (225.463294 sec): 3 clusters Score: Raw -1315087.363437 + Penalty 916.966789 = -1314170.396649 nChanged 9 SP:Iteration 48Q (225.539974 sec): 3 clusters Score: Raw -1315088.272133 + Penalty 916.966789 = -1314171.305345 nChanged 11 SP:Iteration 49Q (225.591510 sec): 3 clusters Score: Raw -1315089.358410 + Penalty 916.966789 = -1314172.391621 nChanged 6 SP:Iteration 50Q (225.668064 sec): 3 clusters Score: Raw -1315090.588643 + Penalty 916.966789 = -1314173.621854 nChanged 10 SP:Iteration 51Q (225.721784 sec): 3 clusters Score: Raw -1315091.516608 + Penalty 916.966789 = -1314174.549819 nChanged 3 SP:Iteration 52Q (225.790767 sec): 3 clusters Score: Raw -1315091.739133 + Penalty 916.966789 = -1314174.772345 nChanged 4 SP:Iteration 53Q (225.861267 sec): 3 clusters Score: Raw -1315092.194073 + Penalty 916.966789 = -1314175.227285 nChanged 5 SP:Iteration 54Q (225.929023 sec): 3 clusters Score: Raw -1315092.829560 + Penalty 916.966789 = -1314175.862771 nChanged 8 SP:Iteration 55Q (225.990890 sec): 3 clusters Score: Raw -1315093.860653 + Penalty 916.966789 = -1314176.893865 nChanged 1 SP:Iteration 56Q (226.061948 sec): 3 clusters Score: Raw -1315093.916487 + Penalty 916.966789 = -1314176.949698 nChanged 0 SP:Iteration 57F (226.120329 sec): 3 clusters Score: Raw -1315093.916487 + Penalty 916.966789 = -1314176.949698 nChanged 0 Score: Raw -7356390.499062 + Penalty 8630.483833 = -7347760.015229 Splitting cluster 11 changes total score from -7347186.610073 to -7347760.015229 So it's getting split into cluster 16. Trying to split cluster 12 (7907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.191306 sec): 2 clusters Score: Raw -433841.539948 + Penalty 408.385419 = -433433.154528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.238310 sec): 3 clusters Score: Raw -429013.001538 + Penalty 816.770839 = -428196.230700 nChanged 3642 SP:Iteration 1F (227.302450 sec): 3 clusters Score: Raw -431359.433879 + Penalty 816.770839 = -430542.663040 nChanged 578 SP:Iteration 2F (227.349837 sec): 3 clusters Score: Raw -431735.446784 + Penalty 816.770839 = -430918.675945 nChanged 595 SP:Iteration 3F (227.400006 sec): 3 clusters Score: Raw -432155.650008 + Penalty 816.770839 = -431338.879169 nChanged 575 SP:Iteration 4F (227.459019 sec): 3 clusters Score: Raw -432588.714120 + Penalty 816.770839 = -431771.943282 nChanged 476 SP:Iteration 5F (227.516069 sec): 3 clusters Score: Raw -433002.573113 + Penalty 816.770839 = -432185.802274 nChanged 384 SP:Iteration 6Q (227.577136 sec): 3 clusters Score: Raw -433377.527097 + Penalty 816.770839 = -432560.756258 nChanged 246 SP:Iteration 7Q (227.634018 sec): 3 clusters Score: Raw -433585.985592 + Penalty 816.770839 = -432769.214753 nChanged 177 SP:Iteration 8Q (227.689923 sec): 3 clusters Score: Raw -433720.363929 + Penalty 816.770839 = -432903.593090 nChanged 116 SP:Iteration 9Q (227.748065 sec): 3 clusters Score: Raw -433789.215482 + Penalty 816.770839 = -432972.444643 nChanged 87 SP:Iteration 10Q (227.801697 sec): 3 clusters Score: Raw -433828.175605 + Penalty 816.770839 = -433011.404766 nChanged 68 SP:Iteration 11Q (227.846625 sec): 3 clusters Score: Raw -433864.884002 + Penalty 816.770839 = -433048.113163 nChanged 58 SP:Iteration 12Q (227.902887 sec): 3 clusters Score: Raw -433894.492190 + Penalty 816.770839 = -433077.721351 nChanged 50 SP:Iteration 13Q (227.962035 sec): 3 clusters Score: Raw -433912.194665 + Penalty 816.770839 = -433095.423826 nChanged 35 SP:Iteration 14Q (228.006364 sec): 3 clusters Score: Raw -433921.854573 + Penalty 816.770839 = -433105.083734 nChanged 32 SP:Iteration 15Q (228.059473 sec): 3 clusters Score: Raw -433934.012617 + Penalty 816.770839 = -433117.241778 nChanged 35 SP:Iteration 16Q (228.118634 sec): 3 clusters Score: Raw -433945.214260 + Penalty 816.770839 = -433128.443422 nChanged 22 SP:Iteration 17Q (228.174209 sec): 3 clusters Score: Raw -433950.327997 + Penalty 816.770839 = -433133.557159 nChanged 14 SP:Iteration 18Q (228.230003 sec): 3 clusters Score: Raw -433952.508999 + Penalty 816.770839 = -433135.738160 nChanged 14 SP:Iteration 19Q (228.281390 sec): 3 clusters Score: Raw -433955.089553 + Penalty 816.770839 = -433138.318714 nChanged 12 SP:Iteration 20F (228.336500 sec): 3 clusters Score: Raw -433957.074592 + Penalty 816.770839 = -433140.303754 nChanged 10 SP:Iteration 21Q (228.393241 sec): 3 clusters Score: Raw -433958.471673 + Penalty 816.770839 = -433141.700835 nChanged 6 SP:Iteration 22Q (228.446670 sec): 3 clusters Score: Raw -433959.231595 + Penalty 816.770839 = -433142.460756 nChanged 5 SP:Iteration 23Q (228.497536 sec): 3 clusters Score: Raw -433960.224743 + Penalty 816.770839 = -433143.453904 nChanged 5 SP:Iteration 24Q (228.538832 sec): 3 clusters Score: Raw -433960.913436 + Penalty 816.770839 = -433144.142597 nChanged 6 SP:Iteration 25Q (228.592097 sec): 3 clusters Score: Raw -433961.491816 + Penalty 816.770839 = -433144.720977 nChanged 3 SP:Iteration 26Q (228.645347 sec): 3 clusters Score: Raw -433961.689873 + Penalty 816.770839 = -433144.919034 nChanged 1 SP:Iteration 27Q (228.697003 sec): 3 clusters Score: Raw -433961.771794 + Penalty 816.770839 = -433145.000955 nChanged 1 SP:Iteration 28Q (228.762255 sec): 3 clusters Score: Raw -433961.824694 + Penalty 816.770839 = -433145.053855 nChanged 1 SP:Iteration 29Q (228.816130 sec): 3 clusters Score: Raw -433961.851963 + Penalty 816.770839 = -433145.081124 nChanged 0 SP:Iteration 30F (228.866921 sec): 3 clusters Score: Raw -433961.851963 + Penalty 816.770839 = -433145.081124 nChanged 0 Trying to split cluster 13 (26572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.908363 sec): 2 clusters Score: Raw -1395338.397953 + Penalty 463.536406 = -1394874.861548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.971135 sec): 3 clusters Score: Raw -1377958.720779 + Penalty 927.072811 = -1377031.647968 nChanged 12758 SP:Iteration 1F (229.044688 sec): 3 clusters Score: Raw -1386206.095845 + Penalty 927.072811 = -1385279.023034 nChanged 1835 SP:Iteration 2F (229.099999 sec): 3 clusters Score: Raw -1387540.370397 + Penalty 927.072811 = -1386613.297586 nChanged 2090 SP:Iteration 3F (229.171528 sec): 3 clusters Score: Raw -1389458.995394 + Penalty 927.072811 = -1388531.922583 nChanged 1872 SP:Iteration 4F (229.249228 sec): 3 clusters Score: Raw -1391214.201556 + Penalty 927.072811 = -1390287.128745 nChanged 1395 SP:Iteration 5F (229.324123 sec): 3 clusters Score: Raw -1392272.836827 + Penalty 927.072811 = -1391345.764016 nChanged 996 SP:Iteration 6Q (229.383906 sec): 3 clusters Score: Raw -1392853.680742 + Penalty 927.072811 = -1391926.607931 nChanged 716 SP:Iteration 7Q (229.450409 sec): 3 clusters Score: Raw -1393239.944495 + Penalty 927.072811 = -1392312.871684 nChanged 582 SP:Iteration 8Q (229.527595 sec): 3 clusters Score: Raw -1393556.096620 + Penalty 927.072811 = -1392629.023809 nChanged 516 SP:Iteration 9Q (229.597668 sec): 3 clusters Score: Raw -1393841.978152 + Penalty 927.072811 = -1392914.905341 nChanged 488 SP:Iteration 10Q (229.657615 sec): 3 clusters Score: Raw -1394143.810746 + Penalty 927.072811 = -1393216.737935 nChanged 437 SP:Iteration 11Q (229.725092 sec): 3 clusters Score: Raw -1394433.826811 + Penalty 927.072811 = -1393506.754000 nChanged 388 SP:Iteration 12Q (229.805026 sec): 3 clusters Score: Raw -1394695.059601 + Penalty 927.072811 = -1393767.986790 nChanged 311 SP:Iteration 13Q (229.874280 sec): 3 clusters Score: Raw -1394925.522678 + Penalty 927.072811 = -1393998.449867 nChanged 254 SP:Iteration 14Q (229.937180 sec): 3 clusters Score: Raw -1395106.942393 + Penalty 927.072811 = -1394179.869582 nChanged 199 SP:Iteration 15Q (230.005226 sec): 3 clusters Score: Raw -1395222.755829 + Penalty 927.072811 = -1394295.683018 nChanged 150 SP:Iteration 16Q (230.068849 sec): 3 clusters Score: Raw -1395300.517178 + Penalty 927.072811 = -1394373.444367 nChanged 111 SP:Iteration 17Q (230.140181 sec): 3 clusters Score: Raw -1395344.544980 + Penalty 927.072811 = -1394417.472169 nChanged 90 SP:Iteration 18Q (230.207449 sec): 3 clusters Score: Raw -1395377.831621 + Penalty 927.072811 = -1394450.758810 nChanged 63 SP:Iteration 19Q (230.272100 sec): 3 clusters Score: Raw -1395395.252494 + Penalty 927.072811 = -1394468.179683 nChanged 51 SP:Iteration 20F (230.340004 sec): 3 clusters Score: Raw -1395412.724712 + Penalty 927.072811 = -1394485.651901 nChanged 45 SP:Iteration 21Q (230.403496 sec): 3 clusters Score: Raw -1395427.397923 + Penalty 927.072811 = -1394500.325112 nChanged 50 SP:Iteration 22Q (230.466525 sec): 3 clusters Score: Raw -1395441.646873 + Penalty 927.072811 = -1394514.574062 nChanged 39 SP:Iteration 23Q (230.524420 sec): 3 clusters Score: Raw -1395454.756467 + Penalty 927.072811 = -1394527.683656 nChanged 29 SP:Iteration 24Q (230.592939 sec): 3 clusters Score: Raw -1395462.000419 + Penalty 927.072811 = -1394534.927608 nChanged 25 SP:Iteration 25Q (230.656487 sec): 3 clusters Score: Raw -1395467.933836 + Penalty 927.072811 = -1394540.861024 nChanged 27 SP:Iteration 26Q (230.718605 sec): 3 clusters Score: Raw -1395474.695497 + Penalty 927.072811 = -1394547.622686 nChanged 28 SP:Iteration 27Q (230.782845 sec): 3 clusters Score: Raw -1395481.654730 + Penalty 927.072811 = -1394554.581919 nChanged 21 SP:Iteration 28Q (230.846279 sec): 3 clusters Score: Raw -1395487.760833 + Penalty 927.072811 = -1394560.688022 nChanged 20 SP:Iteration 29Q (230.913230 sec): 3 clusters Score: Raw -1395492.707517 + Penalty 927.072811 = -1394565.634706 nChanged 13 SP:Iteration 30Q (230.982712 sec): 3 clusters Score: Raw -1395495.251532 + Penalty 927.072811 = -1394568.178721 nChanged 11 SP:Iteration 31Q (231.046587 sec): 3 clusters Score: Raw -1395497.867082 + Penalty 927.072811 = -1394570.794271 nChanged 10 SP:Iteration 32Q (231.110381 sec): 3 clusters Score: Raw -1395500.632916 + Penalty 927.072811 = -1394573.560105 nChanged 8 SP:Iteration 33Q (231.174556 sec): 3 clusters Score: Raw -1395502.594348 + Penalty 927.072811 = -1394575.521536 nChanged 11 SP:Iteration 34Q (231.240745 sec): 3 clusters Score: Raw -1395505.382493 + Penalty 927.072811 = -1394578.309682 nChanged 13 SP:Iteration 35Q (231.293347 sec): 3 clusters Score: Raw -1395509.198408 + Penalty 927.072811 = -1394582.125597 nChanged 14 SP:Iteration 36Q (231.360750 sec): 3 clusters Score: Raw -1395512.788992 + Penalty 927.072811 = -1394585.716181 nChanged 11 SP:Iteration 37Q (231.431738 sec): 3 clusters Score: Raw -1395515.015841 + Penalty 927.072811 = -1394587.943029 nChanged 7 SP:Iteration 38Q (231.498850 sec): 3 clusters Score: Raw -1395516.308855 + Penalty 927.072811 = -1394589.236044 nChanged 5 SP:Iteration 39Q (231.566139 sec): 3 clusters Score: Raw -1395517.358301 + Penalty 927.072811 = -1394590.285490 nChanged 5 SP:Iteration 40F (231.625851 sec): 3 clusters Score: Raw -1395519.394054 + Penalty 927.072811 = -1394592.321243 nChanged 4 SP:Iteration 41Q (231.688404 sec): 3 clusters Score: Raw -1395520.248059 + Penalty 927.072811 = -1394593.175248 nChanged 3 SP:Iteration 42Q (231.752050 sec): 3 clusters Score: Raw -1395521.345387 + Penalty 927.072811 = -1394594.272576 nChanged 6 SP:Iteration 43Q (231.826995 sec): 3 clusters Score: Raw -1395522.696202 + Penalty 927.072811 = -1394595.623391 nChanged 4 SP:Iteration 44Q (231.883202 sec): 3 clusters Score: Raw -1395523.112652 + Penalty 927.072811 = -1394596.039841 nChanged 2 SP:Iteration 45Q (231.960439 sec): 3 clusters Score: Raw -1395523.266967 + Penalty 927.072811 = -1394596.194156 nChanged 1 SP:Iteration 46Q (232.032427 sec): 3 clusters Score: Raw -1395523.372351 + Penalty 927.072811 = -1394596.299540 nChanged 1 SP:Iteration 47Q (232.085386 sec): 3 clusters Score: Raw -1395523.474042 + Penalty 927.072811 = -1394596.401231 nChanged 1 SP:Iteration 48Q (232.160628 sec): 3 clusters Score: Raw -1395523.576969 + Penalty 927.072811 = -1394596.504158 nChanged 0 SP:Iteration 49F (232.223540 sec): 3 clusters Score: Raw -1395523.576969 + Penalty 927.072811 = -1394596.504158 nChanged 0 Trying to split cluster 14 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.259717 sec): 2 clusters Score: Raw -33905.975297 + Penalty 296.419427 = -33609.555869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.303367 sec): 3 clusters Score: Raw -33594.389319 + Penalty 592.838855 = -33001.550464 nChanged 270 SP:Iteration 1F (232.353029 sec): 3 clusters Score: Raw -33797.890657 + Penalty 592.838855 = -33205.051802 nChanged 61 SP:Iteration 2F (232.402945 sec): 3 clusters Score: Raw -33845.211078 + Penalty 592.838855 = -33252.372223 nChanged 39 SP:Iteration 3F (232.448766 sec): 3 clusters Score: Raw -33869.855016 + Penalty 592.838855 = -33277.016161 nChanged 28 SP:Iteration 4Q (232.499184 sec): 3 clusters Score: Raw -33888.882461 + Penalty 592.838855 = -33296.043606 nChanged 24 SP:Iteration 5Q (232.556174 sec): 3 clusters Score: Raw -33900.974399 + Penalty 592.838855 = -33308.135544 nChanged 13 SP:Iteration 6Q (232.604510 sec): 3 clusters Score: Raw -33907.786869 + Penalty 592.838855 = -33314.948014 nChanged 12 SP:Iteration 7Q (232.646815 sec): 3 clusters Score: Raw -33914.184939 + Penalty 592.838855 = -33321.346084 nChanged 11 SP:Iteration 8Q (232.709697 sec): 3 clusters Score: Raw -33923.381325 + Penalty 592.838855 = -33330.542471 nChanged 13 SP:Iteration 9Q (232.758289 sec): 3 clusters Score: Raw -33934.020936 + Penalty 592.838855 = -33341.182081 nChanged 13 SP:Iteration 10Q (232.807684 sec): 3 clusters Score: Raw -33942.195863 + Penalty 592.838855 = -33349.357008 nChanged 10 SP:Iteration 11Q (232.852276 sec): 3 clusters Score: Raw -33945.712081 + Penalty 592.838855 = -33352.873226 nChanged 7 SP:Iteration 12Q (232.896594 sec): 3 clusters Score: Raw -33947.940955 + Penalty 592.838855 = -33355.102100 nChanged 5 SP:Iteration 13Q (232.940479 sec): 3 clusters Score: Raw -33949.923561 + Penalty 592.838855 = -33357.084706 nChanged 6 SP:Iteration 14Q (232.992649 sec): 3 clusters Score: Raw -33952.685825 + Penalty 592.838855 = -33359.846970 nChanged 4 SP:Iteration 15Q (233.040003 sec): 3 clusters Score: Raw -33954.697296 + Penalty 592.838855 = -33361.858441 nChanged 7 SP:Iteration 16Q (233.082715 sec): 3 clusters Score: Raw -33960.894967 + Penalty 592.838855 = -33368.056113 nChanged 13 SP:Iteration 17Q (233.132852 sec): 3 clusters Score: Raw -33972.741912 + Penalty 592.838855 = -33379.903057 nChanged 9 SP:Iteration 18Q (233.181588 sec): 3 clusters Score: Raw -33977.524133 + Penalty 592.838855 = -33384.685278 nChanged 3 SP:Iteration 19Q (233.224855 sec): 3 clusters Score: Raw -33978.623914 + Penalty 592.838855 = -33385.785059 nChanged 0 SP:Iteration 20F (233.276873 sec): 3 clusters Score: Raw -33978.623914 + Penalty 592.838855 = -33385.785059 nChanged 0 Iteration 139Q (234.115075 sec): 17 clusters Score: Raw -7356582.328929 + Penalty 8630.483833 = -7347951.845096 nChanged 212 Iteration 140F (235.153981 sec): 17 clusters Score: Raw -7356661.033505 + Penalty 8630.483833 = -7348030.549671 nChanged 196 Iteration 141Q (235.888709 sec): 17 clusters Score: Raw -7356684.315309 + Penalty 8630.483833 = -7348053.831476 nChanged 117 Iteration 142Q (236.618773 sec): 17 clusters Score: Raw -7356692.967771 + Penalty 8630.483833 = -7348062.483937 nChanged 87 Iteration 143Q (237.310786 sec): 17 clusters Score: Raw -7356700.717582 + Penalty 8630.483833 = -7348070.233749 nChanged 81 Iteration 144Q (238.028025 sec): 17 clusters Score: Raw -7356708.166338 + Penalty 8630.483833 = -7348077.682504 nChanged 79 Iteration 145Q (238.774186 sec): 17 clusters Score: Raw -7356713.740424 + Penalty 8630.483833 = -7348083.256591 nChanged 74 Iteration 146Q (239.522877 sec): 17 clusters Score: Raw -7356717.664480 + Penalty 8630.483833 = -7348087.180646 nChanged 44 Iteration 147Q (240.209305 sec): 17 clusters Score: Raw -7356718.992381 + Penalty 8630.483833 = -7348088.508547 nChanged 32 Iteration 148Q (240.901348 sec): 17 clusters Score: Raw -7356720.558123 + Penalty 8630.483833 = -7348090.074290 nChanged 31 Iteration 149Q (241.644307 sec): 17 clusters Score: Raw -7356721.890675 + Penalty 8630.483833 = -7348091.406842 nChanged 26 Iteration 150Q (242.354435 sec): 17 clusters Score: Raw -7356722.658548 + Penalty 8630.483833 = -7348092.174714 nChanged 19 Iteration 151Q (243.034389 sec): 17 clusters Score: Raw -7356723.053321 + Penalty 8630.483833 = -7348092.569488 nChanged 18 Iteration 152Q (243.754409 sec): 17 clusters Score: Raw -7356723.426687 + Penalty 8630.483833 = -7348092.942854 nChanged 24 Iteration 153Q (244.434463 sec): 17 clusters Score: Raw -7356723.894952 + Penalty 8630.483833 = -7348093.411118 nChanged 33 Iteration 154Q (245.117331 sec): 17 clusters Score: Raw -7356724.711549 + Penalty 8630.483833 = -7348094.227716 nChanged 37 Iteration 155Q (245.787735 sec): 17 clusters Score: Raw -7356725.574018 + Penalty 8630.483833 = -7348095.090185 nChanged 34 Iteration 156Q (246.484409 sec): 17 clusters Score: Raw -7356727.385351 + Penalty 8630.483833 = -7348096.901518 nChanged 29 Iteration 157Q (247.154548 sec): 17 clusters Score: Raw -7356728.727970 + Penalty 8630.483833 = -7348098.244137 nChanged 32 Iteration 158Q (247.821311 sec): 17 clusters Score: Raw -7356729.814169 + Penalty 8630.483833 = -7348099.330336 nChanged 37 Iteration 159Q (248.499082 sec): 17 clusters Score: Raw -7356730.502308 + Penalty 8630.483833 = -7348100.018475 nChanged 21 Iteration 160F (249.542752 sec): 17 clusters Score: Raw -7356731.115202 + Penalty 8630.483833 = -7348100.631368 nChanged 14 Iteration 161Q (250.241841 sec): 17 clusters Score: Raw -7356731.348781 + Penalty 8630.483833 = -7348100.864948 nChanged 18 Iteration 162Q (250.965869 sec): 17 clusters Score: Raw -7356731.852513 + Penalty 8630.483833 = -7348101.368679 nChanged 21 Iteration 163Q (251.684176 sec): 17 clusters Score: Raw -7356732.531477 + Penalty 8630.483833 = -7348102.047644 nChanged 14 Iteration 164Q (252.360111 sec): 17 clusters Score: Raw -7356733.252834 + Penalty 8630.483833 = -7348102.769001 nChanged 14 Iteration 165Q (253.068469 sec): 17 clusters Score: Raw -7356733.730417 + Penalty 8630.483833 = -7348103.246584 nChanged 12 Iteration 166Q (253.786980 sec): 17 clusters Score: Raw -7356734.110006 + Penalty 8630.483833 = -7348103.626172 nChanged 8 Iteration 167Q (254.462438 sec): 17 clusters Score: Raw -7356734.206228 + Penalty 8630.483833 = -7348103.722395 nChanged 11 Iteration 168Q (255.115891 sec): 17 clusters Score: Raw -7356734.355703 + Penalty 8630.483833 = -7348103.871869 nChanged 14 Iteration 169Q (255.808625 sec): 17 clusters Score: Raw -7356734.477508 + Penalty 8630.483833 = -7348103.993674 nChanged 13 Iteration 170Q (256.480632 sec): 17 clusters Score: Raw -7356734.785152 + Penalty 8630.483833 = -7348104.301319 nChanged 20 Iteration 171Q (257.169842 sec): 17 clusters Score: Raw -7356735.126909 + Penalty 8630.483833 = -7348104.643075 nChanged 20 Iteration 172Q (257.855792 sec): 17 clusters Score: Raw -7356735.510200 + Penalty 8630.483833 = -7348105.026366 nChanged 21 Iteration 173Q (258.577183 sec): 17 clusters Score: Raw -7356735.986934 + Penalty 8630.483833 = -7348105.503101 nChanged 23 Iteration 174Q (259.247956 sec): 17 clusters Score: Raw -7356736.525483 + Penalty 8630.483833 = -7348106.041649 nChanged 21 Iteration 175Q (259.921944 sec): 17 clusters Score: Raw -7356736.958252 + Penalty 8630.483833 = -7348106.474418 nChanged 22 Iteration 176Q (260.651408 sec): 17 clusters Score: Raw -7356737.313057 + Penalty 8630.483833 = -7348106.829223 nChanged 17 Iteration 177Q (261.322788 sec): 17 clusters Score: Raw -7356737.577400 + Penalty 8630.483833 = -7348107.093567 nChanged 13 Iteration 178Q (261.981191 sec): 17 clusters Score: Raw -7356737.885899 + Penalty 8630.483833 = -7348107.402066 nChanged 11 Writing temp clu file Because OldScore, -7348107.093567, is greater than current (better) Score,-7348107.402066 Compute initial score before splitting: Score: Raw -7356737.885899 + Penalty 8630.483833 = -7348107.402066 Trying to split cluster 1 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.046311 sec): 2 clusters Score: Raw -56260.353656 + Penalty 321.679273 = -55938.674384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (262.085095 sec): 3 clusters Score: Raw -55676.543597 + Penalty 643.358546 = -55033.185052 nChanged 462 SP:Iteration 1F (262.146967 sec): 3 clusters Score: Raw -55933.757833 + Penalty 643.358546 = -55290.399287 nChanged 73 SP:Iteration 2F (262.192867 sec): 3 clusters Score: Raw -55990.351418 + Penalty 643.358546 = -55346.992872 nChanged 64 SP:Iteration 3F (262.230211 sec): 3 clusters Score: Raw -56036.334529 + Penalty 643.358546 = -55392.975983 nChanged 54 SP:Iteration 4Q (262.281193 sec): 3 clusters Score: Raw -56071.994997 + Penalty 643.358546 = -55428.636452 nChanged 51 SP:Iteration 5Q (262.316042 sec): 3 clusters Score: Raw -56104.232650 + Penalty 643.358546 = -55460.874104 nChanged 48 SP:Iteration 6Q (262.363176 sec): 3 clusters Score: Raw -56138.822719 + Penalty 643.358546 = -55495.464173 nChanged 56 SP:Iteration 7Q (262.409275 sec): 3 clusters Score: Raw -56173.804888 + Penalty 643.358546 = -55530.446343 nChanged 57 SP:Iteration 8Q (262.469726 sec): 3 clusters Score: Raw -56209.127451 + Penalty 643.358546 = -55565.768905 nChanged 58 SP:Iteration 9Q (262.507494 sec): 3 clusters Score: Raw -56255.373762 + Penalty 643.358546 = -55612.015216 nChanged 52 SP:Iteration 10Q (262.548658 sec): 3 clusters Score: Raw -56289.030117 + Penalty 643.358546 = -55645.671571 nChanged 50 SP:Iteration 11Q (262.595352 sec): 3 clusters Score: Raw -56321.469588 + Penalty 643.358546 = -55678.111043 nChanged 34 SP:Iteration 12Q (262.651506 sec): 3 clusters Score: Raw -56341.359092 + Penalty 643.358546 = -55698.000546 nChanged 29 SP:Iteration 13Q (262.703318 sec): 3 clusters Score: Raw -56360.673081 + Penalty 643.358546 = -55717.314535 nChanged 23 SP:Iteration 14Q (262.754575 sec): 3 clusters Score: Raw -56376.049811 + Penalty 643.358546 = -55732.691265 nChanged 31 SP:Iteration 15Q (262.791944 sec): 3 clusters Score: Raw -56392.455509 + Penalty 643.358546 = -55749.096964 nChanged 21 SP:Iteration 16Q (262.851208 sec): 3 clusters Score: Raw -56401.879884 + Penalty 643.358546 = -55758.521338 nChanged 16 SP:Iteration 17Q (262.903967 sec): 3 clusters Score: Raw -56409.288630 + Penalty 643.358546 = -55765.930085 nChanged 10 SP:Iteration 18Q (262.947291 sec): 3 clusters Score: Raw -56411.960655 + Penalty 643.358546 = -55768.602110 nChanged 8 SP:Iteration 19Q (262.998467 sec): 3 clusters Score: Raw -56416.895427 + Penalty 643.358546 = -55773.536881 nChanged 14 SP:Iteration 20F (263.046404 sec): 3 clusters Score: Raw -56422.474311 + Penalty 643.358546 = -55779.115766 nChanged 10 SP:Iteration 21Q (263.084655 sec): 3 clusters Score: Raw -56427.049716 + Penalty 643.358546 = -55783.691170 nChanged 9 SP:Iteration 22Q (263.130971 sec): 3 clusters Score: Raw -56430.550528 + Penalty 643.358546 = -55787.191982 nChanged 8 SP:Iteration 23Q (263.181526 sec): 3 clusters Score: Raw -56434.118587 + Penalty 643.358546 = -55790.760041 nChanged 6 SP:Iteration 24Q (263.226980 sec): 3 clusters Score: Raw -56436.706965 + Penalty 643.358546 = -55793.348419 nChanged 6 SP:Iteration 25Q (263.278198 sec): 3 clusters Score: Raw -56438.517123 + Penalty 643.358546 = -55795.158577 nChanged 2 SP:Iteration 26Q (263.323981 sec): 3 clusters Score: Raw -56439.465048 + Penalty 643.358546 = -55796.106502 nChanged 3 SP:Iteration 27Q (263.376345 sec): 3 clusters Score: Raw -56440.232013 + Penalty 643.358546 = -55796.873468 nChanged 4 SP:Iteration 28Q (263.420099 sec): 3 clusters Score: Raw -56441.871273 + Penalty 643.358546 = -55798.512727 nChanged 1 SP:Iteration 29Q (263.464797 sec): 3 clusters Score: Raw -56442.095351 + Penalty 643.358546 = -55798.736805 nChanged 1 SP:Iteration 30Q (263.502223 sec): 3 clusters Score: Raw -56442.237853 + Penalty 643.358546 = -55798.879308 nChanged 0 SP:Iteration 31F (263.552473 sec): 3 clusters Score: Raw -56442.237853 + Penalty 643.358546 = -55798.879308 nChanged 0 Trying to split cluster 2 (2009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.586285 sec): 2 clusters Score: Raw -106580.751752 + Penalty 346.045353 = -106234.706399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.629193 sec): 3 clusters Score: Raw -105462.261648 + Penalty 692.090705 = -104770.170942 nChanged 863 SP:Iteration 1F (263.683525 sec): 3 clusters Score: Raw -105958.395487 + Penalty 692.090705 = -105266.304781 nChanged 149 SP:Iteration 2F (263.734420 sec): 3 clusters Score: Raw -106049.394799 + Penalty 692.090705 = -105357.304093 nChanged 113 SP:Iteration 3F (263.779009 sec): 3 clusters Score: Raw -106110.194856 + Penalty 692.090705 = -105418.104150 nChanged 89 SP:Iteration 4Q (263.830827 sec): 3 clusters Score: Raw -106152.026066 + Penalty 692.090705 = -105459.935361 nChanged 64 SP:Iteration 5Q (263.868325 sec): 3 clusters Score: Raw -106182.909686 + Penalty 692.090705 = -105490.818980 nChanged 62 SP:Iteration 6Q (263.925372 sec): 3 clusters Score: Raw -106217.034137 + Penalty 692.090705 = -105524.943432 nChanged 60 SP:Iteration 7Q (263.967524 sec): 3 clusters Score: Raw -106247.799087 + Penalty 692.090705 = -105555.708382 nChanged 62 SP:Iteration 8Q (264.018343 sec): 3 clusters Score: Raw -106276.463635 + Penalty 692.090705 = -105584.372929 nChanged 53 SP:Iteration 9Q (264.073041 sec): 3 clusters Score: Raw -106305.196229 + Penalty 692.090705 = -105613.105523 nChanged 43 SP:Iteration 10Q (264.124400 sec): 3 clusters Score: Raw -106328.984058 + Penalty 692.090705 = -105636.893353 nChanged 41 SP:Iteration 11Q (264.176372 sec): 3 clusters Score: Raw -106346.544764 + Penalty 692.090705 = -105654.454059 nChanged 34 SP:Iteration 12Q (264.221990 sec): 3 clusters Score: Raw -106362.330600 + Penalty 692.090705 = -105670.239895 nChanged 25 SP:Iteration 13Q (264.274370 sec): 3 clusters Score: Raw -106375.991256 + Penalty 692.090705 = -105683.900551 nChanged 25 SP:Iteration 14Q (264.311683 sec): 3 clusters Score: Raw -106383.467598 + Penalty 692.090705 = -105691.376893 nChanged 14 SP:Iteration 15Q (264.368684 sec): 3 clusters Score: Raw -106389.339651 + Penalty 692.090705 = -105697.248945 nChanged 13 SP:Iteration 16Q (264.413799 sec): 3 clusters Score: Raw -106393.706406 + Penalty 692.090705 = -105701.615701 nChanged 12 SP:Iteration 17Q (264.462079 sec): 3 clusters Score: Raw -106397.291059 + Penalty 692.090705 = -105705.200354 nChanged 14 SP:Iteration 18Q (264.503014 sec): 3 clusters Score: Raw -106400.996095 + Penalty 692.090705 = -105708.905390 nChanged 15 SP:Iteration 19Q (264.558966 sec): 3 clusters Score: Raw -106405.314808 + Penalty 692.090705 = -105713.224103 nChanged 13 SP:Iteration 20F (264.597088 sec): 3 clusters Score: Raw -106409.324240 + Penalty 692.090705 = -105717.233535 nChanged 13 SP:Iteration 21Q (264.645111 sec): 3 clusters Score: Raw -106415.392533 + Penalty 692.090705 = -105723.301828 nChanged 14 SP:Iteration 22Q (264.682580 sec): 3 clusters Score: Raw -106424.004561 + Penalty 692.090705 = -105731.913856 nChanged 17 SP:Iteration 23Q (264.734008 sec): 3 clusters Score: Raw -106434.179023 + Penalty 692.090705 = -105742.088317 nChanged 21 SP:Iteration 24Q (264.768158 sec): 3 clusters Score: Raw -106445.559925 + Penalty 692.090705 = -105753.469220 nChanged 17 SP:Iteration 25Q (264.822031 sec): 3 clusters Score: Raw -106459.523793 + Penalty 692.090705 = -105767.433088 nChanged 22 SP:Iteration 26Q (264.864569 sec): 3 clusters Score: Raw -106473.416602 + Penalty 692.090705 = -105781.325897 nChanged 21 SP:Iteration 27Q (264.901403 sec): 3 clusters Score: Raw -106484.833430 + Penalty 692.090705 = -105792.742725 nChanged 23 SP:Iteration 28Q (264.946761 sec): 3 clusters Score: Raw -106498.630074 + Penalty 692.090705 = -105806.539369 nChanged 16 SP:Iteration 29Q (264.987510 sec): 3 clusters Score: Raw -106509.153291 + Penalty 692.090705 = -105817.062586 nChanged 20 SP:Iteration 30Q (265.038904 sec): 3 clusters Score: Raw -106523.049630 + Penalty 692.090705 = -105830.958924 nChanged 19 SP:Iteration 31Q (265.081385 sec): 3 clusters Score: Raw -106536.178751 + Penalty 692.090705 = -105844.088046 nChanged 22 SP:Iteration 32Q (265.125250 sec): 3 clusters Score: Raw -106549.566133 + Penalty 692.090705 = -105857.475428 nChanged 21 SP:Iteration 33Q (265.161481 sec): 3 clusters Score: Raw -106565.973433 + Penalty 692.090705 = -105873.882728 nChanged 16 SP:Iteration 34Q (265.209476 sec): 3 clusters Score: Raw -106577.751733 + Penalty 692.090705 = -105885.661028 nChanged 9 SP:Iteration 35Q (265.256902 sec): 3 clusters Score: Raw -106583.287432 + Penalty 692.090705 = -105891.196727 nChanged 8 SP:Iteration 36Q (265.302899 sec): 3 clusters Score: Raw -106587.769526 + Penalty 692.090705 = -105895.678821 nChanged 13 SP:Iteration 37Q (265.339941 sec): 3 clusters Score: Raw -106595.880468 + Penalty 692.090705 = -105903.789763 nChanged 11 SP:Iteration 38Q (265.384140 sec): 3 clusters Score: Raw -106602.867715 + Penalty 692.090705 = -105910.777010 nChanged 10 SP:Iteration 39Q (265.429793 sec): 3 clusters Score: Raw -106613.232491 + Penalty 692.090705 = -105921.141786 nChanged 10 SP:Iteration 40F (265.467155 sec): 3 clusters Score: Raw -106617.706476 + Penalty 692.090705 = -105925.615771 nChanged 4 SP:Iteration 41Q (265.515532 sec): 3 clusters Score: Raw -106619.500123 + Penalty 692.090705 = -105927.409418 nChanged 3 SP:Iteration 42Q (265.561479 sec): 3 clusters Score: Raw -106620.362232 + Penalty 692.090705 = -105928.271527 nChanged 3 SP:Iteration 43Q (265.610070 sec): 3 clusters Score: Raw -106621.331446 + Penalty 692.090705 = -105929.240741 nChanged 1 SP:Iteration 44Q (265.648372 sec): 3 clusters Score: Raw -106621.604022 + Penalty 692.090705 = -105929.513317 nChanged 0 SP:Iteration 45F (265.696339 sec): 3 clusters Score: Raw -106621.604022 + Penalty 692.090705 = -105929.513317 nChanged 0 Trying to split cluster 3 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.715963 sec): 2 clusters Score: Raw -41418.437895 + Penalty 306.369786 = -41112.068109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.761292 sec): 3 clusters Score: Raw -41082.786239 + Penalty 612.739572 = -40470.046667 nChanged 306 SP:Iteration 1F (265.793894 sec): 3 clusters Score: Raw -41364.815922 + Penalty 612.739572 = -40752.076350 nChanged 96 SP:Iteration 2F (265.849438 sec): 3 clusters Score: Raw -41464.017591 + Penalty 612.739572 = -40851.278019 nChanged 51 SP:Iteration 3F (265.897518 sec): 3 clusters Score: Raw -41501.434674 + Penalty 612.739572 = -40888.695102 nChanged 31 SP:Iteration 4Q (265.948728 sec): 3 clusters Score: Raw -41517.251460 + Penalty 612.739572 = -40904.511888 nChanged 17 SP:Iteration 5Q (265.998398 sec): 3 clusters Score: Raw -41524.910575 + Penalty 612.739572 = -40912.171003 nChanged 13 SP:Iteration 6Q (266.049561 sec): 3 clusters Score: Raw -41533.498945 + Penalty 612.739572 = -40920.759373 nChanged 16 SP:Iteration 7Q (266.092564 sec): 3 clusters Score: Raw -41540.406245 + Penalty 612.739572 = -40927.666673 nChanged 7 SP:Iteration 8Q (266.137087 sec): 3 clusters Score: Raw -41544.098021 + Penalty 612.739572 = -40931.358448 nChanged 3 SP:Iteration 9Q (266.183283 sec): 3 clusters Score: Raw -41545.089092 + Penalty 612.739572 = -40932.349520 nChanged 2 SP:Iteration 10Q (266.229523 sec): 3 clusters Score: Raw -41546.244985 + Penalty 612.739572 = -40933.505413 nChanged 2 SP:Iteration 11Q (266.277537 sec): 3 clusters Score: Raw -41546.518983 + Penalty 612.739572 = -40933.779410 nChanged 0 SP:Iteration 12F (266.334529 sec): 3 clusters Score: Raw -41546.518983 + Penalty 612.739572 = -40933.779410 nChanged 0 Trying to split cluster 4 (9857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.357419 sec): 2 clusters Score: Raw -531171.895477 + Penalty 418.415140 = -530753.480337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.407354 sec): 3 clusters Score: Raw -525057.900006 + Penalty 836.830280 = -524221.069726 nChanged 4593 SP:Iteration 1F (266.455345 sec): 3 clusters Score: Raw -527907.522350 + Penalty 836.830280 = -527070.692070 nChanged 731 SP:Iteration 2F (266.506564 sec): 3 clusters Score: Raw -528434.030198 + Penalty 836.830280 = -527597.199918 nChanged 889 SP:Iteration 3F (266.564828 sec): 3 clusters Score: Raw -529184.078889 + Penalty 836.830280 = -528347.248610 nChanged 808 SP:Iteration 4F (266.619685 sec): 3 clusters Score: Raw -529901.563664 + Penalty 836.830280 = -529064.733384 nChanged 620 SP:Iteration 5F (266.675471 sec): 3 clusters Score: Raw -530469.328325 + Penalty 836.830280 = -529632.498046 nChanged 434 SP:Iteration 6Q (266.731844 sec): 3 clusters Score: Raw -530938.702568 + Penalty 836.830280 = -530101.872288 nChanged 318 SP:Iteration 7Q (266.786572 sec): 3 clusters Score: Raw -531297.021387 + Penalty 836.830280 = -530460.191107 nChanged 229 SP:Iteration 8Q (266.830107 sec): 3 clusters Score: Raw -531465.331972 + Penalty 836.830280 = -530628.501692 nChanged 135 SP:Iteration 9Q (266.898203 sec): 3 clusters Score: Raw -531536.190925 + Penalty 836.830280 = -530699.360645 nChanged 101 SP:Iteration 10Q (266.953299 sec): 3 clusters Score: Raw -531572.129187 + Penalty 836.830280 = -530735.298907 nChanged 57 SP:Iteration 11Q (267.009533 sec): 3 clusters Score: Raw -531592.142561 + Penalty 836.830280 = -530755.312281 nChanged 51 SP:Iteration 12Q (267.060057 sec): 3 clusters Score: Raw -531606.422556 + Penalty 836.830280 = -530769.592276 nChanged 47 SP:Iteration 13Q (267.121052 sec): 3 clusters Score: Raw -531617.680768 + Penalty 836.830280 = -530780.850488 nChanged 37 SP:Iteration 14Q (267.174739 sec): 3 clusters Score: Raw -531625.708633 + Penalty 836.830280 = -530788.878353 nChanged 30 SP:Iteration 15Q (267.230239 sec): 3 clusters Score: Raw -531633.112937 + Penalty 836.830280 = -530796.282657 nChanged 18 SP:Iteration 16Q (267.274369 sec): 3 clusters Score: Raw -531636.335281 + Penalty 836.830280 = -530799.505001 nChanged 18 SP:Iteration 17Q (267.335235 sec): 3 clusters Score: Raw -531639.007933 + Penalty 836.830280 = -530802.177654 nChanged 20 SP:Iteration 18Q (267.392171 sec): 3 clusters Score: Raw -531641.452520 + Penalty 836.830280 = -530804.622240 nChanged 16 SP:Iteration 19Q (267.445055 sec): 3 clusters Score: Raw -531643.433204 + Penalty 836.830280 = -530806.602924 nChanged 14 SP:Iteration 20F (267.502911 sec): 3 clusters Score: Raw -531644.505259 + Penalty 836.830280 = -530807.674979 nChanged 6 SP:Iteration 21Q (267.553249 sec): 3 clusters Score: Raw -531645.054474 + Penalty 836.830280 = -530808.224194 nChanged 8 SP:Iteration 22Q (267.598290 sec): 3 clusters Score: Raw -531645.801540 + Penalty 836.830280 = -530808.971260 nChanged 8 SP:Iteration 23Q (267.657639 sec): 3 clusters Score: Raw -531646.398527 + Penalty 836.830280 = -530809.568247 nChanged 6 SP:Iteration 24Q (267.708835 sec): 3 clusters Score: Raw -531646.787115 + Penalty 836.830280 = -530809.956835 nChanged 5 SP:Iteration 25Q (267.761716 sec): 3 clusters Score: Raw -531647.126604 + Penalty 836.830280 = -530810.296324 nChanged 4 SP:Iteration 26Q (267.808408 sec): 3 clusters Score: Raw -531647.405669 + Penalty 836.830280 = -530810.575389 nChanged 6 SP:Iteration 27Q (267.872363 sec): 3 clusters Score: Raw -531647.830216 + Penalty 836.830280 = -530810.999936 nChanged 10 SP:Iteration 28Q (267.928329 sec): 3 clusters Score: Raw -531648.875025 + Penalty 836.830280 = -530812.044745 nChanged 9 SP:Iteration 29Q (267.978495 sec): 3 clusters Score: Raw -531649.797985 + Penalty 836.830280 = -530812.967705 nChanged 12 SP:Iteration 30Q (268.036685 sec): 3 clusters Score: Raw -531651.382021 + Penalty 836.830280 = -530814.551742 nChanged 18 SP:Iteration 31Q (268.087494 sec): 3 clusters Score: Raw -531654.116796 + Penalty 836.830280 = -530817.286516 nChanged 17 SP:Iteration 32Q (268.136737 sec): 3 clusters Score: Raw -531655.521106 + Penalty 836.830280 = -530818.690826 nChanged 12 SP:Iteration 33Q (268.196102 sec): 3 clusters Score: Raw -531656.470090 + Penalty 836.830280 = -530819.639811 nChanged 10 SP:Iteration 34Q (268.258926 sec): 3 clusters Score: Raw -531657.152982 + Penalty 836.830280 = -530820.322703 nChanged 6 SP:Iteration 35Q (268.307755 sec): 3 clusters Score: Raw -531657.761463 + Penalty 836.830280 = -530820.931183 nChanged 7 SP:Iteration 36Q (268.372316 sec): 3 clusters Score: Raw -531658.423291 + Penalty 836.830280 = -530821.593011 nChanged 7 SP:Iteration 37Q (268.416292 sec): 3 clusters Score: Raw -531659.209362 + Penalty 836.830280 = -530822.379082 nChanged 11 SP:Iteration 38Q (268.480645 sec): 3 clusters Score: Raw -531660.678188 + Penalty 836.830280 = -530823.847909 nChanged 9 SP:Iteration 39Q (268.536707 sec): 3 clusters Score: Raw -531661.558223 + Penalty 836.830280 = -530824.727943 nChanged 7 SP:Iteration 40F (268.585980 sec): 3 clusters Score: Raw -531662.687656 + Penalty 836.830280 = -530825.857376 nChanged 5 SP:Iteration 41Q (268.628968 sec): 3 clusters Score: Raw -531662.977797 + Penalty 836.830280 = -530826.147517 nChanged 3 SP:Iteration 42Q (268.679339 sec): 3 clusters Score: Raw -531663.179071 + Penalty 836.830280 = -530826.348792 nChanged 3 SP:Iteration 43Q (268.744488 sec): 3 clusters Score: Raw -531663.357947 + Penalty 836.830280 = -530826.527667 nChanged 2 SP:Iteration 44Q (268.799564 sec): 3 clusters Score: Raw -531663.461771 + Penalty 836.830280 = -530826.631491 nChanged 0 SP:Iteration 45F (268.854432 sec): 3 clusters Score: Raw -531663.461771 + Penalty 836.830280 = -530826.631491 nChanged 0 Score: Raw -7357229.580777 + Penalty 9169.889073 = -7348059.691704 Splitting cluster 4 changes total score from -7348107.402066 to -7348059.691704 So it's not getting split. Trying to split cluster 5 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.992081 sec): 2 clusters Score: Raw -16202.861787 + Penalty 267.436978 = -15935.424809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.038461 sec): 3 clusters Score: Raw -16133.141352 + Penalty 534.873956 = -15598.267396 nChanged 119 SP:Iteration 1F (270.086902 sec): 3 clusters Score: Raw -16284.759986 + Penalty 534.873956 = -15749.886030 nChanged 28 SP:Iteration 2F (270.124283 sec): 3 clusters Score: Raw -16359.134590 + Penalty 534.873956 = -15824.260634 nChanged 23 SP:Iteration 3F (270.170906 sec): 3 clusters Score: Raw -16431.291044 + Penalty 534.873956 = -15896.417087 nChanged 14 SP:Iteration 4Q (270.223212 sec): 3 clusters Score: Raw -16445.717102 + Penalty 534.873956 = -15910.843146 nChanged 6 SP:Iteration 5Q (270.266758 sec): 3 clusters Score: Raw -16453.226134 + Penalty 534.873956 = -15918.352177 nChanged 2 SP:Iteration 6Q (270.313417 sec): 3 clusters Score: Raw -16454.486754 + Penalty 534.873956 = -15919.612798 nChanged 0 SP:Iteration 7F (270.364123 sec): 3 clusters Score: Raw -16454.486754 + Penalty 534.873956 = -15919.612798 nChanged 0 Trying to split cluster 6 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.384597 sec): 2 clusters Score: Raw -23143.627296 + Penalty 271.342860 = -22872.284435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.430240 sec): 3 clusters Score: Raw -22990.537477 + Penalty 542.685720 = -22447.851756 nChanged 135 SP:Iteration 1F (270.472158 sec): 3 clusters Score: Raw -23083.497587 + Penalty 542.685720 = -22540.811867 nChanged 32 SP:Iteration 2F (270.529691 sec): 3 clusters Score: Raw -23106.316548 + Penalty 542.685720 = -22563.630828 nChanged 15 SP:Iteration 3Q (270.576707 sec): 3 clusters Score: Raw -23117.310568 + Penalty 542.685720 = -22574.624848 nChanged 15 SP:Iteration 4Q (270.612934 sec): 3 clusters Score: Raw -23127.037770 + Penalty 542.685720 = -22584.352050 nChanged 5 SP:Iteration 5Q (270.666128 sec): 3 clusters Score: Raw -23131.842440 + Penalty 542.685720 = -22589.156720 nChanged 5 SP:Iteration 6Q (270.714928 sec): 3 clusters Score: Raw -23135.098911 + Penalty 542.685720 = -22592.413191 nChanged 4 SP:Iteration 7Q (270.769838 sec): 3 clusters Score: Raw -23137.534145 + Penalty 542.685720 = -22594.848425 nChanged 1 SP:Iteration 8Q (270.818897 sec): 3 clusters Score: Raw -23137.943860 + Penalty 542.685720 = -22595.258140 nChanged 0 SP:Iteration 9F (270.863830 sec): 3 clusters Score: Raw -23137.943860 + Penalty 542.685720 = -22595.258140 nChanged 0 Trying to split cluster 7 (9719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.893899 sec): 2 clusters Score: Raw -541861.822244 + Penalty 417.773630 = -541444.048614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.939375 sec): 3 clusters Score: Raw -535753.823176 + Penalty 835.547259 = -534918.275917 nChanged 4521 SP:Iteration 1F (270.997119 sec): 3 clusters Score: Raw -538391.335184 + Penalty 835.547259 = -537555.787925 nChanged 572 SP:Iteration 2F (271.061273 sec): 3 clusters Score: Raw -538664.397273 + Penalty 835.547259 = -537828.850013 nChanged 668 SP:Iteration 3F (271.111642 sec): 3 clusters Score: Raw -539060.946969 + Penalty 835.547259 = -538225.399710 nChanged 752 SP:Iteration 4F (271.167053 sec): 3 clusters Score: Raw -539608.606671 + Penalty 835.547259 = -538773.059412 nChanged 780 SP:Iteration 5F (271.223895 sec): 3 clusters Score: Raw -540255.111307 + Penalty 835.547259 = -539419.564048 nChanged 655 SP:Iteration 6F (271.276870 sec): 3 clusters Score: Raw -540812.185837 + Penalty 835.547259 = -539976.638578 nChanged 517 SP:Iteration 7F (271.335332 sec): 3 clusters Score: Raw -541294.612006 + Penalty 835.547259 = -540459.064747 nChanged 353 SP:Iteration 8Q (271.394565 sec): 3 clusters Score: Raw -541604.835311 + Penalty 835.547259 = -540769.288052 nChanged 203 SP:Iteration 9Q (271.454907 sec): 3 clusters Score: Raw -541793.759150 + Penalty 835.547259 = -540958.211891 nChanged 127 SP:Iteration 10Q (271.508145 sec): 3 clusters Score: Raw -541914.372059 + Penalty 835.547259 = -541078.824800 nChanged 61 SP:Iteration 11Q (271.564219 sec): 3 clusters Score: Raw -541966.717338 + Penalty 835.547259 = -541131.170079 nChanged 37 SP:Iteration 12Q (271.610095 sec): 3 clusters Score: Raw -541997.862740 + Penalty 835.547259 = -541162.315481 nChanged 34 SP:Iteration 13Q (271.662576 sec): 3 clusters Score: Raw -542021.677129 + Penalty 835.547259 = -541186.129870 nChanged 22 SP:Iteration 14Q (271.720945 sec): 3 clusters Score: Raw -542034.620531 + Penalty 835.547259 = -541199.073272 nChanged 20 SP:Iteration 15Q (271.782881 sec): 3 clusters Score: Raw -542045.032542 + Penalty 835.547259 = -541209.485283 nChanged 22 SP:Iteration 16Q (271.841759 sec): 3 clusters Score: Raw -542054.957829 + Penalty 835.547259 = -541219.410570 nChanged 12 SP:Iteration 17Q (271.893645 sec): 3 clusters Score: Raw -542061.688472 + Penalty 835.547259 = -541226.141213 nChanged 12 SP:Iteration 18Q (271.950138 sec): 3 clusters Score: Raw -542070.604266 + Penalty 835.547259 = -541235.057007 nChanged 17 SP:Iteration 19Q (272.007377 sec): 3 clusters Score: Raw -542080.564126 + Penalty 835.547259 = -541245.016867 nChanged 10 SP:Iteration 20F (272.065445 sec): 3 clusters Score: Raw -542082.925080 + Penalty 835.547259 = -541247.377821 nChanged 5 SP:Iteration 21Q (272.116349 sec): 3 clusters Score: Raw -542085.984248 + Penalty 835.547259 = -541250.436989 nChanged 7 SP:Iteration 22Q (272.170069 sec): 3 clusters Score: Raw -542089.543965 + Penalty 835.547259 = -541253.996706 nChanged 6 SP:Iteration 23Q (272.233805 sec): 3 clusters Score: Raw -542092.201194 + Penalty 835.547259 = -541256.653935 nChanged 3 SP:Iteration 24Q (272.290619 sec): 3 clusters Score: Raw -542093.239080 + Penalty 835.547259 = -541257.691821 nChanged 6 SP:Iteration 25Q (272.343221 sec): 3 clusters Score: Raw -542095.288013 + Penalty 835.547259 = -541259.740754 nChanged 3 SP:Iteration 26Q (272.398499 sec): 3 clusters Score: Raw -542096.130821 + Penalty 835.547259 = -541260.583562 nChanged 3 SP:Iteration 27Q (272.454766 sec): 3 clusters Score: Raw -542096.852860 + Penalty 835.547259 = -541261.305601 nChanged 1 SP:Iteration 28Q (272.509295 sec): 3 clusters Score: Raw -542097.064811 + Penalty 835.547259 = -541261.517552 nChanged 0 SP:Iteration 29F (272.559322 sec): 3 clusters Score: Raw -542097.064811 + Penalty 835.547259 = -541261.517552 nChanged 0 Trying to split cluster 8 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.585986 sec): 2 clusters Score: Raw -27733.808920 + Penalty 292.771867 = -27441.037053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.618680 sec): 3 clusters Score: Raw -27502.476088 + Penalty 585.543733 = -26916.932355 nChanged 248 SP:Iteration 1F (272.664847 sec): 3 clusters Score: Raw -27724.312433 + Penalty 585.543733 = -27138.768699 nChanged 76 SP:Iteration 2F (272.718735 sec): 3 clusters Score: Raw -27815.647179 + Penalty 585.543733 = -27230.103446 nChanged 41 SP:Iteration 3F (272.767002 sec): 3 clusters Score: Raw -27865.395677 + Penalty 585.543733 = -27279.851944 nChanged 22 SP:Iteration 4Q (272.811407 sec): 3 clusters Score: Raw -27904.230515 + Penalty 585.543733 = -27318.686782 nChanged 26 SP:Iteration 5Q (272.850689 sec): 3 clusters Score: Raw -27943.374697 + Penalty 585.543733 = -27357.830964 nChanged 18 SP:Iteration 6Q (272.904428 sec): 3 clusters Score: Raw -27980.002104 + Penalty 585.543733 = -27394.458370 nChanged 14 SP:Iteration 7Q (272.944074 sec): 3 clusters Score: Raw -27989.173121 + Penalty 585.543733 = -27403.629388 nChanged 10 SP:Iteration 8Q (272.984314 sec): 3 clusters Score: Raw -27995.515045 + Penalty 585.543733 = -27409.971312 nChanged 6 SP:Iteration 9Q (273.036911 sec): 3 clusters Score: Raw -27999.720288 + Penalty 585.543733 = -27414.176555 nChanged 9 SP:Iteration 10Q (273.092713 sec): 3 clusters Score: Raw -28003.545308 + Penalty 585.543733 = -27418.001575 nChanged 3 SP:Iteration 11Q (273.133964 sec): 3 clusters Score: Raw -28005.943263 + Penalty 585.543733 = -27420.399529 nChanged 7 SP:Iteration 12Q (273.184155 sec): 3 clusters Score: Raw -28013.539175 + Penalty 585.543733 = -27427.995442 nChanged 8 SP:Iteration 13Q (273.231357 sec): 3 clusters Score: Raw -28020.953563 + Penalty 585.543733 = -27435.409830 nChanged 8 SP:Iteration 14Q (273.272790 sec): 3 clusters Score: Raw -28026.342237 + Penalty 585.543733 = -27440.798504 nChanged 7 SP:Iteration 15Q (273.324710 sec): 3 clusters Score: Raw -28030.680383 + Penalty 585.543733 = -27445.136650 nChanged 4 SP:Iteration 16Q (273.376900 sec): 3 clusters Score: Raw -28032.885434 + Penalty 585.543733 = -27447.341700 nChanged 4 SP:Iteration 17Q (273.426347 sec): 3 clusters Score: Raw -28036.547588 + Penalty 585.543733 = -27451.003855 nChanged 2 SP:Iteration 18Q (273.475158 sec): 3 clusters Score: Raw -28038.396681 + Penalty 585.543733 = -27452.852948 nChanged 1 SP:Iteration 19Q (273.518431 sec): 3 clusters Score: Raw -28039.062682 + Penalty 585.543733 = -27453.518949 nChanged 2 SP:Iteration 20F (273.567537 sec): 3 clusters Score: Raw -28040.861046 + Penalty 585.543733 = -27455.317313 nChanged 1 SP:Iteration 21Q (273.617429 sec): 3 clusters Score: Raw -28041.116585 + Penalty 585.543733 = -27455.572852 nChanged 0 SP:Iteration 22F (273.667699 sec): 3 clusters Score: Raw -28041.116585 + Penalty 585.543733 = -27455.572852 nChanged 0 Score: Raw -7357045.322148 + Penalty 9169.889073 = -7347875.433075 Splitting cluster 8 changes total score from -7348107.402066 to -7347875.433075 So it's not getting split. Trying to split cluster 9 (8709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.800660 sec): 2 clusters Score: Raw -436306.188920 + Penalty 412.781107 = -435893.407812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.852552 sec): 3 clusters Score: Raw -430840.740831 + Penalty 825.562215 = -430015.178616 nChanged 4015 SP:Iteration 1F (274.905953 sec): 3 clusters Score: Raw -433215.271582 + Penalty 825.562215 = -432389.709367 nChanged 749 SP:Iteration 2F (274.963133 sec): 3 clusters Score: Raw -433795.051017 + Penalty 825.562215 = -432969.488802 nChanged 881 SP:Iteration 3F (275.017054 sec): 3 clusters Score: Raw -434584.417379 + Penalty 825.562215 = -433758.855164 nChanged 729 SP:Iteration 4F (275.071433 sec): 3 clusters Score: Raw -435245.242941 + Penalty 825.562215 = -434419.680726 nChanged 511 SP:Iteration 5F (275.124959 sec): 3 clusters Score: Raw -435710.897438 + Penalty 825.562215 = -434885.335223 nChanged 330 SP:Iteration 6Q (275.184735 sec): 3 clusters Score: Raw -436007.194132 + Penalty 825.562215 = -435181.631917 nChanged 195 SP:Iteration 7Q (275.238230 sec): 3 clusters Score: Raw -436167.299480 + Penalty 825.562215 = -435341.737265 nChanged 111 SP:Iteration 8Q (275.284872 sec): 3 clusters Score: Raw -436241.662453 + Penalty 825.562215 = -435416.100238 nChanged 74 SP:Iteration 9Q (275.344996 sec): 3 clusters Score: Raw -436278.109078 + Penalty 825.562215 = -435452.546863 nChanged 47 SP:Iteration 10Q (275.390428 sec): 3 clusters Score: Raw -436307.906390 + Penalty 825.562215 = -435482.344175 nChanged 44 SP:Iteration 11Q (275.455161 sec): 3 clusters Score: Raw -436332.962552 + Penalty 825.562215 = -435507.400337 nChanged 24 SP:Iteration 12Q (275.508480 sec): 3 clusters Score: Raw -436340.450119 + Penalty 825.562215 = -435514.887904 nChanged 14 SP:Iteration 13Q (275.565703 sec): 3 clusters Score: Raw -436343.891923 + Penalty 825.562215 = -435518.329708 nChanged 13 SP:Iteration 14Q (275.623741 sec): 3 clusters Score: Raw -436350.605533 + Penalty 825.562215 = -435525.043318 nChanged 16 SP:Iteration 15Q (275.666421 sec): 3 clusters Score: Raw -436355.422544 + Penalty 825.562215 = -435529.860329 nChanged 5 SP:Iteration 16Q (275.730099 sec): 3 clusters Score: Raw -436356.725226 + Penalty 825.562215 = -435531.163011 nChanged 6 SP:Iteration 17Q (275.775904 sec): 3 clusters Score: Raw -436357.842916 + Penalty 825.562215 = -435532.280701 nChanged 3 SP:Iteration 18Q (275.830767 sec): 3 clusters Score: Raw -436358.369890 + Penalty 825.562215 = -435532.807675 nChanged 1 SP:Iteration 19Q (275.886926 sec): 3 clusters Score: Raw -436358.649466 + Penalty 825.562215 = -435533.087251 nChanged 1 SP:Iteration 20F (275.952925 sec): 3 clusters Score: Raw -436358.852838 + Penalty 825.562215 = -435533.290623 nChanged 3 SP:Iteration 21Q (276.009242 sec): 3 clusters Score: Raw -436359.971883 + Penalty 825.562215 = -435534.409668 nChanged 4 SP:Iteration 22Q (276.052848 sec): 3 clusters Score: Raw -436361.048331 + Penalty 825.562215 = -435535.486116 nChanged 4 SP:Iteration 23Q (276.107808 sec): 3 clusters Score: Raw -436362.494577 + Penalty 825.562215 = -435536.932362 nChanged 4 SP:Iteration 24Q (276.161971 sec): 3 clusters Score: Raw -436363.349207 + Penalty 825.562215 = -435537.786992 nChanged 4 SP:Iteration 25Q (276.226552 sec): 3 clusters Score: Raw -436363.986896 + Penalty 825.562215 = -435538.424681 nChanged 3 SP:Iteration 26Q (276.273545 sec): 3 clusters Score: Raw -436364.640791 + Penalty 825.562215 = -435539.078576 nChanged 1 SP:Iteration 27Q (276.328821 sec): 3 clusters Score: Raw -436364.696499 + Penalty 825.562215 = -435539.134284 nChanged 0 SP:Iteration 28F (276.384465 sec): 3 clusters Score: Raw -436364.696499 + Penalty 825.562215 = -435539.134284 nChanged 0 Trying to split cluster 10 (47413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.455854 sec): 2 clusters Score: Raw -2626017.339192 + Penalty 489.882654 = -2625527.456538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.548846 sec): 3 clusters Score: Raw -2594734.236522 + Penalty 979.765308 = -2593754.471215 nChanged 22752 SP:Iteration 1F (276.637603 sec): 3 clusters Score: Raw -2608709.936927 + Penalty 979.765308 = -2607730.171620 nChanged 2219 SP:Iteration 2Q (276.729910 sec): 3 clusters Score: Raw -2609732.853174 + Penalty 979.765308 = -2608753.087866 nChanged 2510 SP:Iteration 3F (276.817621 sec): 3 clusters Score: Raw -2611261.795786 + Penalty 979.765308 = -2610282.030479 nChanged 2982 SP:Iteration 4F (276.907471 sec): 3 clusters Score: Raw -2613425.275810 + Penalty 979.765308 = -2612445.510502 nChanged 3096 SP:Iteration 5F (277.001881 sec): 3 clusters Score: Raw -2615883.999693 + Penalty 979.765308 = -2614904.234385 nChanged 2821 SP:Iteration 6F (277.092762 sec): 3 clusters Score: Raw -2617832.678818 + Penalty 979.765308 = -2616852.913510 nChanged 2257 SP:Iteration 7Q (277.183848 sec): 3 clusters Score: Raw -2618810.239744 + Penalty 979.765308 = -2617830.474436 nChanged 1290 SP:Iteration 8Q (277.276217 sec): 3 clusters Score: Raw -2619162.955008 + Penalty 979.765308 = -2618183.189701 nChanged 761 SP:Iteration 9Q (277.369740 sec): 3 clusters Score: Raw -2619352.737909 + Penalty 979.765308 = -2618372.972601 nChanged 609 SP:Iteration 10Q (277.462438 sec): 3 clusters Score: Raw -2619498.712406 + Penalty 979.765308 = -2618518.947098 nChanged 597 SP:Iteration 11Q (277.540942 sec): 3 clusters Score: Raw -2619658.859085 + Penalty 979.765308 = -2618679.093778 nChanged 622 SP:Iteration 12Q (277.641549 sec): 3 clusters Score: Raw -2619827.238301 + Penalty 979.765308 = -2618847.472994 nChanged 620 SP:Iteration 13Q (277.733819 sec): 3 clusters Score: Raw -2619996.470373 + Penalty 979.765308 = -2619016.705065 nChanged 601 SP:Iteration 14Q (277.820992 sec): 3 clusters Score: Raw -2620147.543922 + Penalty 979.765308 = -2619167.778614 nChanged 591 SP:Iteration 15Q (277.917113 sec): 3 clusters Score: Raw -2620291.875038 + Penalty 979.765308 = -2619312.109730 nChanged 543 SP:Iteration 16Q (277.992202 sec): 3 clusters Score: Raw -2620428.135644 + Penalty 979.765308 = -2619448.370336 nChanged 528 SP:Iteration 17Q (278.081181 sec): 3 clusters Score: Raw -2620547.322613 + Penalty 979.765308 = -2619567.557305 nChanged 458 SP:Iteration 18Q (278.179076 sec): 3 clusters Score: Raw -2620638.215976 + Penalty 979.765308 = -2619658.450668 nChanged 452 SP:Iteration 19Q (278.258087 sec): 3 clusters Score: Raw -2620730.323468 + Penalty 979.765308 = -2619750.558161 nChanged 462 SP:Iteration 20F (278.355090 sec): 3 clusters Score: Raw -2620820.868489 + Penalty 979.765308 = -2619841.103181 nChanged 429 SP:Iteration 21Q (278.445250 sec): 3 clusters Score: Raw -2620908.610077 + Penalty 979.765308 = -2619928.844769 nChanged 461 SP:Iteration 22Q (278.534680 sec): 3 clusters Score: Raw -2620994.043287 + Penalty 979.765308 = -2620014.277980 nChanged 417 SP:Iteration 23Q (278.623548 sec): 3 clusters Score: Raw -2621069.479855 + Penalty 979.765308 = -2620089.714547 nChanged 428 SP:Iteration 24Q (278.715722 sec): 3 clusters Score: Raw -2621154.316923 + Penalty 979.765308 = -2620174.551616 nChanged 467 SP:Iteration 25Q (278.808924 sec): 3 clusters Score: Raw -2621256.165830 + Penalty 979.765308 = -2620276.400523 nChanged 497 SP:Iteration 26Q (278.900244 sec): 3 clusters Score: Raw -2621366.482876 + Penalty 979.765308 = -2620386.717568 nChanged 529 SP:Iteration 27Q (278.991045 sec): 3 clusters Score: Raw -2621491.456770 + Penalty 979.765308 = -2620511.691463 nChanged 548 SP:Iteration 28Q (279.079058 sec): 3 clusters Score: Raw -2621636.395988 + Penalty 979.765308 = -2620656.630680 nChanged 580 SP:Iteration 29Q (279.170191 sec): 3 clusters Score: Raw -2621789.772313 + Penalty 979.765308 = -2620810.007006 nChanged 605 SP:Iteration 30Q (279.257358 sec): 3 clusters Score: Raw -2621958.492843 + Penalty 979.765308 = -2620978.727535 nChanged 573 SP:Iteration 31Q (279.344170 sec): 3 clusters Score: Raw -2622125.048978 + Penalty 979.765308 = -2621145.283671 nChanged 555 SP:Iteration 32Q (279.426046 sec): 3 clusters Score: Raw -2622277.493712 + Penalty 979.765308 = -2621297.728404 nChanged 556 SP:Iteration 33Q (279.502993 sec): 3 clusters Score: Raw -2622437.962235 + Penalty 979.765308 = -2621458.196928 nChanged 604 SP:Iteration 34Q (279.603216 sec): 3 clusters Score: Raw -2622634.819057 + Penalty 979.765308 = -2621655.053750 nChanged 655 SP:Iteration 35Q (279.685326 sec): 3 clusters Score: Raw -2622874.823153 + Penalty 979.765308 = -2621895.057846 nChanged 663 SP:Iteration 36Q (279.780873 sec): 3 clusters Score: Raw -2623136.098337 + Penalty 979.765308 = -2622156.333029 nChanged 677 SP:Iteration 37Q (279.866586 sec): 3 clusters Score: Raw -2623430.465166 + Penalty 979.765308 = -2622450.699859 nChanged 647 SP:Iteration 38Q (279.943606 sec): 3 clusters Score: Raw -2623726.817196 + Penalty 979.765308 = -2622747.051888 nChanged 585 SP:Iteration 39Q (280.039764 sec): 3 clusters Score: Raw -2624012.301776 + Penalty 979.765308 = -2623032.536468 nChanged 574 SP:Iteration 40F (280.126062 sec): 3 clusters Score: Raw -2624313.540349 + Penalty 979.765308 = -2623333.775042 nChanged 513 SP:Iteration 41Q (280.223846 sec): 3 clusters Score: Raw -2624592.081525 + Penalty 979.765308 = -2623612.316217 nChanged 482 SP:Iteration 42Q (280.307403 sec): 3 clusters Score: Raw -2624889.344678 + Penalty 979.765308 = -2623909.579371 nChanged 440 SP:Iteration 43Q (280.388138 sec): 3 clusters Score: Raw -2625161.130060 + Penalty 979.765308 = -2624181.364752 nChanged 378 SP:Iteration 44Q (280.470661 sec): 3 clusters Score: Raw -2625382.003267 + Penalty 979.765308 = -2624402.237959 nChanged 332 SP:Iteration 45Q (280.554354 sec): 3 clusters Score: Raw -2625566.733457 + Penalty 979.765308 = -2624586.968150 nChanged 295 SP:Iteration 46Q (280.625020 sec): 3 clusters Score: Raw -2625719.573175 + Penalty 979.765308 = -2624739.807868 nChanged 299 SP:Iteration 47Q (280.717898 sec): 3 clusters Score: Raw -2625867.482256 + Penalty 979.765308 = -2624887.716949 nChanged 269 SP:Iteration 48Q (280.802421 sec): 3 clusters Score: Raw -2625975.802434 + Penalty 979.765308 = -2624996.037126 nChanged 207 SP:Iteration 49Q (280.885475 sec): 3 clusters Score: Raw -2626054.534214 + Penalty 979.765308 = -2625074.768907 nChanged 185 SP:Iteration 50Q (280.972432 sec): 3 clusters Score: Raw -2626117.057982 + Penalty 979.765308 = -2625137.292674 nChanged 146 SP:Iteration 51Q (281.052093 sec): 3 clusters Score: Raw -2626157.274180 + Penalty 979.765308 = -2625177.508872 nChanged 108 SP:Iteration 52Q (281.121693 sec): 3 clusters Score: Raw -2626180.083889 + Penalty 979.765308 = -2625200.318581 nChanged 95 SP:Iteration 53Q (281.211800 sec): 3 clusters Score: Raw -2626196.911110 + Penalty 979.765308 = -2625217.145802 nChanged 69 SP:Iteration 54Q (281.292491 sec): 3 clusters Score: Raw -2626209.163763 + Penalty 979.765308 = -2625229.398455 nChanged 53 SP:Iteration 55Q (281.373231 sec): 3 clusters Score: Raw -2626216.062769 + Penalty 979.765308 = -2625236.297461 nChanged 38 SP:Iteration 56Q (281.469309 sec): 3 clusters Score: Raw -2626220.129559 + Penalty 979.765308 = -2625240.364252 nChanged 30 SP:Iteration 57Q (281.550809 sec): 3 clusters Score: Raw -2626223.649192 + Penalty 979.765308 = -2625243.883885 nChanged 28 SP:Iteration 58Q (281.633878 sec): 3 clusters Score: Raw -2626226.420719 + Penalty 979.765308 = -2625246.655412 nChanged 25 SP:Iteration 59Q (281.717880 sec): 3 clusters Score: Raw -2626229.434721 + Penalty 979.765308 = -2625249.669414 nChanged 23 SP:Iteration 60F (281.800145 sec): 3 clusters Score: Raw -2626234.316397 + Penalty 979.765308 = -2625254.551089 nChanged 28 SP:Iteration 61Q (281.880371 sec): 3 clusters Score: Raw -2626237.442353 + Penalty 979.765308 = -2625257.677046 nChanged 28 SP:Iteration 62Q (281.955718 sec): 3 clusters Score: Raw -2626240.026775 + Penalty 979.765308 = -2625260.261467 nChanged 27 SP:Iteration 63Q (282.035483 sec): 3 clusters Score: Raw -2626242.619884 + Penalty 979.765308 = -2625262.854577 nChanged 29 SP:Iteration 64Q (282.119160 sec): 3 clusters Score: Raw -2626245.948431 + Penalty 979.765308 = -2625266.183124 nChanged 30 SP:Iteration 65Q (282.199873 sec): 3 clusters Score: Raw -2626249.425518 + Penalty 979.765308 = -2625269.660210 nChanged 25 SP:Iteration 66Q (282.277910 sec): 3 clusters Score: Raw -2626251.914180 + Penalty 979.765308 = -2625272.148872 nChanged 18 SP:Iteration 67Q (282.360773 sec): 3 clusters Score: Raw -2626253.609212 + Penalty 979.765308 = -2625273.843904 nChanged 20 SP:Iteration 68Q (282.443778 sec): 3 clusters Score: Raw -2626255.200654 + Penalty 979.765308 = -2625275.435347 nChanged 19 SP:Iteration 69Q (282.525560 sec): 3 clusters Score: Raw -2626256.663475 + Penalty 979.765308 = -2625276.898167 nChanged 11 SP:Iteration 70Q (282.603551 sec): 3 clusters Score: Raw -2626257.333437 + Penalty 979.765308 = -2625277.568130 nChanged 9 SP:Iteration 71Q (282.683770 sec): 3 clusters Score: Raw -2626257.751462 + Penalty 979.765308 = -2625277.986154 nChanged 2 SP:Iteration 72Q (282.765161 sec): 3 clusters Score: Raw -2626257.838703 + Penalty 979.765308 = -2625278.073396 nChanged 2 SP:Iteration 73Q (282.843021 sec): 3 clusters Score: Raw -2626257.901983 + Penalty 979.765308 = -2625278.136676 nChanged 3 SP:Iteration 74Q (282.931830 sec): 3 clusters Score: Raw -2626257.957284 + Penalty 979.765308 = -2625278.191976 nChanged 0 SP:Iteration 75F (283.023140 sec): 3 clusters Score: Raw -2626257.957284 + Penalty 979.765308 = -2625278.191976 nChanged 0 Trying to split cluster 11 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.053104 sec): 2 clusters Score: Raw -58417.295507 + Penalty 316.825144 = -58100.470362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.099706 sec): 3 clusters Score: Raw -57902.265251 + Penalty 633.650289 = -57268.614962 nChanged 392 SP:Iteration 1F (283.149488 sec): 3 clusters Score: Raw -58132.136656 + Penalty 633.650289 = -57498.486368 nChanged 77 SP:Iteration 2F (283.196149 sec): 3 clusters Score: Raw -58179.096265 + Penalty 633.650289 = -57545.445977 nChanged 63 SP:Iteration 3F (283.242586 sec): 3 clusters Score: Raw -58220.734178 + Penalty 633.650289 = -57587.083890 nChanged 57 SP:Iteration 4F (283.298820 sec): 3 clusters Score: Raw -58264.014195 + Penalty 633.650289 = -57630.363906 nChanged 46 SP:Iteration 5Q (283.341203 sec): 3 clusters Score: Raw -58295.212705 + Penalty 633.650289 = -57661.562417 nChanged 43 SP:Iteration 6Q (283.392892 sec): 3 clusters Score: Raw -58322.587246 + Penalty 633.650289 = -57688.936957 nChanged 35 SP:Iteration 7Q (283.451536 sec): 3 clusters Score: Raw -58350.607910 + Penalty 633.650289 = -57716.957621 nChanged 31 SP:Iteration 8Q (283.499595 sec): 3 clusters Score: Raw -58373.644373 + Penalty 633.650289 = -57739.994084 nChanged 25 SP:Iteration 9Q (283.549339 sec): 3 clusters Score: Raw -58390.422041 + Penalty 633.650289 = -57756.771752 nChanged 24 SP:Iteration 10Q (283.594087 sec): 3 clusters Score: Raw -58409.869278 + Penalty 633.650289 = -57776.218989 nChanged 12 SP:Iteration 11Q (283.642048 sec): 3 clusters Score: Raw -58419.960446 + Penalty 633.650289 = -57786.310157 nChanged 10 SP:Iteration 12Q (283.690977 sec): 3 clusters Score: Raw -58428.134386 + Penalty 633.650289 = -57794.484097 nChanged 10 SP:Iteration 13Q (283.742219 sec): 3 clusters Score: Raw -58438.720810 + Penalty 633.650289 = -57805.070521 nChanged 8 SP:Iteration 14Q (283.784186 sec): 3 clusters Score: Raw -58448.555383 + Penalty 633.650289 = -57814.905094 nChanged 8 SP:Iteration 15Q (283.829370 sec): 3 clusters Score: Raw -58458.738876 + Penalty 633.650289 = -57825.088587 nChanged 7 SP:Iteration 16Q (283.877779 sec): 3 clusters Score: Raw -58464.570283 + Penalty 633.650289 = -57830.919995 nChanged 3 SP:Iteration 17Q (283.929617 sec): 3 clusters Score: Raw -58468.369358 + Penalty 633.650289 = -57834.719069 nChanged 3 SP:Iteration 18Q (283.980111 sec): 3 clusters Score: Raw -58469.907342 + Penalty 633.650289 = -57836.257054 nChanged 3 SP:Iteration 19Q (284.024900 sec): 3 clusters Score: Raw -58474.325664 + Penalty 633.650289 = -57840.675375 nChanged 2 SP:Iteration 20F (284.079336 sec): 3 clusters Score: Raw -58476.362403 + Penalty 633.650289 = -57842.712114 nChanged 0 Trying to split cluster 12 (7907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (284.112530 sec): 2 clusters Score: Raw -433821.942394 + Penalty 408.385419 = -433413.556974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (284.161276 sec): 3 clusters Score: Raw -428902.148865 + Penalty 816.770839 = -428085.378026 nChanged 3709 SP:Iteration 1F (284.221166 sec): 3 clusters Score: Raw -431494.437777 + Penalty 816.770839 = -430677.666939 nChanged 737 SP:Iteration 2F (284.261292 sec): 3 clusters Score: Raw -432162.658045 + Penalty 816.770839 = -431345.887206 nChanged 660 SP:Iteration 3F (284.321963 sec): 3 clusters Score: Raw -432739.487709 + Penalty 816.770839 = -431922.716870 nChanged 483 SP:Iteration 4F (284.377555 sec): 3 clusters Score: Raw -433145.821393 + Penalty 816.770839 = -432329.050554 nChanged 317 SP:Iteration 5Q (284.428411 sec): 3 clusters Score: Raw -433356.506688 + Penalty 816.770839 = -432539.735849 nChanged 211 SP:Iteration 6Q (284.494073 sec): 3 clusters Score: Raw -433473.382135 + Penalty 816.770839 = -432656.611296 nChanged 152 SP:Iteration 7Q (284.548330 sec): 3 clusters Score: Raw -433539.817162 + Penalty 816.770839 = -432723.046323 nChanged 108 SP:Iteration 8Q (284.590682 sec): 3 clusters Score: Raw -433584.674660 + Penalty 816.770839 = -432767.903821 nChanged 107 SP:Iteration 9Q (284.656092 sec): 3 clusters Score: Raw -433628.901697 + Penalty 816.770839 = -432812.130858 nChanged 101 SP:Iteration 10Q (284.711163 sec): 3 clusters Score: Raw -433671.285101 + Penalty 816.770839 = -432854.514262 nChanged 85 SP:Iteration 11Q (284.762526 sec): 3 clusters Score: Raw -433706.318604 + Penalty 816.770839 = -432889.547765 nChanged 71 SP:Iteration 12Q (284.813621 sec): 3 clusters Score: Raw -433735.489733 + Penalty 816.770839 = -432918.718895 nChanged 62 SP:Iteration 13Q (284.868440 sec): 3 clusters Score: Raw -433764.411967 + Penalty 816.770839 = -432947.641128 nChanged 65 SP:Iteration 14Q (284.923767 sec): 3 clusters Score: Raw -433792.147669 + Penalty 816.770839 = -432975.376831 nChanged 62 SP:Iteration 15Q (284.983254 sec): 3 clusters Score: Raw -433818.471285 + Penalty 816.770839 = -433001.700446 nChanged 64 SP:Iteration 16Q (285.030730 sec): 3 clusters Score: Raw -433841.099739 + Penalty 816.770839 = -433024.328900 nChanged 47 SP:Iteration 17Q (285.094219 sec): 3 clusters Score: Raw -433851.855088 + Penalty 816.770839 = -433035.084249 nChanged 37 SP:Iteration 18Q (285.136111 sec): 3 clusters Score: Raw -433859.144094 + Penalty 816.770839 = -433042.373256 nChanged 29 SP:Iteration 19Q (285.184910 sec): 3 clusters Score: Raw -433865.170645 + Penalty 816.770839 = -433048.399807 nChanged 30 SP:Iteration 20F (285.235109 sec): 3 clusters Score: Raw -433872.877504 + Penalty 816.770839 = -433056.106665 nChanged 26 SP:Iteration 21Q (285.285290 sec): 3 clusters Score: Raw -433879.803132 + Penalty 816.770839 = -433063.032293 nChanged 29 SP:Iteration 22Q (285.335090 sec): 3 clusters Score: Raw -433886.327211 + Penalty 816.770839 = -433069.556373 nChanged 26 SP:Iteration 23Q (285.395574 sec): 3 clusters Score: Raw -433892.847901 + Penalty 816.770839 = -433076.077062 nChanged 27 SP:Iteration 24Q (285.450691 sec): 3 clusters Score: Raw -433899.833989 + Penalty 816.770839 = -433083.063150 nChanged 34 SP:Iteration 25Q (285.494202 sec): 3 clusters Score: Raw -433908.681353 + Penalty 816.770839 = -433091.910514 nChanged 28 SP:Iteration 26Q (285.554324 sec): 3 clusters Score: Raw -433915.698273 + Penalty 816.770839 = -433098.927434 nChanged 21 SP:Iteration 27Q (285.598952 sec): 3 clusters Score: Raw -433921.643371 + Penalty 816.770839 = -433104.872532 nChanged 15 SP:Iteration 28Q (285.660603 sec): 3 clusters Score: Raw -433925.503778 + Penalty 816.770839 = -433108.732939 nChanged 9 SP:Iteration 29Q (285.717645 sec): 3 clusters Score: Raw -433927.954936 + Penalty 816.770839 = -433111.184098 nChanged 9 SP:Iteration 30Q (285.760357 sec): 3 clusters Score: Raw -433929.475216 + Penalty 816.770839 = -433112.704378 nChanged 9 SP:Iteration 31Q (285.818848 sec): 3 clusters Score: Raw -433930.805533 + Penalty 816.770839 = -433114.034695 nChanged 6 SP:Iteration 32Q (285.872998 sec): 3 clusters Score: Raw -433931.798643 + Penalty 816.770839 = -433115.027804 nChanged 9 SP:Iteration 33Q (285.929700 sec): 3 clusters Score: Raw -433932.990106 + Penalty 816.770839 = -433116.219267 nChanged 7 SP:Iteration 34Q (285.984238 sec): 3 clusters Score: Raw -433933.629554 + Penalty 816.770839 = -433116.858715 nChanged 5 SP:Iteration 35Q (286.039755 sec): 3 clusters Score: Raw -433934.031243 + Penalty 816.770839 = -433117.260404 nChanged 7 SP:Iteration 36Q (286.091414 sec): 3 clusters Score: Raw -433934.689688 + Penalty 816.770839 = -433117.918849 nChanged 5 SP:Iteration 37Q (286.143802 sec): 3 clusters Score: Raw -433935.584941 + Penalty 816.770839 = -433118.814102 nChanged 9 SP:Iteration 38Q (286.202047 sec): 3 clusters Score: Raw -433936.833365 + Penalty 816.770839 = -433120.062527 nChanged 6 SP:Iteration 39Q (286.244980 sec): 3 clusters Score: Raw -433937.459608 + Penalty 816.770839 = -433120.688769 nChanged 3 SP:Iteration 40F (286.308537 sec): 3 clusters Score: Raw -433937.602549 + Penalty 816.770839 = -433120.831710 nChanged 1 SP:Iteration 41Q (286.363871 sec): 3 clusters Score: Raw -433937.695148 + Penalty 816.770839 = -433120.924309 nChanged 1 SP:Iteration 42Q (286.416726 sec): 3 clusters Score: Raw -433937.699481 + Penalty 816.770839 = -433120.928643 nChanged 0 SP:Iteration 43F (286.460478 sec): 3 clusters Score: Raw -433937.699481 + Penalty 816.770839 = -433120.928643 nChanged 0 Trying to split cluster 13 (26581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.516508 sec): 2 clusters Score: Raw -1396036.648388 + Penalty 463.551814 = -1395573.096574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.591663 sec): 3 clusters Score: Raw -1378649.269958 + Penalty 927.103628 = -1377722.166330 nChanged 12878 SP:Iteration 1F (286.664836 sec): 3 clusters Score: Raw -1387142.248275 + Penalty 927.103628 = -1386215.144647 nChanged 1893 SP:Iteration 2F (286.734393 sec): 3 clusters Score: Raw -1388423.937403 + Penalty 927.103628 = -1387496.833775 nChanged 1903 SP:Iteration 3F (286.809645 sec): 3 clusters Score: Raw -1389939.493584 + Penalty 927.103628 = -1389012.389956 nChanged 1901 SP:Iteration 4F (286.879124 sec): 3 clusters Score: Raw -1391297.852124 + Penalty 927.103628 = -1390370.748496 nChanged 1542 SP:Iteration 5F (286.948447 sec): 3 clusters Score: Raw -1392127.507361 + Penalty 927.103628 = -1391200.403733 nChanged 1119 SP:Iteration 6Q (287.021881 sec): 3 clusters Score: Raw -1392598.389200 + Penalty 927.103628 = -1391671.285572 nChanged 833 SP:Iteration 7Q (287.081995 sec): 3 clusters Score: Raw -1392852.742235 + Penalty 927.103628 = -1391925.638607 nChanged 582 SP:Iteration 8Q (287.166409 sec): 3 clusters Score: Raw -1392995.627143 + Penalty 927.103628 = -1392068.523515 nChanged 446 SP:Iteration 9Q (287.240275 sec): 3 clusters Score: Raw -1393092.597892 + Penalty 927.103628 = -1392165.494264 nChanged 370 SP:Iteration 10Q (287.311428 sec): 3 clusters Score: Raw -1393177.507229 + Penalty 927.103628 = -1392250.403601 nChanged 387 SP:Iteration 11Q (287.382327 sec): 3 clusters Score: Raw -1393278.616444 + Penalty 927.103628 = -1392351.512816 nChanged 403 SP:Iteration 12Q (287.447170 sec): 3 clusters Score: Raw -1393394.482362 + Penalty 927.103628 = -1392467.378734 nChanged 413 SP:Iteration 13Q (287.525997 sec): 3 clusters Score: Raw -1393518.393332 + Penalty 927.103628 = -1392591.289704 nChanged 436 SP:Iteration 14Q (287.595270 sec): 3 clusters Score: Raw -1393665.070102 + Penalty 927.103628 = -1392737.966474 nChanged 483 SP:Iteration 15Q (287.666480 sec): 3 clusters Score: Raw -1393864.495847 + Penalty 927.103628 = -1392937.392219 nChanged 478 SP:Iteration 16Q (287.737545 sec): 3 clusters Score: Raw -1394093.142034 + Penalty 927.103628 = -1393166.038406 nChanged 475 SP:Iteration 17Q (287.809129 sec): 3 clusters Score: Raw -1394400.622898 + Penalty 927.103628 = -1393473.519270 nChanged 511 SP:Iteration 18Q (287.882730 sec): 3 clusters Score: Raw -1394845.373258 + Penalty 927.103628 = -1393918.269630 nChanged 495 SP:Iteration 19Q (287.942924 sec): 3 clusters Score: Raw -1395306.723113 + Penalty 927.103628 = -1394379.619485 nChanged 450 SP:Iteration 20F (288.018059 sec): 3 clusters Score: Raw -1395653.625387 + Penalty 927.103628 = -1394726.521759 nChanged 398 SP:Iteration 21Q (288.087390 sec): 3 clusters Score: Raw -1395874.538241 + Penalty 927.103628 = -1394947.434613 nChanged 304 SP:Iteration 22Q (288.166059 sec): 3 clusters Score: Raw -1396009.188728 + Penalty 927.103628 = -1395082.085101 nChanged 240 SP:Iteration 23Q (288.227538 sec): 3 clusters Score: Raw -1396098.477896 + Penalty 927.103628 = -1395171.374268 nChanged 201 SP:Iteration 24Q (288.297785 sec): 3 clusters Score: Raw -1396160.654318 + Penalty 927.103628 = -1395233.550690 nChanged 169 SP:Iteration 25Q (288.380760 sec): 3 clusters Score: Raw -1396207.190054 + Penalty 927.103628 = -1395280.086426 nChanged 138 SP:Iteration 26Q (288.449564 sec): 3 clusters Score: Raw -1396233.045144 + Penalty 927.103628 = -1395305.941516 nChanged 99 SP:Iteration 27Q (288.519196 sec): 3 clusters Score: Raw -1396248.930700 + Penalty 927.103628 = -1395321.827072 nChanged 81 SP:Iteration 28Q (288.588248 sec): 3 clusters Score: Raw -1396260.191184 + Penalty 927.103628 = -1395333.087557 nChanged 56 SP:Iteration 29Q (288.659060 sec): 3 clusters Score: Raw -1396268.344046 + Penalty 927.103628 = -1395341.240418 nChanged 53 SP:Iteration 30Q (288.724056 sec): 3 clusters Score: Raw -1396274.784306 + Penalty 927.103628 = -1395347.680678 nChanged 43 SP:Iteration 31Q (288.795621 sec): 3 clusters Score: Raw -1396278.742052 + Penalty 927.103628 = -1395351.638424 nChanged 38 SP:Iteration 32Q (288.861297 sec): 3 clusters Score: Raw -1396281.771049 + Penalty 927.103628 = -1395354.667421 nChanged 34 SP:Iteration 33Q (288.928770 sec): 3 clusters Score: Raw -1396284.799512 + Penalty 927.103628 = -1395357.695884 nChanged 23 SP:Iteration 34Q (288.997596 sec): 3 clusters Score: Raw -1396286.356559 + Penalty 927.103628 = -1395359.252932 nChanged 21 SP:Iteration 35Q (289.065473 sec): 3 clusters Score: Raw -1396287.438711 + Penalty 927.103628 = -1395360.335084 nChanged 15 SP:Iteration 36Q (289.134751 sec): 3 clusters Score: Raw -1396288.006654 + Penalty 927.103628 = -1395360.903027 nChanged 10 SP:Iteration 37Q (289.205994 sec): 3 clusters Score: Raw -1396288.366880 + Penalty 927.103628 = -1395361.263252 nChanged 12 SP:Iteration 38Q (289.276235 sec): 3 clusters Score: Raw -1396288.931375 + Penalty 927.103628 = -1395361.827747 nChanged 12 SP:Iteration 39Q (289.346922 sec): 3 clusters Score: Raw -1396289.632700 + Penalty 927.103628 = -1395362.529072 nChanged 11 SP:Iteration 40F (289.419323 sec): 3 clusters Score: Raw -1396290.085820 + Penalty 927.103628 = -1395362.982192 nChanged 7 SP:Iteration 41Q (289.491878 sec): 3 clusters Score: Raw -1396290.325474 + Penalty 927.103628 = -1395363.221846 nChanged 8 SP:Iteration 42Q (289.560313 sec): 3 clusters Score: Raw -1396290.548438 + Penalty 927.103628 = -1395363.444811 nChanged 9 SP:Iteration 43Q (289.629989 sec): 3 clusters Score: Raw -1396290.877367 + Penalty 927.103628 = -1395363.773739 nChanged 9 SP:Iteration 44Q (289.702601 sec): 3 clusters Score: Raw -1396291.334927 + Penalty 927.103628 = -1395364.231300 nChanged 16 SP:Iteration 45Q (289.772860 sec): 3 clusters Score: Raw -1396292.124491 + Penalty 927.103628 = -1395365.020863 nChanged 17 SP:Iteration 46Q (289.842773 sec): 3 clusters Score: Raw -1396293.105283 + Penalty 927.103628 = -1395366.001656 nChanged 19 SP:Iteration 47Q (289.912490 sec): 3 clusters Score: Raw -1396294.531525 + Penalty 927.103628 = -1395367.427897 nChanged 18 SP:Iteration 48Q (289.979390 sec): 3 clusters Score: Raw -1396295.777050 + Penalty 927.103628 = -1395368.673422 nChanged 21 SP:Iteration 49Q (290.042323 sec): 3 clusters Score: Raw -1396297.019696 + Penalty 927.103628 = -1395369.916068 nChanged 21 SP:Iteration 50Q (290.121126 sec): 3 clusters Score: Raw -1396298.424611 + Penalty 927.103628 = -1395371.320983 nChanged 26 SP:Iteration 51Q (290.185835 sec): 3 clusters Score: Raw -1396300.268772 + Penalty 927.103628 = -1395373.165145 nChanged 30 SP:Iteration 52Q (290.249243 sec): 3 clusters Score: Raw -1396302.635389 + Penalty 927.103628 = -1395375.531761 nChanged 34 SP:Iteration 53Q (290.325848 sec): 3 clusters Score: Raw -1396305.879972 + Penalty 927.103628 = -1395378.776344 nChanged 35 SP:Iteration 54Q (290.393708 sec): 3 clusters Score: Raw -1396310.023992 + Penalty 927.103628 = -1395382.920364 nChanged 34 SP:Iteration 55Q (290.463285 sec): 3 clusters Score: Raw -1396313.659246 + Penalty 927.103628 = -1395386.555618 nChanged 38 SP:Iteration 56Q (290.519320 sec): 3 clusters Score: Raw -1396317.612585 + Penalty 927.103628 = -1395390.508957 nChanged 37 SP:Iteration 57Q (290.590294 sec): 3 clusters Score: Raw -1396321.108905 + Penalty 927.103628 = -1395394.005277 nChanged 37 SP:Iteration 58Q (290.664793 sec): 3 clusters Score: Raw -1396324.592939 + Penalty 927.103628 = -1395397.489311 nChanged 28 SP:Iteration 59Q (290.732879 sec): 3 clusters Score: Raw -1396327.138609 + Penalty 927.103628 = -1395400.034981 nChanged 23 SP:Iteration 60F (290.791962 sec): 3 clusters Score: Raw -1396328.959273 + Penalty 927.103628 = -1395401.855645 nChanged 29 SP:Iteration 61Q (290.873263 sec): 3 clusters Score: Raw -1396331.583802 + Penalty 927.103628 = -1395404.480174 nChanged 28 SP:Iteration 62Q (290.926788 sec): 3 clusters Score: Raw -1396334.213746 + Penalty 927.103628 = -1395407.110118 nChanged 20 SP:Iteration 63Q (290.994998 sec): 3 clusters Score: Raw -1396335.889953 + Penalty 927.103628 = -1395408.786325 nChanged 18 SP:Iteration 64Q (291.072527 sec): 3 clusters Score: Raw -1396336.967520 + Penalty 927.103628 = -1395409.863892 nChanged 12 SP:Iteration 65Q (291.143309 sec): 3 clusters Score: Raw -1396337.440593 + Penalty 927.103628 = -1395410.336965 nChanged 12 SP:Iteration 66Q (291.206036 sec): 3 clusters Score: Raw -1396338.157413 + Penalty 927.103628 = -1395411.053786 nChanged 17 SP:Iteration 67Q (291.265384 sec): 3 clusters Score: Raw -1396339.321337 + Penalty 927.103628 = -1395412.217710 nChanged 14 SP:Iteration 68Q (291.335282 sec): 3 clusters Score: Raw -1396340.127236 + Penalty 927.103628 = -1395413.023608 nChanged 15 SP:Iteration 69Q (291.410654 sec): 3 clusters Score: Raw -1396341.014145 + Penalty 927.103628 = -1395413.910517 nChanged 15 SP:Iteration 70Q (291.473457 sec): 3 clusters Score: Raw -1396342.041002 + Penalty 927.103628 = -1395414.937374 nChanged 15 SP:Iteration 71Q (291.545171 sec): 3 clusters Score: Raw -1396342.883068 + Penalty 927.103628 = -1395415.779441 nChanged 14 SP:Iteration 72Q (291.614547 sec): 3 clusters Score: Raw -1396343.770217 + Penalty 927.103628 = -1395416.666589 nChanged 25 SP:Iteration 73Q (291.684616 sec): 3 clusters Score: Raw -1396345.436815 + Penalty 927.103628 = -1395418.333188 nChanged 19 SP:Iteration 74Q (291.753120 sec): 3 clusters Score: Raw -1396346.687295 + Penalty 927.103628 = -1395419.583667 nChanged 23 SP:Iteration 75Q (291.814896 sec): 3 clusters Score: Raw -1396347.950826 + Penalty 927.103628 = -1395420.847199 nChanged 17 SP:Iteration 76Q (291.891146 sec): 3 clusters Score: Raw -1396348.927437 + Penalty 927.103628 = -1395421.823810 nChanged 15 SP:Iteration 77Q (291.956636 sec): 3 clusters Score: Raw -1396349.667873 + Penalty 927.103628 = -1395422.564245 nChanged 9 SP:Iteration 78Q (292.024020 sec): 3 clusters Score: Raw -1396350.145751 + Penalty 927.103628 = -1395423.042123 nChanged 13 SP:Iteration 79Q (292.090959 sec): 3 clusters Score: Raw -1396350.962458 + Penalty 927.103628 = -1395423.858830 nChanged 15 SP:Iteration 80F (292.161474 sec): 3 clusters Score: Raw -1396351.763601 + Penalty 927.103628 = -1395424.659973 nChanged 14 SP:Iteration 81Q (292.227417 sec): 3 clusters Score: Raw -1396352.567443 + Penalty 927.103628 = -1395425.463815 nChanged 8 SP:Iteration 82Q (292.292819 sec): 3 clusters Score: Raw -1396353.047777 + Penalty 927.103628 = -1395425.944149 nChanged 8 SP:Iteration 83Q (292.364053 sec): 3 clusters Score: Raw -1396353.343480 + Penalty 927.103628 = -1395426.239852 nChanged 4 SP:Iteration 84Q (292.437818 sec): 3 clusters Score: Raw -1396353.453394 + Penalty 927.103628 = -1395426.349766 nChanged 4 SP:Iteration 85Q (292.508776 sec): 3 clusters Score: Raw -1396353.546262 + Penalty 927.103628 = -1395426.442634 nChanged 2 SP:Iteration 86Q (292.576463 sec): 3 clusters Score: Raw -1396353.636035 + Penalty 927.103628 = -1395426.532408 nChanged 4 SP:Iteration 87Q (292.652374 sec): 3 clusters Score: Raw -1396353.770096 + Penalty 927.103628 = -1395426.666469 nChanged 4 SP:Iteration 88Q (292.718759 sec): 3 clusters Score: Raw -1396353.843632 + Penalty 927.103628 = -1395426.740004 nChanged 1 SP:Iteration 89Q (292.784366 sec): 3 clusters Score: Raw -1396353.859028 + Penalty 927.103628 = -1395426.755401 nChanged 1 SP:Iteration 90Q (292.857714 sec): 3 clusters Score: Raw -1396353.889885 + Penalty 927.103628 = -1395426.786258 nChanged 3 SP:Iteration 91Q (292.930520 sec): 3 clusters Score: Raw -1396354.015626 + Penalty 927.103628 = -1395426.911998 nChanged 2 SP:Iteration 92Q (292.998262 sec): 3 clusters Score: Raw -1396354.064154 + Penalty 927.103628 = -1395426.960526 nChanged 1 SP:Iteration 93Q (293.068814 sec): 3 clusters Score: Raw -1396354.132655 + Penalty 927.103628 = -1395427.029027 nChanged 2 SP:Iteration 94Q (293.140079 sec): 3 clusters Score: Raw -1396354.187984 + Penalty 927.103628 = -1395427.084357 nChanged 2 SP:Iteration 95Q (293.210039 sec): 3 clusters Score: Raw -1396354.250414 + Penalty 927.103628 = -1395427.146786 nChanged 4 SP:Iteration 96Q (293.280330 sec): 3 clusters Score: Raw -1396354.452018 + Penalty 927.103628 = -1395427.348390 nChanged 5 SP:Iteration 97Q (293.336362 sec): 3 clusters Score: Raw -1396354.677165 + Penalty 927.103628 = -1395427.573538 nChanged 6 SP:Iteration 98Q (293.404176 sec): 3 clusters Score: Raw -1396355.009679 + Penalty 927.103628 = -1395427.906052 nChanged 6 SP:Iteration 99Q (293.471451 sec): 3 clusters Score: Raw -1396355.391620 + Penalty 927.103628 = -1395428.287992 nChanged 9 SP:Iteration 100F (293.537931 sec): 3 clusters Score: Raw -1396356.025291 + Penalty 927.103628 = -1395428.921663 nChanged 10 SP:Iteration 101Q (293.595557 sec): 3 clusters Score: Raw -1396356.678466 + Penalty 927.103628 = -1395429.574838 nChanged 11 SP:Iteration 102Q (293.661561 sec): 3 clusters Score: Raw -1396357.568985 + Penalty 927.103628 = -1395430.465357 nChanged 13 SP:Iteration 103Q (293.723574 sec): 3 clusters Score: Raw -1396358.836526 + Penalty 927.103628 = -1395431.732899 nChanged 18 SP:Iteration 104Q (293.795304 sec): 3 clusters Score: Raw -1396361.000653 + Penalty 927.103628 = -1395433.897025 nChanged 28 SP:Iteration 105Q (293.862772 sec): 3 clusters Score: Raw -1396365.094865 + Penalty 927.103628 = -1395437.991238 nChanged 30 SP:Iteration 106Q (293.932668 sec): 3 clusters Score: Raw -1396369.031058 + Penalty 927.103628 = -1395441.927430 nChanged 37 SP:Iteration 107Q (293.999847 sec): 3 clusters Score: Raw -1396373.226046 + Penalty 927.103628 = -1395446.122418 nChanged 31 SP:Iteration 108Q (294.064492 sec): 3 clusters Score: Raw -1396376.368713 + Penalty 927.103628 = -1395449.265086 nChanged 27 SP:Iteration 109Q (294.132742 sec): 3 clusters Score: Raw -1396378.407440 + Penalty 927.103628 = -1395451.303812 nChanged 20 SP:Iteration 110Q (294.195699 sec): 3 clusters Score: Raw -1396379.429914 + Penalty 927.103628 = -1395452.326286 nChanged 10 SP:Iteration 111Q (294.266156 sec): 3 clusters Score: Raw -1396379.948721 + Penalty 927.103628 = -1395452.845093 nChanged 12 SP:Iteration 112Q (294.332719 sec): 3 clusters Score: Raw -1396380.579825 + Penalty 927.103628 = -1395453.476197 nChanged 13 SP:Iteration 113Q (294.399945 sec): 3 clusters Score: Raw -1396381.369909 + Penalty 927.103628 = -1395454.266281 nChanged 14 SP:Iteration 114Q (294.467134 sec): 3 clusters Score: Raw -1396382.229476 + Penalty 927.103628 = -1395455.125849 nChanged 9 SP:Iteration 115Q (294.536389 sec): 3 clusters Score: Raw -1396382.807100 + Penalty 927.103628 = -1395455.703473 nChanged 11 SP:Iteration 116Q (294.605822 sec): 3 clusters Score: Raw -1396383.492757 + Penalty 927.103628 = -1395456.389129 nChanged 9 SP:Iteration 117Q (294.676009 sec): 3 clusters Score: Raw -1396383.860397 + Penalty 927.103628 = -1395456.756769 nChanged 10 SP:Iteration 118Q (294.745605 sec): 3 clusters Score: Raw -1396384.491606 + Penalty 927.103628 = -1395457.387978 nChanged 12 SP:Iteration 119Q (294.809949 sec): 3 clusters Score: Raw -1396385.337279 + Penalty 927.103628 = -1395458.233651 nChanged 13 SP:Iteration 120F (294.876681 sec): 3 clusters Score: Raw -1396386.302617 + Penalty 927.103628 = -1395459.198989 nChanged 15 SP:Iteration 121Q (294.944711 sec): 3 clusters Score: Raw -1396387.433412 + Penalty 927.103628 = -1395460.329784 nChanged 16 SP:Iteration 122Q (295.014349 sec): 3 clusters Score: Raw -1396388.413883 + Penalty 927.103628 = -1395461.310255 nChanged 15 SP:Iteration 123Q (295.071748 sec): 3 clusters Score: Raw -1396389.346135 + Penalty 927.103628 = -1395462.242507 nChanged 11 SP:Iteration 124Q (295.142252 sec): 3 clusters Score: Raw -1396390.041648 + Penalty 927.103628 = -1395462.938020 nChanged 14 SP:Iteration 125Q (295.201218 sec): 3 clusters Score: Raw -1396391.007752 + Penalty 927.103628 = -1395463.904124 nChanged 13 SP:Iteration 126Q (295.268968 sec): 3 clusters Score: Raw -1396391.699875 + Penalty 927.103628 = -1395464.596247 nChanged 11 SP:Iteration 127Q (295.341200 sec): 3 clusters Score: Raw -1396392.480373 + Penalty 927.103628 = -1395465.376745 nChanged 17 SP:Iteration 128Q (295.409066 sec): 3 clusters Score: Raw -1396394.161460 + Penalty 927.103628 = -1395467.057832 nChanged 13 SP:Iteration 129Q (295.477569 sec): 3 clusters Score: Raw -1396395.310886 + Penalty 927.103628 = -1395468.207258 nChanged 14 SP:Iteration 130Q (295.544528 sec): 3 clusters Score: Raw -1396396.177149 + Penalty 927.103628 = -1395469.073521 nChanged 12 SP:Iteration 131Q (295.611808 sec): 3 clusters Score: Raw -1396396.759375 + Penalty 927.103628 = -1395469.655748 nChanged 9 SP:Iteration 132Q (295.679299 sec): 3 clusters Score: Raw -1396397.371475 + Penalty 927.103628 = -1395470.267847 nChanged 9 SP:Iteration 133Q (295.738068 sec): 3 clusters Score: Raw -1396397.954813 + Penalty 927.103628 = -1395470.851185 nChanged 10 SP:Iteration 134Q (295.809899 sec): 3 clusters Score: Raw -1396398.823476 + Penalty 927.103628 = -1395471.719849 nChanged 13 SP:Iteration 135Q (295.876469 sec): 3 clusters Score: Raw -1396399.766539 + Penalty 927.103628 = -1395472.662911 nChanged 11 SP:Iteration 136Q (295.950477 sec): 3 clusters Score: Raw -1396400.303925 + Penalty 927.103628 = -1395473.200297 nChanged 4 SP:Iteration 137Q (296.016621 sec): 3 clusters Score: Raw -1396400.570962 + Penalty 927.103628 = -1395473.467334 nChanged 6 SP:Iteration 138Q (296.082907 sec): 3 clusters Score: Raw -1396401.113099 + Penalty 927.103628 = -1395474.009471 nChanged 5 SP:Iteration 139Q (296.144521 sec): 3 clusters Score: Raw -1396401.240838 + Penalty 927.103628 = -1395474.137210 nChanged 3 SP:Iteration 140F (296.218317 sec): 3 clusters Score: Raw -1396401.408294 + Penalty 927.103628 = -1395474.304666 nChanged 7 SP:Iteration 141Q (296.282765 sec): 3 clusters Score: Raw -1396401.847282 + Penalty 927.103628 = -1395474.743654 nChanged 12 SP:Iteration 142Q (296.358337 sec): 3 clusters Score: Raw -1396402.833251 + Penalty 927.103628 = -1395475.729623 nChanged 11 SP:Iteration 143Q (296.428837 sec): 3 clusters Score: Raw -1396403.567126 + Penalty 927.103628 = -1395476.463498 nChanged 11 SP:Iteration 144Q (296.493493 sec): 3 clusters Score: Raw -1396404.654347 + Penalty 927.103628 = -1395477.550719 nChanged 16 SP:Iteration 145Q (296.563454 sec): 3 clusters Score: Raw -1396405.974994 + Penalty 927.103628 = -1395478.871367 nChanged 8 SP:Iteration 146Q (296.633217 sec): 3 clusters Score: Raw -1396406.331111 + Penalty 927.103628 = -1395479.227484 nChanged 3 SP:Iteration 147Q (296.695365 sec): 3 clusters Score: Raw -1396406.422190 + Penalty 927.103628 = -1395479.318562 nChanged 3 SP:Iteration 148Q (296.755961 sec): 3 clusters Score: Raw -1396406.498794 + Penalty 927.103628 = -1395479.395166 nChanged 1 SP:Iteration 149Q (296.822753 sec): 3 clusters Score: Raw -1396406.519225 + Penalty 927.103628 = -1395479.415598 nChanged 2 SP:Iteration 150Q (296.894585 sec): 3 clusters Score: Raw -1396406.585708 + Penalty 927.103628 = -1395479.482080 nChanged 2 SP:Iteration 151Q (296.964435 sec): 3 clusters Score: Raw -1396406.723189 + Penalty 927.103628 = -1395479.619561 nChanged 1 SP:Iteration 152Q (297.037649 sec): 3 clusters Score: Raw -1396406.762195 + Penalty 927.103628 = -1395479.658567 nChanged 2 SP:Iteration 153Q (297.092411 sec): 3 clusters Score: Raw -1396406.936871 + Penalty 927.103628 = -1395479.833244 nChanged 3 SP:Iteration 154Q (297.168166 sec): 3 clusters Score: Raw -1396407.159512 + Penalty 927.103628 = -1395480.055884 nChanged 4 SP:Iteration 155Q (297.234209 sec): 3 clusters Score: Raw -1396407.285858 + Penalty 927.103628 = -1395480.182230 nChanged 2 SP:Iteration 156Q (297.302457 sec): 3 clusters Score: Raw -1396407.336534 + Penalty 927.103628 = -1395480.232906 nChanged 0 SP:Iteration 157F (297.373769 sec): 3 clusters Score: Raw -1396407.336534 + Penalty 927.103628 = -1395480.232906 nChanged 0 Trying to split cluster 14 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.400450 sec): 2 clusters Score: Raw -31560.824882 + Penalty 293.207972 = -31267.616910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.448748 sec): 3 clusters Score: Raw -31290.020157 + Penalty 586.415944 = -30703.604213 nChanged 215 SP:Iteration 1F (297.494784 sec): 3 clusters Score: Raw -31431.819618 + Penalty 586.415944 = -30845.403674 nChanged 53 SP:Iteration 2F (297.545753 sec): 3 clusters Score: Raw -31496.849814 + Penalty 586.415944 = -30910.433870 nChanged 55 SP:Iteration 3F (297.593265 sec): 3 clusters Score: Raw -31548.134900 + Penalty 586.415944 = -30961.718955 nChanged 39 SP:Iteration 4F (297.639801 sec): 3 clusters Score: Raw -31582.018346 + Penalty 586.415944 = -30995.602401 nChanged 30 SP:Iteration 5Q (297.691853 sec): 3 clusters Score: Raw -31607.439311 + Penalty 586.415944 = -31021.023366 nChanged 16 SP:Iteration 6Q (297.741642 sec): 3 clusters Score: Raw -31618.190519 + Penalty 586.415944 = -31031.774575 nChanged 14 SP:Iteration 7Q (297.779097 sec): 3 clusters Score: Raw -31624.574421 + Penalty 586.415944 = -31038.158477 nChanged 2 SP:Iteration 8Q (297.835542 sec): 3 clusters Score: Raw -31625.616382 + Penalty 586.415944 = -31039.200437 nChanged 1 SP:Iteration 9Q (297.877922 sec): 3 clusters Score: Raw -31625.764158 + Penalty 586.415944 = -31039.348213 nChanged 0 SP:Iteration 10F (297.916594 sec): 3 clusters Score: Raw -31625.764158 + Penalty 586.415944 = -31039.348213 nChanged 0 Trying to split cluster 15 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.942753 sec): 2 clusters Score: Raw -33633.883358 + Penalty 288.083334 = -33345.800024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.995660 sec): 3 clusters Score: Raw -33384.649284 + Penalty 576.166668 = -32808.482616 nChanged 214 SP:Iteration 1F (298.036425 sec): 3 clusters Score: Raw -33529.000586 + Penalty 576.166668 = -32952.833917 nChanged 43 SP:Iteration 2F (298.084104 sec): 3 clusters Score: Raw -33566.302449 + Penalty 576.166668 = -32990.135780 nChanged 25 SP:Iteration 3Q (298.133482 sec): 3 clusters Score: Raw -33593.895598 + Penalty 576.166668 = -33017.728930 nChanged 21 SP:Iteration 4Q (298.176641 sec): 3 clusters Score: Raw -33612.305461 + Penalty 576.166668 = -33036.138792 nChanged 9 SP:Iteration 5Q (298.221321 sec): 3 clusters Score: Raw -33622.685248 + Penalty 576.166668 = -33046.518580 nChanged 12 SP:Iteration 6Q (298.277372 sec): 3 clusters Score: Raw -33633.195073 + Penalty 576.166668 = -33057.028405 nChanged 13 SP:Iteration 7Q (298.316480 sec): 3 clusters Score: Raw -33650.241938 + Penalty 576.166668 = -33074.075270 nChanged 12 SP:Iteration 8Q (298.365519 sec): 3 clusters Score: Raw -33659.014899 + Penalty 576.166668 = -33082.848230 nChanged 9 SP:Iteration 9Q (298.408590 sec): 3 clusters Score: Raw -33663.715049 + Penalty 576.166668 = -33087.548381 nChanged 7 SP:Iteration 10Q (298.444403 sec): 3 clusters Score: Raw -33669.357211 + Penalty 576.166668 = -33093.190543 nChanged 3 SP:Iteration 11Q (298.488117 sec): 3 clusters Score: Raw -33671.899672 + Penalty 576.166668 = -33095.733003 nChanged 2 SP:Iteration 12Q (298.534472 sec): 3 clusters Score: Raw -33673.270842 + Penalty 576.166668 = -33097.104174 nChanged 1 SP:Iteration 13Q (298.579147 sec): 3 clusters Score: Raw -33673.556681 + Penalty 576.166668 = -33097.390013 nChanged 0 SP:Iteration 14F (298.621391 sec): 3 clusters Score: Raw -33673.556681 + Penalty 576.166668 = -33097.390013 nChanged 0 Trying to split cluster 16 (22922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.657584 sec): 2 clusters Score: Raw -1271588.453404 + Penalty 456.813285 = -1271131.640119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.727385 sec): 3 clusters Score: Raw -1256700.871389 + Penalty 913.626571 = -1255787.244818 nChanged 11005 SP:Iteration 1F (298.796935 sec): 3 clusters Score: Raw -1263687.553162 + Penalty 913.626571 = -1262773.926591 nChanged 1525 SP:Iteration 2F (298.858595 sec): 3 clusters Score: Raw -1264602.024285 + Penalty 913.626571 = -1263688.397715 nChanged 1652 SP:Iteration 3F (298.913116 sec): 3 clusters Score: Raw -1265798.027349 + Penalty 913.626571 = -1264884.400778 nChanged 1598 SP:Iteration 4F (298.975351 sec): 3 clusters Score: Raw -1267041.535038 + Penalty 913.626571 = -1266127.908467 nChanged 1420 SP:Iteration 5F (299.049386 sec): 3 clusters Score: Raw -1268042.355055 + Penalty 913.626571 = -1267128.728484 nChanged 1038 SP:Iteration 6Q (299.102846 sec): 3 clusters Score: Raw -1268608.765682 + Penalty 913.626571 = -1267695.139111 nChanged 715 SP:Iteration 7Q (299.175608 sec): 3 clusters Score: Raw -1268874.849892 + Penalty 913.626571 = -1267961.223321 nChanged 534 SP:Iteration 8Q (299.233331 sec): 3 clusters Score: Raw -1269050.371646 + Penalty 913.626571 = -1268136.745075 nChanged 424 SP:Iteration 9Q (299.297627 sec): 3 clusters Score: Raw -1269203.607069 + Penalty 913.626571 = -1268289.980498 nChanged 442 SP:Iteration 10Q (299.372242 sec): 3 clusters Score: Raw -1269370.698833 + Penalty 913.626571 = -1268457.072262 nChanged 425 SP:Iteration 11Q (299.429878 sec): 3 clusters Score: Raw -1269538.700648 + Penalty 913.626571 = -1268625.074077 nChanged 415 SP:Iteration 12Q (299.499341 sec): 3 clusters Score: Raw -1269703.625525 + Penalty 913.626571 = -1268789.998954 nChanged 413 SP:Iteration 13Q (299.568183 sec): 3 clusters Score: Raw -1269875.865866 + Penalty 913.626571 = -1268962.239295 nChanged 409 SP:Iteration 14Q (299.642308 sec): 3 clusters Score: Raw -1270058.484227 + Penalty 913.626571 = -1269144.857656 nChanged 395 SP:Iteration 15Q (299.701591 sec): 3 clusters Score: Raw -1270245.544744 + Penalty 913.626571 = -1269331.918173 nChanged 395 SP:Iteration 16Q (299.779316 sec): 3 clusters Score: Raw -1270459.404712 + Penalty 913.626571 = -1269545.778141 nChanged 368 SP:Iteration 17Q (299.837483 sec): 3 clusters Score: Raw -1270684.452868 + Penalty 913.626571 = -1269770.826297 nChanged 372 SP:Iteration 18Q (299.901919 sec): 3 clusters Score: Raw -1270935.949964 + Penalty 913.626571 = -1270022.323394 nChanged 321 SP:Iteration 19Q (299.977986 sec): 3 clusters Score: Raw -1271167.256588 + Penalty 913.626571 = -1270253.630017 nChanged 271 SP:Iteration 20F (300.037797 sec): 3 clusters Score: Raw -1271382.434039 + Penalty 913.626571 = -1270468.807468 nChanged 228 SP:Iteration 21Q (300.108676 sec): 3 clusters Score: Raw -1271584.917139 + Penalty 913.626571 = -1270671.290568 nChanged 184 SP:Iteration 22Q (300.163164 sec): 3 clusters Score: Raw -1271735.174125 + Penalty 913.626571 = -1270821.547554 nChanged 130 SP:Iteration 23Q (300.239965 sec): 3 clusters Score: Raw -1271817.996593 + Penalty 913.626571 = -1270904.370022 nChanged 110 SP:Iteration 24Q (300.302265 sec): 3 clusters Score: Raw -1271878.795779 + Penalty 913.626571 = -1270965.169208 nChanged 88 SP:Iteration 25Q (300.366965 sec): 3 clusters Score: Raw -1271917.674525 + Penalty 913.626571 = -1271004.047954 nChanged 74 SP:Iteration 26Q (300.428802 sec): 3 clusters Score: Raw -1271949.332467 + Penalty 913.626571 = -1271035.705896 nChanged 71 SP:Iteration 27Q (300.493620 sec): 3 clusters Score: Raw -1271985.171542 + Penalty 913.626571 = -1271071.544971 nChanged 61 SP:Iteration 28Q (300.561574 sec): 3 clusters Score: Raw -1272009.756950 + Penalty 913.626571 = -1271096.130379 nChanged 50 SP:Iteration 29Q (300.610756 sec): 3 clusters Score: Raw -1272023.439066 + Penalty 913.626571 = -1271109.812495 nChanged 33 SP:Iteration 30Q (300.687627 sec): 3 clusters Score: Raw -1272031.297951 + Penalty 913.626571 = -1271117.671380 nChanged 22 SP:Iteration 31Q (300.751608 sec): 3 clusters Score: Raw -1272035.643598 + Penalty 913.626571 = -1271122.017027 nChanged 16 SP:Iteration 32Q (300.805113 sec): 3 clusters Score: Raw -1272037.180006 + Penalty 913.626571 = -1271123.553435 nChanged 8 SP:Iteration 33Q (300.881526 sec): 3 clusters Score: Raw -1272038.485167 + Penalty 913.626571 = -1271124.858597 nChanged 7 SP:Iteration 34Q (300.932964 sec): 3 clusters Score: Raw -1272040.111997 + Penalty 913.626571 = -1271126.485426 nChanged 5 SP:Iteration 35Q (300.997017 sec): 3 clusters Score: Raw -1272040.613511 + Penalty 913.626571 = -1271126.986940 nChanged 4 SP:Iteration 36Q (301.064327 sec): 3 clusters Score: Raw -1272041.504885 + Penalty 913.626571 = -1271127.878314 nChanged 7 SP:Iteration 37Q (301.128510 sec): 3 clusters Score: Raw -1272042.533369 + Penalty 913.626571 = -1271128.906798 nChanged 8 SP:Iteration 38Q (301.204504 sec): 3 clusters Score: Raw -1272043.790556 + Penalty 913.626571 = -1271130.163985 nChanged 6 SP:Iteration 39Q (301.266867 sec): 3 clusters Score: Raw -1272044.230776 + Penalty 913.626571 = -1271130.604205 nChanged 2 SP:Iteration 40F (301.336751 sec): 3 clusters Score: Raw -1272049.323227 + Penalty 913.626571 = -1271135.696656 nChanged 6 SP:Iteration 41Q (301.403549 sec): 3 clusters Score: Raw -1272050.642868 + Penalty 913.626571 = -1271137.016297 nChanged 2 SP:Iteration 42Q (301.459413 sec): 3 clusters Score: Raw -1272050.777607 + Penalty 913.626571 = -1271137.151036 nChanged 1 SP:Iteration 43Q (301.522140 sec): 3 clusters Score: Raw -1272050.848873 + Penalty 913.626571 = -1271137.222302 nChanged 1 SP:Iteration 44Q (301.597079 sec): 3 clusters Score: Raw -1272050.932287 + Penalty 913.626571 = -1271137.305716 nChanged 1 SP:Iteration 45Q (301.660699 sec): 3 clusters Score: Raw -1272050.969614 + Penalty 913.626571 = -1271137.343043 nChanged 0 SP:Iteration 46F (301.721827 sec): 3 clusters Score: Raw -1272050.969614 + Penalty 913.626571 = -1271137.343043 nChanged 0 Score: Raw -7357200.530692 + Penalty 9169.889073 = -7348030.641619 Splitting cluster 16 changes total score from -7348107.402066 to -7348030.641619 So it's not getting split. Iteration 179Q (303.547994 sec): 17 clusters Score: Raw -7356738.022727 + Penalty 8630.483833 = -7348107.538893 nChanged 6 Iteration 180F (304.585290 sec): 17 clusters Score: Raw -7356738.051430 + Penalty 8630.483833 = -7348107.567597 nChanged 1 Iteration 181Q (305.279539 sec): 17 clusters Score: Raw -7356738.055686 + Penalty 8630.483833 = -7348107.571852 nChanged 0 Iteration 182F (306.315448 sec): 17 clusters Score: Raw -7356738.055686 + Penalty 8630.483833 = -7348107.571852 nChanged 0 Compute initial score before splitting: Score: Raw -7356738.055686 + Penalty 8630.483833 = -7348107.571852 Trying to split cluster 1 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.375515 sec): 2 clusters Score: Raw -56260.353656 + Penalty 321.679273 = -55938.674384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.413591 sec): 3 clusters Score: Raw -55657.142636 + Penalty 643.358546 = -55013.784090 nChanged 461 SP:Iteration 1F (306.468080 sec): 3 clusters Score: Raw -55975.487085 + Penalty 643.358546 = -55332.128540 nChanged 123 SP:Iteration 2F (306.518017 sec): 3 clusters Score: Raw -56115.183160 + Penalty 643.358546 = -55471.824614 nChanged 120 SP:Iteration 3F (306.568810 sec): 3 clusters Score: Raw -56221.523421 + Penalty 643.358546 = -55578.164875 nChanged 92 SP:Iteration 4F (306.606335 sec): 3 clusters Score: Raw -56298.357611 + Penalty 643.358546 = -55654.999065 nChanged 72 SP:Iteration 5F (306.650112 sec): 3 clusters Score: Raw -56349.693659 + Penalty 643.358546 = -55706.335114 nChanged 52 SP:Iteration 6Q (306.704520 sec): 3 clusters Score: Raw -56387.227025 + Penalty 643.358546 = -55743.868480 nChanged 45 SP:Iteration 7Q (306.752028 sec): 3 clusters Score: Raw -56413.488000 + Penalty 643.358546 = -55770.129454 nChanged 29 SP:Iteration 8Q (306.790089 sec): 3 clusters Score: Raw -56429.282054 + Penalty 643.358546 = -55785.923509 nChanged 21 SP:Iteration 9Q (306.838208 sec): 3 clusters Score: Raw -56438.155175 + Penalty 643.358546 = -55794.796629 nChanged 12 SP:Iteration 10Q (306.876190 sec): 3 clusters Score: Raw -56443.209213 + Penalty 643.358546 = -55799.850667 nChanged 6 SP:Iteration 11Q (306.932754 sec): 3 clusters Score: Raw -56445.352327 + Penalty 643.358546 = -55801.993782 nChanged 5 SP:Iteration 12Q (306.969896 sec): 3 clusters Score: Raw -56446.883643 + Penalty 643.358546 = -55803.525097 nChanged 1 SP:Iteration 13Q (307.024525 sec): 3 clusters Score: Raw -56447.028753 + Penalty 643.358546 = -55803.670207 nChanged 0 SP:Iteration 14F (307.056762 sec): 3 clusters Score: Raw -56447.028753 + Penalty 643.358546 = -55803.670207 nChanged 0 Trying to split cluster 2 (2009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.093447 sec): 2 clusters Score: Raw -106580.751752 + Penalty 346.045353 = -106234.706399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.140515 sec): 3 clusters Score: Raw -105443.081982 + Penalty 692.090705 = -104750.991277 nChanged 865 SP:Iteration 1F (307.181572 sec): 3 clusters Score: Raw -105901.769843 + Penalty 692.090705 = -105209.679138 nChanged 123 SP:Iteration 2F (307.217923 sec): 3 clusters Score: Raw -105956.405898 + Penalty 692.090705 = -105264.315193 nChanged 116 SP:Iteration 3F (307.265864 sec): 3 clusters Score: Raw -106025.823250 + Penalty 692.090705 = -105333.732545 nChanged 111 SP:Iteration 4F (307.313873 sec): 3 clusters Score: Raw -106091.121295 + Penalty 692.090705 = -105399.030590 nChanged 102 SP:Iteration 5F (307.351153 sec): 3 clusters Score: Raw -106153.085149 + Penalty 692.090705 = -105460.994444 nChanged 89 SP:Iteration 6Q (307.394803 sec): 3 clusters Score: Raw -106209.030354 + Penalty 692.090705 = -105516.939649 nChanged 75 SP:Iteration 7Q (307.442830 sec): 3 clusters Score: Raw -106272.053375 + Penalty 692.090705 = -105579.962670 nChanged 68 SP:Iteration 8Q (307.487329 sec): 3 clusters Score: Raw -106339.843855 + Penalty 692.090705 = -105647.753149 nChanged 75 SP:Iteration 9Q (307.529874 sec): 3 clusters Score: Raw -106391.529171 + Penalty 692.090705 = -105699.438466 nChanged 51 SP:Iteration 10Q (307.579811 sec): 3 clusters Score: Raw -106424.980239 + Penalty 692.090705 = -105732.889534 nChanged 49 SP:Iteration 11Q (307.632669 sec): 3 clusters Score: Raw -106446.459119 + Penalty 692.090705 = -105754.368414 nChanged 32 SP:Iteration 12Q (307.682675 sec): 3 clusters Score: Raw -106459.111131 + Penalty 692.090705 = -105767.020425 nChanged 27 SP:Iteration 13Q (307.723817 sec): 3 clusters Score: Raw -106475.779546 + Penalty 692.090705 = -105783.688840 nChanged 30 SP:Iteration 14Q (307.774175 sec): 3 clusters Score: Raw -106492.269080 + Penalty 692.090705 = -105800.178375 nChanged 29 SP:Iteration 15Q (307.831258 sec): 3 clusters Score: Raw -106507.074529 + Penalty 692.090705 = -105814.983824 nChanged 17 SP:Iteration 16Q (307.874001 sec): 3 clusters Score: Raw -106515.421176 + Penalty 692.090705 = -105823.330471 nChanged 13 SP:Iteration 17Q (307.930795 sec): 3 clusters Score: Raw -106523.165381 + Penalty 692.090705 = -105831.074676 nChanged 10 SP:Iteration 18Q (307.980591 sec): 3 clusters Score: Raw -106526.836680 + Penalty 692.090705 = -105834.745975 nChanged 13 SP:Iteration 19Q (308.033111 sec): 3 clusters Score: Raw -106530.840073 + Penalty 692.090705 = -105838.749368 nChanged 6 SP:Iteration 20F (308.078769 sec): 3 clusters Score: Raw -106532.552507 + Penalty 692.090705 = -105840.461802 nChanged 5 SP:Iteration 21Q (308.119667 sec): 3 clusters Score: Raw -106534.009244 + Penalty 692.090705 = -105841.918539 nChanged 6 SP:Iteration 22Q (308.173647 sec): 3 clusters Score: Raw -106535.189003 + Penalty 692.090705 = -105843.098298 nChanged 4 SP:Iteration 23Q (308.216522 sec): 3 clusters Score: Raw -106535.957760 + Penalty 692.090705 = -105843.867055 nChanged 6 SP:Iteration 24Q (308.262782 sec): 3 clusters Score: Raw -106537.628515 + Penalty 692.090705 = -105845.537809 nChanged 4 SP:Iteration 25Q (308.315678 sec): 3 clusters Score: Raw -106539.857729 + Penalty 692.090705 = -105847.767024 nChanged 10 SP:Iteration 26Q (308.356511 sec): 3 clusters Score: Raw -106547.349606 + Penalty 692.090705 = -105855.258901 nChanged 10 SP:Iteration 27Q (308.394227 sec): 3 clusters Score: Raw -106551.762344 + Penalty 692.090705 = -105859.671639 nChanged 9 SP:Iteration 28Q (308.442275 sec): 3 clusters Score: Raw -106556.001177 + Penalty 692.090705 = -105863.910471 nChanged 5 SP:Iteration 29Q (308.485834 sec): 3 clusters Score: Raw -106557.259678 + Penalty 692.090705 = -105865.168973 nChanged 5 SP:Iteration 30Q (308.530954 sec): 3 clusters Score: Raw -106558.957641 + Penalty 692.090705 = -105866.866936 nChanged 9 SP:Iteration 31Q (308.572403 sec): 3 clusters Score: Raw -106563.054698 + Penalty 692.090705 = -105870.963993 nChanged 9 SP:Iteration 32Q (308.619469 sec): 3 clusters Score: Raw -106565.441943 + Penalty 692.090705 = -105873.351238 nChanged 4 SP:Iteration 33Q (308.667541 sec): 3 clusters Score: Raw -106565.924201 + Penalty 692.090705 = -105873.833496 nChanged 1 SP:Iteration 34Q (308.706950 sec): 3 clusters Score: Raw -106566.042069 + Penalty 692.090705 = -105873.951364 nChanged 0 SP:Iteration 35F (308.759930 sec): 3 clusters Score: Raw -106566.042069 + Penalty 692.090705 = -105873.951364 nChanged 0 Trying to split cluster 3 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.784169 sec): 2 clusters Score: Raw -41418.437895 + Penalty 306.369786 = -41112.068109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.827522 sec): 3 clusters Score: Raw -41027.075771 + Penalty 612.739572 = -40414.336199 nChanged 328 SP:Iteration 1F (308.872195 sec): 3 clusters Score: Raw -41248.692477 + Penalty 612.739572 = -40635.952905 nChanged 77 SP:Iteration 2F (308.920792 sec): 3 clusters Score: Raw -41321.121412 + Penalty 612.739572 = -40708.381840 nChanged 62 SP:Iteration 3F (308.976389 sec): 3 clusters Score: Raw -41375.046135 + Penalty 612.739572 = -40762.306563 nChanged 44 SP:Iteration 4F (309.014086 sec): 3 clusters Score: Raw -41414.640237 + Penalty 612.739572 = -40801.900665 nChanged 39 SP:Iteration 5Q (309.068463 sec): 3 clusters Score: Raw -41448.019633 + Penalty 612.739572 = -40835.280061 nChanged 29 SP:Iteration 6Q (309.111205 sec): 3 clusters Score: Raw -41481.947831 + Penalty 612.739572 = -40869.208258 nChanged 24 SP:Iteration 7Q (309.163506 sec): 3 clusters Score: Raw -41493.406297 + Penalty 612.739572 = -40880.666725 nChanged 15 SP:Iteration 8Q (309.203057 sec): 3 clusters Score: Raw -41501.542298 + Penalty 612.739572 = -40888.802726 nChanged 11 SP:Iteration 9Q (309.246630 sec): 3 clusters Score: Raw -41508.172462 + Penalty 612.739572 = -40895.432890 nChanged 16 SP:Iteration 10Q (309.305074 sec): 3 clusters Score: Raw -41516.324580 + Penalty 612.739572 = -40903.585007 nChanged 8 SP:Iteration 11Q (309.340960 sec): 3 clusters Score: Raw -41519.937171 + Penalty 612.739572 = -40907.197599 nChanged 12 SP:Iteration 12Q (309.392576 sec): 3 clusters Score: Raw -41524.097564 + Penalty 612.739572 = -40911.357992 nChanged 7 SP:Iteration 13Q (309.442650 sec): 3 clusters Score: Raw -41527.072201 + Penalty 612.739572 = -40914.332629 nChanged 3 SP:Iteration 14Q (309.487233 sec): 3 clusters Score: Raw -41528.845236 + Penalty 612.739572 = -40916.105664 nChanged 4 SP:Iteration 15Q (309.541064 sec): 3 clusters Score: Raw -41533.494471 + Penalty 612.739572 = -40920.754898 nChanged 9 SP:Iteration 16Q (309.588997 sec): 3 clusters Score: Raw -41540.924309 + Penalty 612.739572 = -40928.184737 nChanged 7 SP:Iteration 17Q (309.642797 sec): 3 clusters Score: Raw -41543.909725 + Penalty 612.739572 = -40931.170153 nChanged 3 SP:Iteration 18Q (309.678791 sec): 3 clusters Score: Raw -41544.640184 + Penalty 612.739572 = -40931.900612 nChanged 2 SP:Iteration 19Q (309.736645 sec): 3 clusters Score: Raw -41544.888241 + Penalty 612.739572 = -40932.148669 nChanged 1 SP:Iteration 20F (309.784002 sec): 3 clusters Score: Raw -41545.615247 + Penalty 612.739572 = -40932.875674 nChanged 0 Trying to split cluster 4 (9857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.810478 sec): 2 clusters Score: Raw -531171.895477 + Penalty 418.415140 = -530753.480337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.880107 sec): 3 clusters Score: Raw -525079.743174 + Penalty 836.830280 = -524242.912894 nChanged 4613 SP:Iteration 1F (309.922448 sec): 3 clusters Score: Raw -527935.031655 + Penalty 836.830280 = -527098.201375 nChanged 694 SP:Iteration 2F (309.984460 sec): 3 clusters Score: Raw -528367.836911 + Penalty 836.830280 = -527531.006631 nChanged 744 SP:Iteration 3F (310.037912 sec): 3 clusters Score: Raw -528884.394609 + Penalty 836.830280 = -528047.564329 nChanged 683 SP:Iteration 4F (310.080965 sec): 3 clusters Score: Raw -529348.503626 + Penalty 836.830280 = -528511.673346 nChanged 544 SP:Iteration 5F (310.133388 sec): 3 clusters Score: Raw -529696.127651 + Penalty 836.830280 = -528859.297372 nChanged 462 SP:Iteration 6Q (310.193494 sec): 3 clusters Score: Raw -529964.887328 + Penalty 836.830280 = -529128.057048 nChanged 353 SP:Iteration 7Q (310.250744 sec): 3 clusters Score: Raw -530169.157515 + Penalty 836.830280 = -529332.327236 nChanged 282 SP:Iteration 8Q (310.295185 sec): 3 clusters Score: Raw -530314.870646 + Penalty 836.830280 = -529478.040366 nChanged 236 SP:Iteration 9Q (310.352919 sec): 3 clusters Score: Raw -530450.537179 + Penalty 836.830280 = -529613.706899 nChanged 250 SP:Iteration 10Q (310.410963 sec): 3 clusters Score: Raw -530617.327413 + Penalty 836.830280 = -529780.497133 nChanged 243 SP:Iteration 11Q (310.463436 sec): 3 clusters Score: Raw -530793.559765 + Penalty 836.830280 = -529956.729485 nChanged 240 SP:Iteration 12Q (310.525165 sec): 3 clusters Score: Raw -530988.269409 + Penalty 836.830280 = -530151.439129 nChanged 231 SP:Iteration 13Q (310.575115 sec): 3 clusters Score: Raw -531157.265915 + Penalty 836.830280 = -530320.435635 nChanged 175 SP:Iteration 14Q (310.630045 sec): 3 clusters Score: Raw -531281.119604 + Penalty 836.830280 = -530444.289325 nChanged 162 SP:Iteration 15Q (310.689183 sec): 3 clusters Score: Raw -531391.094157 + Penalty 836.830280 = -530554.263877 nChanged 146 SP:Iteration 16Q (310.732785 sec): 3 clusters Score: Raw -531469.633398 + Penalty 836.830280 = -530632.803118 nChanged 123 SP:Iteration 17Q (310.798497 sec): 3 clusters Score: Raw -531526.554016 + Penalty 836.830280 = -530689.723736 nChanged 102 SP:Iteration 18Q (310.838988 sec): 3 clusters Score: Raw -531563.923020 + Penalty 836.830280 = -530727.092740 nChanged 76 SP:Iteration 19Q (310.904146 sec): 3 clusters Score: Raw -531591.130732 + Penalty 836.830280 = -530754.300452 nChanged 68 SP:Iteration 20F (310.959660 sec): 3 clusters Score: Raw -531610.971053 + Penalty 836.830280 = -530774.140773 nChanged 48 SP:Iteration 21Q (311.003804 sec): 3 clusters Score: Raw -531624.613336 + Penalty 836.830280 = -530787.783056 nChanged 52 SP:Iteration 22Q (311.056058 sec): 3 clusters Score: Raw -531635.370599 + Penalty 836.830280 = -530798.540319 nChanged 37 SP:Iteration 23Q (311.108929 sec): 3 clusters Score: Raw -531643.943425 + Penalty 836.830280 = -530807.113145 nChanged 35 SP:Iteration 24Q (311.164669 sec): 3 clusters Score: Raw -531652.032600 + Penalty 836.830280 = -530815.202320 nChanged 33 SP:Iteration 25Q (311.230893 sec): 3 clusters Score: Raw -531657.809755 + Penalty 836.830280 = -530820.979475 nChanged 19 SP:Iteration 26Q (311.288137 sec): 3 clusters Score: Raw -531659.977087 + Penalty 836.830280 = -530823.146808 nChanged 7 SP:Iteration 27Q (311.336341 sec): 3 clusters Score: Raw -531660.674100 + Penalty 836.830280 = -530823.843820 nChanged 3 SP:Iteration 28Q (311.398969 sec): 3 clusters Score: Raw -531661.399861 + Penalty 836.830280 = -530824.569581 nChanged 2 SP:Iteration 29Q (311.449481 sec): 3 clusters Score: Raw -531661.796007 + Penalty 836.830280 = -530824.965727 nChanged 1 SP:Iteration 30Q (311.505727 sec): 3 clusters Score: Raw -531661.881632 + Penalty 836.830280 = -530825.051352 nChanged 2 SP:Iteration 31Q (311.569764 sec): 3 clusters Score: Raw -531662.018112 + Penalty 836.830280 = -530825.187832 nChanged 1 SP:Iteration 32Q (311.615535 sec): 3 clusters Score: Raw -531662.038590 + Penalty 836.830280 = -530825.208310 nChanged 0 SP:Iteration 33F (311.674906 sec): 3 clusters Score: Raw -531662.038590 + Penalty 836.830280 = -530825.208310 nChanged 0 Score: Raw -7357228.198799 + Penalty 9169.889073 = -7348058.309726 Splitting cluster 4 changes total score from -7348107.571852 to -7348058.309726 So it's not getting split. Trying to split cluster 5 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.775852 sec): 2 clusters Score: Raw -16202.861787 + Penalty 267.436978 = -15935.424809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.820193 sec): 3 clusters Score: Raw -16077.222763 + Penalty 534.873956 = -15542.348806 nChanged 119 SP:Iteration 1F (312.870263 sec): 3 clusters Score: Raw -16178.797645 + Penalty 534.873956 = -15643.923689 nChanged 27 SP:Iteration 2F (312.911308 sec): 3 clusters Score: Raw -16206.586845 + Penalty 534.873956 = -15671.712889 nChanged 20 SP:Iteration 3F (312.966448 sec): 3 clusters Score: Raw -16233.860534 + Penalty 534.873956 = -15698.986578 nChanged 15 SP:Iteration 4Q (313.002307 sec): 3 clusters Score: Raw -16251.693324 + Penalty 534.873956 = -15716.819368 nChanged 10 SP:Iteration 5Q (313.055094 sec): 3 clusters Score: Raw -16264.590930 + Penalty 534.873956 = -15729.716974 nChanged 14 SP:Iteration 6Q (313.101914 sec): 3 clusters Score: Raw -16278.887028 + Penalty 534.873956 = -15744.013072 nChanged 10 SP:Iteration 7Q (313.150782 sec): 3 clusters Score: Raw -16291.255557 + Penalty 534.873956 = -15756.381601 nChanged 7 SP:Iteration 8Q (313.207238 sec): 3 clusters Score: Raw -16304.393612 + Penalty 534.873956 = -15769.519656 nChanged 8 SP:Iteration 9Q (313.255225 sec): 3 clusters Score: Raw -16319.536152 + Penalty 534.873956 = -15784.662196 nChanged 10 SP:Iteration 10Q (313.303223 sec): 3 clusters Score: Raw -16347.749700 + Penalty 534.873956 = -15812.875744 nChanged 9 SP:Iteration 11Q (313.347960 sec): 3 clusters Score: Raw -16376.584678 + Penalty 534.873956 = -15841.710722 nChanged 9 SP:Iteration 12Q (313.393801 sec): 3 clusters Score: Raw -16408.796891 + Penalty 534.873956 = -15873.922935 nChanged 8 SP:Iteration 13Q (313.441826 sec): 3 clusters Score: Raw -16415.632550 + Penalty 534.873956 = -15880.758594 nChanged 2 SP:Iteration 14Q (313.488990 sec): 3 clusters Score: Raw -16418.097249 + Penalty 534.873956 = -15883.223293 nChanged 2 SP:Iteration 15Q (313.543681 sec): 3 clusters Score: Raw -16420.982916 + Penalty 534.873956 = -15886.108959 nChanged 1 SP:Iteration 16Q (313.590573 sec): 3 clusters Score: Raw -16421.832505 + Penalty 534.873956 = -15886.958549 nChanged 1 SP:Iteration 17Q (313.643636 sec): 3 clusters Score: Raw -16422.060507 + Penalty 534.873956 = -15887.186550 nChanged 0 SP:Iteration 18F (313.684945 sec): 3 clusters Score: Raw -16422.060507 + Penalty 534.873956 = -15887.186550 nChanged 0 Trying to split cluster 6 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.709788 sec): 2 clusters Score: Raw -23143.627296 + Penalty 271.342860 = -22872.284435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.759309 sec): 3 clusters Score: Raw -22995.523060 + Penalty 542.685720 = -22452.837340 nChanged 129 SP:Iteration 1F (313.802006 sec): 3 clusters Score: Raw -23108.012264 + Penalty 542.685720 = -22565.326543 nChanged 27 SP:Iteration 2F (313.851950 sec): 3 clusters Score: Raw -23132.192260 + Penalty 542.685720 = -22589.506539 nChanged 15 SP:Iteration 3Q (313.908183 sec): 3 clusters Score: Raw -23144.205063 + Penalty 542.685720 = -22601.519342 nChanged 4 SP:Iteration 4Q (313.960731 sec): 3 clusters Score: Raw -23146.786655 + Penalty 542.685720 = -22604.100935 nChanged 4 SP:Iteration 5Q (314.007152 sec): 3 clusters Score: Raw -23148.757806 + Penalty 542.685720 = -22606.072086 nChanged 2 SP:Iteration 6Q (314.057124 sec): 3 clusters Score: Raw -23149.594379 + Penalty 542.685720 = -22606.908659 nChanged 2 SP:Iteration 7Q (314.106462 sec): 3 clusters Score: Raw -23150.856174 + Penalty 542.685720 = -22608.170454 nChanged 2 SP:Iteration 8Q (314.156603 sec): 3 clusters Score: Raw -23151.890424 + Penalty 542.685720 = -22609.204704 nChanged 1 SP:Iteration 9Q (314.200603 sec): 3 clusters Score: Raw -23152.722944 + Penalty 542.685720 = -22610.037223 nChanged 0 SP:Iteration 10F (314.255478 sec): 3 clusters Score: Raw -23152.722944 + Penalty 542.685720 = -22610.037223 nChanged 0 Trying to split cluster 7 (9714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.286210 sec): 2 clusters Score: Raw -541578.228824 + Penalty 417.750216 = -541160.478609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.332892 sec): 3 clusters Score: Raw -535595.425092 + Penalty 835.500431 = -534759.924661 nChanged 4462 SP:Iteration 1F (314.387592 sec): 3 clusters Score: Raw -537906.481917 + Penalty 835.500431 = -537070.981486 nChanged 479 SP:Iteration 2Q (314.452491 sec): 3 clusters Score: Raw -538054.682467 + Penalty 835.500431 = -537219.182035 nChanged 411 SP:Iteration 3Q (314.498847 sec): 3 clusters Score: Raw -538187.667632 + Penalty 835.500431 = -537352.167200 nChanged 383 SP:Iteration 4Q (314.557553 sec): 3 clusters Score: Raw -538325.758967 + Penalty 835.500431 = -537490.258535 nChanged 401 SP:Iteration 5Q (314.620071 sec): 3 clusters Score: Raw -538501.262316 + Penalty 835.500431 = -537665.761885 nChanged 419 SP:Iteration 6Q (314.682649 sec): 3 clusters Score: Raw -538739.374289 + Penalty 835.500431 = -537903.873858 nChanged 453 SP:Iteration 7Q (314.732216 sec): 3 clusters Score: Raw -539035.606931 + Penalty 835.500431 = -538200.106500 nChanged 482 SP:Iteration 8Q (314.776663 sec): 3 clusters Score: Raw -539423.615732 + Penalty 835.500431 = -538588.115300 nChanged 546 SP:Iteration 9F (314.832477 sec): 3 clusters Score: Raw -539858.119151 + Penalty 835.500431 = -539022.618720 nChanged 481 SP:Iteration 10Q (314.889714 sec): 3 clusters Score: Raw -540225.548538 + Penalty 835.500431 = -539390.048107 nChanged 420 SP:Iteration 11Q (314.949157 sec): 3 clusters Score: Raw -540477.426206 + Penalty 835.500431 = -539641.925774 nChanged 348 SP:Iteration 12Q (314.996392 sec): 3 clusters Score: Raw -540668.208294 + Penalty 835.500431 = -539832.707863 nChanged 327 SP:Iteration 13Q (315.051708 sec): 3 clusters Score: Raw -540839.470894 + Penalty 835.500431 = -540003.970463 nChanged 296 SP:Iteration 14Q (315.117019 sec): 3 clusters Score: Raw -540972.946861 + Penalty 835.500431 = -540137.446429 nChanged 242 SP:Iteration 15Q (315.164101 sec): 3 clusters Score: Raw -541074.275449 + Penalty 835.500431 = -540238.775017 nChanged 204 SP:Iteration 16Q (315.226968 sec): 3 clusters Score: Raw -541154.038355 + Penalty 835.500431 = -540318.537924 nChanged 178 SP:Iteration 17Q (315.283626 sec): 3 clusters Score: Raw -541227.302483 + Penalty 835.500431 = -540391.802051 nChanged 176 SP:Iteration 18Q (315.344875 sec): 3 clusters Score: Raw -541300.925091 + Penalty 835.500431 = -540465.424660 nChanged 157 SP:Iteration 19Q (315.387486 sec): 3 clusters Score: Raw -541362.827025 + Penalty 835.500431 = -540527.326594 nChanged 143 SP:Iteration 20F (315.455559 sec): 3 clusters Score: Raw -541414.785591 + Penalty 835.500431 = -540579.285160 nChanged 121 SP:Iteration 21Q (315.498934 sec): 3 clusters Score: Raw -541455.804784 + Penalty 835.500431 = -540620.304353 nChanged 109 SP:Iteration 22Q (315.552657 sec): 3 clusters Score: Raw -541492.518052 + Penalty 835.500431 = -540657.017621 nChanged 86 SP:Iteration 23Q (315.606160 sec): 3 clusters Score: Raw -541529.051655 + Penalty 835.500431 = -540693.551224 nChanged 80 SP:Iteration 24Q (315.649922 sec): 3 clusters Score: Raw -541565.645544 + Penalty 835.500431 = -540730.145113 nChanged 66 SP:Iteration 25Q (315.703321 sec): 3 clusters Score: Raw -541591.282659 + Penalty 835.500431 = -540755.782228 nChanged 64 SP:Iteration 26Q (315.758127 sec): 3 clusters Score: Raw -541617.146964 + Penalty 835.500431 = -540781.646532 nChanged 44 SP:Iteration 27Q (315.808328 sec): 3 clusters Score: Raw -541635.763844 + Penalty 835.500431 = -540800.263413 nChanged 38 SP:Iteration 28Q (315.866543 sec): 3 clusters Score: Raw -541649.087896 + Penalty 835.500431 = -540813.587465 nChanged 34 SP:Iteration 29Q (315.908477 sec): 3 clusters Score: Raw -541659.307051 + Penalty 835.500431 = -540823.806620 nChanged 25 SP:Iteration 30Q (315.962099 sec): 3 clusters Score: Raw -541667.487980 + Penalty 835.500431 = -540831.987549 nChanged 20 SP:Iteration 31Q (316.025987 sec): 3 clusters Score: Raw -541672.248786 + Penalty 835.500431 = -540836.748355 nChanged 15 SP:Iteration 32Q (316.085708 sec): 3 clusters Score: Raw -541677.099049 + Penalty 835.500431 = -540841.598618 nChanged 12 SP:Iteration 33Q (316.130357 sec): 3 clusters Score: Raw -541681.178878 + Penalty 835.500431 = -540845.678446 nChanged 10 SP:Iteration 34Q (316.185507 sec): 3 clusters Score: Raw -541683.354531 + Penalty 835.500431 = -540847.854099 nChanged 6 SP:Iteration 35Q (316.241968 sec): 3 clusters Score: Raw -541684.683520 + Penalty 835.500431 = -540849.183089 nChanged 6 SP:Iteration 36Q (316.295279 sec): 3 clusters Score: Raw -541685.981929 + Penalty 835.500431 = -540850.481498 nChanged 6 SP:Iteration 37Q (316.362747 sec): 3 clusters Score: Raw -541687.418251 + Penalty 835.500431 = -540851.917820 nChanged 3 SP:Iteration 38Q (316.415796 sec): 3 clusters Score: Raw -541687.939740 + Penalty 835.500431 = -540852.439308 nChanged 2 SP:Iteration 39Q (316.458345 sec): 3 clusters Score: Raw -541688.426482 + Penalty 835.500431 = -540852.926051 nChanged 2 SP:Iteration 40F (316.517029 sec): 3 clusters Score: Raw -541688.851327 + Penalty 835.500431 = -540853.350896 nChanged 1 SP:Iteration 41Q (316.572472 sec): 3 clusters Score: Raw -541689.202896 + Penalty 835.500431 = -540853.702465 nChanged 2 SP:Iteration 42Q (316.616539 sec): 3 clusters Score: Raw -541689.513388 + Penalty 835.500431 = -540854.012956 nChanged 0 SP:Iteration 43F (316.659425 sec): 3 clusters Score: Raw -541689.513388 + Penalty 835.500431 = -540854.012956 nChanged 0 Trying to split cluster 8 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.679702 sec): 2 clusters Score: Raw -27733.808920 + Penalty 292.771867 = -27441.037053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.732293 sec): 3 clusters Score: Raw -27492.272173 + Penalty 585.543733 = -26906.728440 nChanged 227 SP:Iteration 1F (316.782939 sec): 3 clusters Score: Raw -27689.282905 + Penalty 585.543733 = -27103.739172 nChanged 58 SP:Iteration 2F (316.825146 sec): 3 clusters Score: Raw -27763.645718 + Penalty 585.543733 = -27178.101985 nChanged 44 SP:Iteration 3F (316.873204 sec): 3 clusters Score: Raw -27828.386430 + Penalty 585.543733 = -27242.842696 nChanged 27 SP:Iteration 4Q (316.921172 sec): 3 clusters Score: Raw -27852.120969 + Penalty 585.543733 = -27266.577236 nChanged 18 SP:Iteration 5Q (316.963490 sec): 3 clusters Score: Raw -27872.132266 + Penalty 585.543733 = -27286.588533 nChanged 12 SP:Iteration 6Q (317.024487 sec): 3 clusters Score: Raw -27880.410699 + Penalty 585.543733 = -27294.866966 nChanged 7 SP:Iteration 7Q (317.071442 sec): 3 clusters Score: Raw -27885.362048 + Penalty 585.543733 = -27299.818315 nChanged 4 SP:Iteration 8Q (317.118784 sec): 3 clusters Score: Raw -27888.682029 + Penalty 585.543733 = -27303.138295 nChanged 5 SP:Iteration 9Q (317.162057 sec): 3 clusters Score: Raw -27892.608833 + Penalty 585.543733 = -27307.065100 nChanged 4 SP:Iteration 10Q (317.224605 sec): 3 clusters Score: Raw -27895.643443 + Penalty 585.543733 = -27310.099710 nChanged 5 SP:Iteration 11Q (317.267655 sec): 3 clusters Score: Raw -27900.761574 + Penalty 585.543733 = -27315.217841 nChanged 5 SP:Iteration 12Q (317.312880 sec): 3 clusters Score: Raw -27904.609900 + Penalty 585.543733 = -27319.066167 nChanged 4 SP:Iteration 13Q (317.358960 sec): 3 clusters Score: Raw -27907.291086 + Penalty 585.543733 = -27321.747353 nChanged 3 SP:Iteration 14Q (317.397112 sec): 3 clusters Score: Raw -27908.008854 + Penalty 585.543733 = -27322.465121 nChanged 2 SP:Iteration 15Q (317.438799 sec): 3 clusters Score: Raw -27908.887004 + Penalty 585.543733 = -27323.343271 nChanged 4 SP:Iteration 16Q (317.482034 sec): 3 clusters Score: Raw -27910.115332 + Penalty 585.543733 = -27324.571599 nChanged 1 SP:Iteration 17Q (317.524301 sec): 3 clusters Score: Raw -27910.275685 + Penalty 585.543733 = -27324.731952 nChanged 0 SP:Iteration 18F (317.567291 sec): 3 clusters Score: Raw -27910.275685 + Penalty 585.543733 = -27324.731952 nChanged 0 Trying to split cluster 9 (8709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.596608 sec): 2 clusters Score: Raw -436306.188920 + Penalty 412.781107 = -435893.407812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.659831 sec): 3 clusters Score: Raw -430887.796894 + Penalty 825.562215 = -430062.234679 nChanged 4006 SP:Iteration 1F (317.712354 sec): 3 clusters Score: Raw -433328.950524 + Penalty 825.562215 = -432503.388309 nChanged 559 SP:Iteration 2F (317.767714 sec): 3 clusters Score: Raw -433606.523491 + Penalty 825.562215 = -432780.961276 nChanged 559 SP:Iteration 3F (317.818158 sec): 3 clusters Score: Raw -433943.662262 + Penalty 825.562215 = -433118.100047 nChanged 618 SP:Iteration 4F (317.874204 sec): 3 clusters Score: Raw -434345.753427 + Penalty 825.562215 = -433520.191212 nChanged 563 SP:Iteration 5F (317.928550 sec): 3 clusters Score: Raw -434724.750706 + Penalty 825.562215 = -433899.188491 nChanged 546 SP:Iteration 6F (317.985541 sec): 3 clusters Score: Raw -435120.170405 + Penalty 825.562215 = -434294.608190 nChanged 462 SP:Iteration 7F (318.040596 sec): 3 clusters Score: Raw -435445.021629 + Penalty 825.562215 = -434619.459414 nChanged 368 SP:Iteration 8Q (318.095079 sec): 3 clusters Score: Raw -435689.001689 + Penalty 825.562215 = -434863.439474 nChanged 272 SP:Iteration 9Q (318.152538 sec): 3 clusters Score: Raw -435807.798545 + Penalty 825.562215 = -434982.236330 nChanged 187 SP:Iteration 10Q (318.206193 sec): 3 clusters Score: Raw -435862.713549 + Penalty 825.562215 = -435037.151334 nChanged 113 SP:Iteration 11Q (318.255819 sec): 3 clusters Score: Raw -435891.799021 + Penalty 825.562215 = -435066.236806 nChanged 79 SP:Iteration 12Q (318.312213 sec): 3 clusters Score: Raw -435914.857109 + Penalty 825.562215 = -435089.294894 nChanged 80 SP:Iteration 13Q (318.367365 sec): 3 clusters Score: Raw -435936.598747 + Penalty 825.562215 = -435111.036532 nChanged 77 SP:Iteration 14Q (318.420407 sec): 3 clusters Score: Raw -435958.960038 + Penalty 825.562215 = -435133.397823 nChanged 86 SP:Iteration 15Q (318.475318 sec): 3 clusters Score: Raw -435982.852143 + Penalty 825.562215 = -435157.289928 nChanged 69 SP:Iteration 16Q (318.528203 sec): 3 clusters Score: Raw -436002.144123 + Penalty 825.562215 = -435176.581908 nChanged 58 SP:Iteration 17Q (318.578938 sec): 3 clusters Score: Raw -436014.877788 + Penalty 825.562215 = -435189.315573 nChanged 49 SP:Iteration 18Q (318.647523 sec): 3 clusters Score: Raw -436024.034564 + Penalty 825.562215 = -435198.472349 nChanged 53 SP:Iteration 19Q (318.705090 sec): 3 clusters Score: Raw -436034.695105 + Penalty 825.562215 = -435209.132890 nChanged 57 SP:Iteration 20F (318.761038 sec): 3 clusters Score: Raw -436044.532789 + Penalty 825.562215 = -435218.970574 nChanged 48 SP:Iteration 21Q (318.804198 sec): 3 clusters Score: Raw -436054.059100 + Penalty 825.562215 = -435228.496885 nChanged 46 SP:Iteration 22Q (318.860865 sec): 3 clusters Score: Raw -436065.070153 + Penalty 825.562215 = -435239.507938 nChanged 47 SP:Iteration 23Q (318.928774 sec): 3 clusters Score: Raw -436074.574711 + Penalty 825.562215 = -435249.012496 nChanged 38 SP:Iteration 24Q (318.987366 sec): 3 clusters Score: Raw -436082.164161 + Penalty 825.562215 = -435256.601946 nChanged 48 SP:Iteration 25Q (319.031194 sec): 3 clusters Score: Raw -436099.269154 + Penalty 825.562215 = -435273.706939 nChanged 50 SP:Iteration 26Q (319.088127 sec): 3 clusters Score: Raw -436123.357489 + Penalty 825.562215 = -435297.795274 nChanged 69 SP:Iteration 27Q (319.153834 sec): 3 clusters Score: Raw -436161.576872 + Penalty 825.562215 = -435336.014657 nChanged 74 SP:Iteration 28Q (319.209954 sec): 3 clusters Score: Raw -436202.265409 + Penalty 825.562215 = -435376.703194 nChanged 73 SP:Iteration 29Q (319.254348 sec): 3 clusters Score: Raw -436238.978132 + Penalty 825.562215 = -435413.415917 nChanged 85 SP:Iteration 30Q (319.315012 sec): 3 clusters Score: Raw -436285.408828 + Penalty 825.562215 = -435459.846613 nChanged 78 SP:Iteration 31Q (319.375302 sec): 3 clusters Score: Raw -436322.312263 + Penalty 825.562215 = -435496.750048 nChanged 75 SP:Iteration 32Q (319.418839 sec): 3 clusters Score: Raw -436355.224400 + Penalty 825.562215 = -435529.662185 nChanged 60 SP:Iteration 33Q (319.483287 sec): 3 clusters Score: Raw -436378.333174 + Penalty 825.562215 = -435552.770959 nChanged 61 SP:Iteration 34Q (319.530855 sec): 3 clusters Score: Raw -436396.948551 + Penalty 825.562215 = -435571.386336 nChanged 58 SP:Iteration 35Q (319.597506 sec): 3 clusters Score: Raw -436415.904516 + Penalty 825.562215 = -435590.342301 nChanged 48 SP:Iteration 36Q (319.651692 sec): 3 clusters Score: Raw -436428.293900 + Penalty 825.562215 = -435602.731685 nChanged 34 SP:Iteration 37Q (319.704335 sec): 3 clusters Score: Raw -436435.491534 + Penalty 825.562215 = -435609.929319 nChanged 34 SP:Iteration 38Q (319.759083 sec): 3 clusters Score: Raw -436441.046744 + Penalty 825.562215 = -435615.484529 nChanged 28 SP:Iteration 39Q (319.807765 sec): 3 clusters Score: Raw -436444.599389 + Penalty 825.562215 = -435619.037174 nChanged 23 SP:Iteration 40F (319.872486 sec): 3 clusters Score: Raw -436447.884184 + Penalty 825.562215 = -435622.321969 nChanged 22 SP:Iteration 41Q (319.923224 sec): 3 clusters Score: Raw -436450.083800 + Penalty 825.562215 = -435624.521585 nChanged 15 SP:Iteration 42Q (319.971082 sec): 3 clusters Score: Raw -436451.765360 + Penalty 825.562215 = -435626.203145 nChanged 12 SP:Iteration 43Q (320.033931 sec): 3 clusters Score: Raw -436453.202276 + Penalty 825.562215 = -435627.640061 nChanged 11 SP:Iteration 44Q (320.078569 sec): 3 clusters Score: Raw -436454.796015 + Penalty 825.562215 = -435629.233800 nChanged 16 SP:Iteration 45Q (320.131714 sec): 3 clusters Score: Raw -436457.279314 + Penalty 825.562215 = -435631.717099 nChanged 11 SP:Iteration 46Q (320.187902 sec): 3 clusters Score: Raw -436458.707563 + Penalty 825.562215 = -435633.145348 nChanged 9 SP:Iteration 47Q (320.247532 sec): 3 clusters Score: Raw -436459.895740 + Penalty 825.562215 = -435634.333525 nChanged 18 SP:Iteration 48Q (320.295839 sec): 3 clusters Score: Raw -436463.390391 + Penalty 825.562215 = -435637.828176 nChanged 20 SP:Iteration 49Q (320.351960 sec): 3 clusters Score: Raw -436467.731187 + Penalty 825.562215 = -435642.168972 nChanged 20 SP:Iteration 50Q (320.404038 sec): 3 clusters Score: Raw -436471.124998 + Penalty 825.562215 = -435645.562783 nChanged 24 SP:Iteration 51Q (320.470279 sec): 3 clusters Score: Raw -436474.938845 + Penalty 825.562215 = -435649.376630 nChanged 13 SP:Iteration 52Q (320.526147 sec): 3 clusters Score: Raw -436476.145080 + Penalty 825.562215 = -435650.582865 nChanged 5 SP:Iteration 53Q (320.579050 sec): 3 clusters Score: Raw -436476.513066 + Penalty 825.562215 = -435650.950851 nChanged 8 SP:Iteration 54Q (320.620749 sec): 3 clusters Score: Raw -436477.957981 + Penalty 825.562215 = -435652.395766 nChanged 6 SP:Iteration 55Q (320.687192 sec): 3 clusters Score: Raw -436478.903947 + Penalty 825.562215 = -435653.341732 nChanged 7 SP:Iteration 56Q (320.740912 sec): 3 clusters Score: Raw -436480.125328 + Penalty 825.562215 = -435654.563113 nChanged 10 SP:Iteration 57Q (320.799311 sec): 3 clusters Score: Raw -436481.891565 + Penalty 825.562215 = -435656.329350 nChanged 10 SP:Iteration 58Q (320.849564 sec): 3 clusters Score: Raw -436483.336095 + Penalty 825.562215 = -435657.773880 nChanged 7 SP:Iteration 59Q (320.909515 sec): 3 clusters Score: Raw -436484.084229 + Penalty 825.562215 = -435658.522014 nChanged 4 SP:Iteration 60F (320.966629 sec): 3 clusters Score: Raw -436484.478470 + Penalty 825.562215 = -435658.916255 nChanged 3 SP:Iteration 61Q (321.012832 sec): 3 clusters Score: Raw -436485.223094 + Penalty 825.562215 = -435659.660879 nChanged 5 SP:Iteration 62Q (321.064356 sec): 3 clusters Score: Raw -436485.559947 + Penalty 825.562215 = -435659.997732 nChanged 5 SP:Iteration 63Q (321.118002 sec): 3 clusters Score: Raw -436485.703259 + Penalty 825.562215 = -435660.141044 nChanged 0 SP:Iteration 64F (321.173692 sec): 3 clusters Score: Raw -436485.703259 + Penalty 825.562215 = -435660.141044 nChanged 0 Trying to split cluster 10 (47418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.232629 sec): 2 clusters Score: Raw -2626288.057312 + Penalty 489.887452 = -2625798.169860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.325352 sec): 3 clusters Score: Raw -2594818.377293 + Penalty 979.774904 = -2593838.602389 nChanged 22986 SP:Iteration 1F (321.410016 sec): 3 clusters Score: Raw -2608439.736189 + Penalty 979.774904 = -2607459.961286 nChanged 2312 SP:Iteration 2Q (321.502102 sec): 3 clusters Score: Raw -2609445.493712 + Penalty 979.774904 = -2608465.718809 nChanged 2620 SP:Iteration 3F (321.590805 sec): 3 clusters Score: Raw -2610843.055033 + Penalty 979.774904 = -2609863.280129 nChanged 2895 SP:Iteration 4F (321.679806 sec): 3 clusters Score: Raw -2612681.476830 + Penalty 979.774904 = -2611701.701926 nChanged 2965 SP:Iteration 5F (321.766289 sec): 3 clusters Score: Raw -2614694.524959 + Penalty 979.774904 = -2613714.750056 nChanged 2896 SP:Iteration 6F (321.859879 sec): 3 clusters Score: Raw -2616555.753958 + Penalty 979.774904 = -2615575.979055 nChanged 2386 SP:Iteration 7F (321.947195 sec): 3 clusters Score: Raw -2617859.005338 + Penalty 979.774904 = -2616879.230434 nChanged 1833 SP:Iteration 8Q (322.026809 sec): 3 clusters Score: Raw -2618546.888382 + Penalty 979.774904 = -2617567.113479 nChanged 1226 SP:Iteration 9Q (322.111369 sec): 3 clusters Score: Raw -2618875.593844 + Penalty 979.774904 = -2617895.818940 nChanged 882 SP:Iteration 10Q (322.210520 sec): 3 clusters Score: Raw -2619066.966049 + Penalty 979.774904 = -2618087.191145 nChanged 646 SP:Iteration 11Q (322.302206 sec): 3 clusters Score: Raw -2619219.726154 + Penalty 979.774904 = -2618239.951250 nChanged 635 SP:Iteration 12Q (322.378334 sec): 3 clusters Score: Raw -2619379.654418 + Penalty 979.774904 = -2618399.879514 nChanged 595 SP:Iteration 13Q (322.476148 sec): 3 clusters Score: Raw -2619524.797228 + Penalty 979.774904 = -2618545.022324 nChanged 607 SP:Iteration 14Q (322.565218 sec): 3 clusters Score: Raw -2619704.130462 + Penalty 979.774904 = -2618724.355558 nChanged 671 SP:Iteration 15Q (322.654694 sec): 3 clusters Score: Raw -2619906.717692 + Penalty 979.774904 = -2618926.942788 nChanged 668 SP:Iteration 16Q (322.743374 sec): 3 clusters Score: Raw -2620105.736703 + Penalty 979.774904 = -2619125.961799 nChanged 648 SP:Iteration 17Q (322.829570 sec): 3 clusters Score: Raw -2620282.096739 + Penalty 979.774904 = -2619302.321835 nChanged 631 SP:Iteration 18Q (322.921991 sec): 3 clusters Score: Raw -2620458.373341 + Penalty 979.774904 = -2619478.598437 nChanged 608 SP:Iteration 19Q (323.011057 sec): 3 clusters Score: Raw -2620620.235511 + Penalty 979.774904 = -2619640.460607 nChanged 556 SP:Iteration 20F (323.099297 sec): 3 clusters Score: Raw -2620752.616750 + Penalty 979.774904 = -2619772.841846 nChanged 494 SP:Iteration 21Q (323.192437 sec): 3 clusters Score: Raw -2620865.759556 + Penalty 979.774904 = -2619885.984653 nChanged 481 SP:Iteration 22Q (323.285661 sec): 3 clusters Score: Raw -2620980.842755 + Penalty 979.774904 = -2620001.067851 nChanged 486 SP:Iteration 23Q (323.375106 sec): 3 clusters Score: Raw -2621102.443218 + Penalty 979.774904 = -2620122.668315 nChanged 491 SP:Iteration 24Q (323.463450 sec): 3 clusters Score: Raw -2621220.000746 + Penalty 979.774904 = -2620240.225843 nChanged 441 SP:Iteration 25Q (323.550046 sec): 3 clusters Score: Raw -2621306.178992 + Penalty 979.774904 = -2620326.404088 nChanged 396 SP:Iteration 26Q (323.634502 sec): 3 clusters Score: Raw -2621373.939269 + Penalty 979.774904 = -2620394.164366 nChanged 344 SP:Iteration 27Q (323.722676 sec): 3 clusters Score: Raw -2621428.676942 + Penalty 979.774904 = -2620448.902039 nChanged 339 SP:Iteration 28Q (323.813789 sec): 3 clusters Score: Raw -2621480.931389 + Penalty 979.774904 = -2620501.156486 nChanged 324 SP:Iteration 29Q (323.902226 sec): 3 clusters Score: Raw -2621526.895814 + Penalty 979.774904 = -2620547.120910 nChanged 287 SP:Iteration 30Q (323.988551 sec): 3 clusters Score: Raw -2621565.384132 + Penalty 979.774904 = -2620585.609228 nChanged 267 SP:Iteration 31Q (324.070523 sec): 3 clusters Score: Raw -2621598.990674 + Penalty 979.774904 = -2620619.215770 nChanged 264 SP:Iteration 32Q (324.157243 sec): 3 clusters Score: Raw -2621630.385181 + Penalty 979.774904 = -2620650.610277 nChanged 271 SP:Iteration 33Q (324.239854 sec): 3 clusters Score: Raw -2621662.154618 + Penalty 979.774904 = -2620682.379714 nChanged 249 SP:Iteration 34Q (324.328687 sec): 3 clusters Score: Raw -2621692.889211 + Penalty 979.774904 = -2620713.114308 nChanged 272 SP:Iteration 35Q (324.411536 sec): 3 clusters Score: Raw -2621729.751106 + Penalty 979.774904 = -2620749.976203 nChanged 278 SP:Iteration 36Q (324.500672 sec): 3 clusters Score: Raw -2621763.720040 + Penalty 979.774904 = -2620783.945136 nChanged 257 SP:Iteration 37Q (324.585330 sec): 3 clusters Score: Raw -2621793.348506 + Penalty 979.774904 = -2620813.573602 nChanged 244 SP:Iteration 38Q (324.660063 sec): 3 clusters Score: Raw -2621819.755155 + Penalty 979.774904 = -2620839.980251 nChanged 250 SP:Iteration 39Q (324.754044 sec): 3 clusters Score: Raw -2621846.153625 + Penalty 979.774904 = -2620866.378721 nChanged 253 SP:Iteration 40F (324.836840 sec): 3 clusters Score: Raw -2621874.043456 + Penalty 979.774904 = -2620894.268552 nChanged 259 SP:Iteration 41Q (324.919158 sec): 3 clusters Score: Raw -2621904.914684 + Penalty 979.774904 = -2620925.139780 nChanged 291 SP:Iteration 42Q (324.996803 sec): 3 clusters Score: Raw -2621944.111202 + Penalty 979.774904 = -2620964.336298 nChanged 297 SP:Iteration 43Q (325.096092 sec): 3 clusters Score: Raw -2621989.518963 + Penalty 979.774904 = -2621009.744059 nChanged 349 SP:Iteration 44Q (325.183535 sec): 3 clusters Score: Raw -2622048.961584 + Penalty 979.774904 = -2621069.186681 nChanged 388 SP:Iteration 45Q (325.271196 sec): 3 clusters Score: Raw -2622120.887603 + Penalty 979.774904 = -2621141.112700 nChanged 403 SP:Iteration 46Q (325.348164 sec): 3 clusters Score: Raw -2622199.667500 + Penalty 979.774904 = -2621219.892596 nChanged 442 SP:Iteration 47Q (325.442691 sec): 3 clusters Score: Raw -2622291.238126 + Penalty 979.774904 = -2621311.463222 nChanged 452 SP:Iteration 48Q (325.527272 sec): 3 clusters Score: Raw -2622386.444979 + Penalty 979.774904 = -2621406.670076 nChanged 442 SP:Iteration 49Q (325.611498 sec): 3 clusters Score: Raw -2622484.041719 + Penalty 979.774904 = -2621504.266815 nChanged 475 SP:Iteration 50Q (325.696337 sec): 3 clusters Score: Raw -2622602.030382 + Penalty 979.774904 = -2621622.255479 nChanged 521 SP:Iteration 51Q (325.779108 sec): 3 clusters Score: Raw -2622747.453050 + Penalty 979.774904 = -2621767.678147 nChanged 550 SP:Iteration 52Q (325.865029 sec): 3 clusters Score: Raw -2622913.959851 + Penalty 979.774904 = -2621934.184948 nChanged 581 SP:Iteration 53Q (325.951564 sec): 3 clusters Score: Raw -2623102.013291 + Penalty 979.774904 = -2622122.238387 nChanged 593 SP:Iteration 54Q (326.038996 sec): 3 clusters Score: Raw -2623310.264688 + Penalty 979.774904 = -2622330.489784 nChanged 620 SP:Iteration 55Q (326.118619 sec): 3 clusters Score: Raw -2623540.877322 + Penalty 979.774904 = -2622561.102418 nChanged 634 SP:Iteration 56Q (326.204912 sec): 3 clusters Score: Raw -2623785.674861 + Penalty 979.774904 = -2622805.899958 nChanged 634 SP:Iteration 57Q (326.291378 sec): 3 clusters Score: Raw -2624043.564011 + Penalty 979.774904 = -2623063.789108 nChanged 647 SP:Iteration 58Q (326.373755 sec): 3 clusters Score: Raw -2624329.074784 + Penalty 979.774904 = -2623349.299880 nChanged 666 SP:Iteration 59Q (326.445476 sec): 3 clusters Score: Raw -2624654.159757 + Penalty 979.774904 = -2623674.384854 nChanged 646 SP:Iteration 60F (326.545886 sec): 3 clusters Score: Raw -2624993.151185 + Penalty 979.774904 = -2624013.376282 nChanged 572 SP:Iteration 61Q (326.630503 sec): 3 clusters Score: Raw -2625299.305413 + Penalty 979.774904 = -2624319.530509 nChanged 513 SP:Iteration 62Q (326.707662 sec): 3 clusters Score: Raw -2625593.236557 + Penalty 979.774904 = -2624613.461653 nChanged 402 SP:Iteration 63Q (326.785327 sec): 3 clusters Score: Raw -2625834.120975 + Penalty 979.774904 = -2624854.346071 nChanged 293 SP:Iteration 64Q (326.863363 sec): 3 clusters Score: Raw -2626020.634938 + Penalty 979.774904 = -2625040.860034 nChanged 208 SP:Iteration 65Q (326.933836 sec): 3 clusters Score: Raw -2626143.744423 + Penalty 979.774904 = -2625163.969519 nChanged 127 SP:Iteration 66Q (327.022504 sec): 3 clusters Score: Raw -2626212.770144 + Penalty 979.774904 = -2625232.995241 nChanged 96 SP:Iteration 67Q (327.103111 sec): 3 clusters Score: Raw -2626265.086796 + Penalty 979.774904 = -2625285.311893 nChanged 59 SP:Iteration 68Q (327.182357 sec): 3 clusters Score: Raw -2626294.989620 + Penalty 979.774904 = -2625315.214716 nChanged 43 SP:Iteration 69Q (327.249069 sec): 3 clusters Score: Raw -2626315.676949 + Penalty 979.774904 = -2625335.902045 nChanged 31 SP:Iteration 70Q (327.338787 sec): 3 clusters Score: Raw -2626328.690512 + Penalty 979.774904 = -2625348.915608 nChanged 26 SP:Iteration 71Q (327.418590 sec): 3 clusters Score: Raw -2626340.457652 + Penalty 979.774904 = -2625360.682749 nChanged 15 SP:Iteration 72Q (327.499321 sec): 3 clusters Score: Raw -2626344.620016 + Penalty 979.774904 = -2625364.845112 nChanged 11 SP:Iteration 73Q (327.579493 sec): 3 clusters Score: Raw -2626349.254386 + Penalty 979.774904 = -2625369.479483 nChanged 13 SP:Iteration 74Q (327.667145 sec): 3 clusters Score: Raw -2626356.134709 + Penalty 979.774904 = -2625376.359805 nChanged 10 SP:Iteration 75Q (327.747950 sec): 3 clusters Score: Raw -2626360.176818 + Penalty 979.774904 = -2625380.401915 nChanged 10 SP:Iteration 76Q (327.818300 sec): 3 clusters Score: Raw -2626366.969533 + Penalty 979.774904 = -2625387.194630 nChanged 20 SP:Iteration 77Q (327.904916 sec): 3 clusters Score: Raw -2626377.801581 + Penalty 979.774904 = -2625398.026677 nChanged 14 SP:Iteration 78Q (327.983003 sec): 3 clusters Score: Raw -2626382.913319 + Penalty 979.774904 = -2625403.138415 nChanged 7 SP:Iteration 79Q (328.058937 sec): 3 clusters Score: Raw -2626386.225190 + Penalty 979.774904 = -2625406.450286 nChanged 10 SP:Iteration 80F (328.149492 sec): 3 clusters Score: Raw -2626391.029104 + Penalty 979.774904 = -2625411.254201 nChanged 8 SP:Iteration 81Q (328.229984 sec): 3 clusters Score: Raw -2626394.772770 + Penalty 979.774904 = -2625414.997866 nChanged 8 SP:Iteration 82Q (328.306930 sec): 3 clusters Score: Raw -2626399.596370 + Penalty 979.774904 = -2625419.821466 nChanged 4 SP:Iteration 83Q (328.383337 sec): 3 clusters Score: Raw -2626401.633007 + Penalty 979.774904 = -2625421.858104 nChanged 3 SP:Iteration 84Q (328.461812 sec): 3 clusters Score: Raw -2626402.985796 + Penalty 979.774904 = -2625423.210892 nChanged 5 SP:Iteration 85Q (328.541339 sec): 3 clusters Score: Raw -2626404.256335 + Penalty 979.774904 = -2625424.481431 nChanged 3 SP:Iteration 86Q (328.615547 sec): 3 clusters Score: Raw -2626405.040433 + Penalty 979.774904 = -2625425.265530 nChanged 2 SP:Iteration 87Q (328.693704 sec): 3 clusters Score: Raw -2626405.810303 + Penalty 979.774904 = -2625426.035399 nChanged 1 SP:Iteration 88Q (328.770048 sec): 3 clusters Score: Raw -2626406.434293 + Penalty 979.774904 = -2625426.659389 nChanged 2 SP:Iteration 89Q (328.847808 sec): 3 clusters Score: Raw -2626407.007413 + Penalty 979.774904 = -2625427.232510 nChanged 0 SP:Iteration 90F (328.927901 sec): 3 clusters Score: Raw -2626407.007413 + Penalty 979.774904 = -2625427.232510 nChanged 0 Trying to split cluster 11 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.961080 sec): 2 clusters Score: Raw -58417.295507 + Penalty 316.825144 = -58100.470362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.003783 sec): 3 clusters Score: Raw -57868.038903 + Penalty 633.650289 = -57234.388614 nChanged 437 SP:Iteration 1F (329.055539 sec): 3 clusters Score: Raw -58127.281819 + Penalty 633.650289 = -57493.631531 nChanged 93 SP:Iteration 2F (329.100225 sec): 3 clusters Score: Raw -58179.532176 + Penalty 633.650289 = -57545.881887 nChanged 58 SP:Iteration 3F (329.155478 sec): 3 clusters Score: Raw -58213.890261 + Penalty 633.650289 = -57580.239972 nChanged 41 SP:Iteration 4Q (329.207134 sec): 3 clusters Score: Raw -58244.917017 + Penalty 633.650289 = -57611.266728 nChanged 44 SP:Iteration 5Q (329.251537 sec): 3 clusters Score: Raw -58274.367224 + Penalty 633.650289 = -57640.716936 nChanged 34 SP:Iteration 6Q (329.302613 sec): 3 clusters Score: Raw -58300.446696 + Penalty 633.650289 = -57666.796407 nChanged 37 SP:Iteration 7Q (329.348491 sec): 3 clusters Score: Raw -58325.487944 + Penalty 633.650289 = -57691.837655 nChanged 27 SP:Iteration 8Q (329.388098 sec): 3 clusters Score: Raw -58347.744485 + Penalty 633.650289 = -57714.094196 nChanged 28 SP:Iteration 9Q (329.445162 sec): 3 clusters Score: Raw -58360.602368 + Penalty 633.650289 = -57726.952079 nChanged 12 SP:Iteration 10Q (329.499777 sec): 3 clusters Score: Raw -58366.341991 + Penalty 633.650289 = -57732.691702 nChanged 6 SP:Iteration 11Q (329.541839 sec): 3 clusters Score: Raw -58368.450009 + Penalty 633.650289 = -57734.799720 nChanged 4 SP:Iteration 12Q (329.596288 sec): 3 clusters Score: Raw -58369.022381 + Penalty 633.650289 = -57735.372093 nChanged 1 SP:Iteration 13Q (329.638608 sec): 3 clusters Score: Raw -58369.282294 + Penalty 633.650289 = -57735.632005 nChanged 2 SP:Iteration 14Q (329.689872 sec): 3 clusters Score: Raw -58369.660156 + Penalty 633.650289 = -57736.009867 nChanged 1 SP:Iteration 15Q (329.736767 sec): 3 clusters Score: Raw -58369.706614 + Penalty 633.650289 = -57736.056325 nChanged 0 SP:Iteration 16F (329.782123 sec): 3 clusters Score: Raw -58369.706614 + Penalty 633.650289 = -57736.056325 nChanged 0 Trying to split cluster 12 (7907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.812703 sec): 2 clusters Score: Raw -433821.942394 + Penalty 408.385419 = -433413.556974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.868223 sec): 3 clusters Score: Raw -428982.472399 + Penalty 816.770839 = -428165.701560 nChanged 3638 SP:Iteration 1F (329.924102 sec): 3 clusters Score: Raw -431137.819276 + Penalty 816.770839 = -430321.048437 nChanged 533 SP:Iteration 2F (329.980945 sec): 3 clusters Score: Raw -431498.334365 + Penalty 816.770839 = -430681.563527 nChanged 513 SP:Iteration 3F (330.036471 sec): 3 clusters Score: Raw -431888.374072 + Penalty 816.770839 = -431071.603233 nChanged 538 SP:Iteration 4F (330.088533 sec): 3 clusters Score: Raw -432324.513617 + Penalty 816.770839 = -431507.742779 nChanged 493 SP:Iteration 5F (330.131670 sec): 3 clusters Score: Raw -432737.578602 + Penalty 816.770839 = -431920.807763 nChanged 405 SP:Iteration 6F (330.197091 sec): 3 clusters Score: Raw -433019.429111 + Penalty 816.770839 = -432202.658272 nChanged 306 SP:Iteration 7Q (330.251908 sec): 3 clusters Score: Raw -433184.070922 + Penalty 816.770839 = -432367.300083 nChanged 239 SP:Iteration 8Q (330.298314 sec): 3 clusters Score: Raw -433302.161322 + Penalty 816.770839 = -432485.390483 nChanged 184 SP:Iteration 9Q (330.365621 sec): 3 clusters Score: Raw -433376.458271 + Penalty 816.770839 = -432559.687433 nChanged 152 SP:Iteration 10Q (330.419398 sec): 3 clusters Score: Raw -433435.581682 + Penalty 816.770839 = -432618.810843 nChanged 140 SP:Iteration 11Q (330.478366 sec): 3 clusters Score: Raw -433495.224974 + Penalty 816.770839 = -432678.454135 nChanged 127 SP:Iteration 12Q (330.524674 sec): 3 clusters Score: Raw -433552.221013 + Penalty 816.770839 = -432735.450175 nChanged 124 SP:Iteration 13Q (330.576270 sec): 3 clusters Score: Raw -433611.532145 + Penalty 816.770839 = -432794.761306 nChanged 98 SP:Iteration 14Q (330.636641 sec): 3 clusters Score: Raw -433654.169414 + Penalty 816.770839 = -432837.398575 nChanged 83 SP:Iteration 15Q (330.686703 sec): 3 clusters Score: Raw -433691.008169 + Penalty 816.770839 = -432874.237331 nChanged 77 SP:Iteration 16Q (330.747537 sec): 3 clusters Score: Raw -433727.009366 + Penalty 816.770839 = -432910.238527 nChanged 72 SP:Iteration 17Q (330.799777 sec): 3 clusters Score: Raw -433757.393085 + Penalty 816.770839 = -432940.622246 nChanged 66 SP:Iteration 18Q (330.856675 sec): 3 clusters Score: Raw -433787.346141 + Penalty 816.770839 = -432970.575302 nChanged 73 SP:Iteration 19Q (330.900905 sec): 3 clusters Score: Raw -433823.299902 + Penalty 816.770839 = -433006.529063 nChanged 61 SP:Iteration 20F (330.960690 sec): 3 clusters Score: Raw -433853.400303 + Penalty 816.770839 = -433036.629465 nChanged 50 SP:Iteration 21Q (331.021764 sec): 3 clusters Score: Raw -433880.982147 + Penalty 816.770839 = -433064.211308 nChanged 41 SP:Iteration 22Q (331.064762 sec): 3 clusters Score: Raw -433898.828552 + Penalty 816.770839 = -433082.057713 nChanged 32 SP:Iteration 23Q (331.122087 sec): 3 clusters Score: Raw -433908.643301 + Penalty 816.770839 = -433091.872462 nChanged 31 SP:Iteration 24Q (331.172731 sec): 3 clusters Score: Raw -433917.159524 + Penalty 816.770839 = -433100.388685 nChanged 17 SP:Iteration 25Q (331.234479 sec): 3 clusters Score: Raw -433921.673712 + Penalty 816.770839 = -433104.902873 nChanged 20 SP:Iteration 26Q (331.292231 sec): 3 clusters Score: Raw -433927.032653 + Penalty 816.770839 = -433110.261814 nChanged 15 SP:Iteration 27Q (331.346982 sec): 3 clusters Score: Raw -433930.993774 + Penalty 816.770839 = -433114.222936 nChanged 19 SP:Iteration 28Q (331.401862 sec): 3 clusters Score: Raw -433934.928034 + Penalty 816.770839 = -433118.157195 nChanged 13 SP:Iteration 29Q (331.443584 sec): 3 clusters Score: Raw -433937.664401 + Penalty 816.770839 = -433120.893563 nChanged 7 SP:Iteration 30Q (331.500531 sec): 3 clusters Score: Raw -433938.854660 + Penalty 816.770839 = -433122.083822 nChanged 7 SP:Iteration 31Q (331.560709 sec): 3 clusters Score: Raw -433940.642183 + Penalty 816.770839 = -433123.871344 nChanged 4 SP:Iteration 32Q (331.618483 sec): 3 clusters Score: Raw -433941.672888 + Penalty 816.770839 = -433124.902049 nChanged 7 SP:Iteration 33Q (331.673441 sec): 3 clusters Score: Raw -433943.737513 + Penalty 816.770839 = -433126.966674 nChanged 10 SP:Iteration 34Q (331.727564 sec): 3 clusters Score: Raw -433946.504947 + Penalty 816.770839 = -433129.734109 nChanged 9 SP:Iteration 35Q (331.769660 sec): 3 clusters Score: Raw -433947.967307 + Penalty 816.770839 = -433131.196468 nChanged 7 SP:Iteration 36Q (331.818431 sec): 3 clusters Score: Raw -433949.546092 + Penalty 816.770839 = -433132.775253 nChanged 5 SP:Iteration 37Q (331.866476 sec): 3 clusters Score: Raw -433950.802271 + Penalty 816.770839 = -433134.031432 nChanged 3 SP:Iteration 38Q (331.914484 sec): 3 clusters Score: Raw -433951.109921 + Penalty 816.770839 = -433134.339082 nChanged 0 SP:Iteration 39F (331.967385 sec): 3 clusters Score: Raw -433951.109921 + Penalty 816.770839 = -433134.339082 nChanged 0 Trying to split cluster 13 (26581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.020219 sec): 2 clusters Score: Raw -1396041.639271 + Penalty 463.551814 = -1395578.087458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.089095 sec): 3 clusters Score: Raw -1378763.344112 + Penalty 927.103628 = -1377836.240485 nChanged 12691 SP:Iteration 1F (332.162039 sec): 3 clusters Score: Raw -1387157.112546 + Penalty 927.103628 = -1386230.008918 nChanged 2287 SP:Iteration 2F (332.232914 sec): 3 clusters Score: Raw -1388844.796370 + Penalty 927.103628 = -1387917.692743 nChanged 2440 SP:Iteration 3F (332.302964 sec): 3 clusters Score: Raw -1390987.653358 + Penalty 927.103628 = -1390060.549730 nChanged 2151 SP:Iteration 4F (332.374500 sec): 3 clusters Score: Raw -1393095.400942 + Penalty 927.103628 = -1392168.297314 nChanged 1634 SP:Iteration 5F (332.444650 sec): 3 clusters Score: Raw -1394762.506698 + Penalty 927.103628 = -1393835.403070 nChanged 839 SP:Iteration 6Q (332.509122 sec): 3 clusters Score: Raw -1395559.038198 + Penalty 927.103628 = -1394631.934570 nChanged 405 SP:Iteration 7Q (332.583073 sec): 3 clusters Score: Raw -1395877.019348 + Penalty 927.103628 = -1394949.915720 nChanged 172 SP:Iteration 8Q (332.647332 sec): 3 clusters Score: Raw -1395990.593484 + Penalty 927.103628 = -1395063.489856 nChanged 83 SP:Iteration 9Q (332.708953 sec): 3 clusters Score: Raw -1396046.006732 + Penalty 927.103628 = -1395118.903104 nChanged 60 SP:Iteration 10Q (332.776162 sec): 3 clusters Score: Raw -1396087.717095 + Penalty 927.103628 = -1395160.613468 nChanged 30 SP:Iteration 11Q (332.831248 sec): 3 clusters Score: Raw -1396111.286887 + Penalty 927.103628 = -1395184.183259 nChanged 14 SP:Iteration 12Q (332.906187 sec): 3 clusters Score: Raw -1396123.051488 + Penalty 927.103628 = -1395195.947860 nChanged 15 SP:Iteration 13Q (332.967749 sec): 3 clusters Score: Raw -1396134.487173 + Penalty 927.103628 = -1395207.383545 nChanged 7 SP:Iteration 14Q (333.035111 sec): 3 clusters Score: Raw -1396140.021586 + Penalty 927.103628 = -1395212.917958 nChanged 6 SP:Iteration 15Q (333.096174 sec): 3 clusters Score: Raw -1396144.947954 + Penalty 927.103628 = -1395217.844326 nChanged 5 SP:Iteration 16Q (333.164156 sec): 3 clusters Score: Raw -1396149.303959 + Penalty 927.103628 = -1395222.200331 nChanged 7 SP:Iteration 17Q (333.235037 sec): 3 clusters Score: Raw -1396153.412954 + Penalty 927.103628 = -1395226.309327 nChanged 5 SP:Iteration 18Q (333.308064 sec): 3 clusters Score: Raw -1396155.110977 + Penalty 927.103628 = -1395228.007349 nChanged 3 SP:Iteration 19Q (333.372353 sec): 3 clusters Score: Raw -1396156.487733 + Penalty 927.103628 = -1395229.384105 nChanged 1 SP:Iteration 20F (333.447680 sec): 3 clusters Score: Raw -1396156.744033 + Penalty 927.103628 = -1395229.640405 nChanged 0 Trying to split cluster 14 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.473785 sec): 2 clusters Score: Raw -31560.824882 + Penalty 293.207972 = -31267.616910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.511440 sec): 3 clusters Score: Raw -31278.193119 + Penalty 586.415944 = -30691.777175 nChanged 235 SP:Iteration 1F (333.558677 sec): 3 clusters Score: Raw -31467.366341 + Penalty 586.415944 = -30880.950396 nChanged 67 SP:Iteration 2F (333.615070 sec): 3 clusters Score: Raw -31521.774772 + Penalty 586.415944 = -30935.358828 nChanged 35 SP:Iteration 3F (333.666280 sec): 3 clusters Score: Raw -31546.205471 + Penalty 586.415944 = -30959.789527 nChanged 22 SP:Iteration 4Q (333.716181 sec): 3 clusters Score: Raw -31560.033082 + Penalty 586.415944 = -30973.617137 nChanged 14 SP:Iteration 5Q (333.762354 sec): 3 clusters Score: Raw -31566.700652 + Penalty 586.415944 = -30980.284708 nChanged 10 SP:Iteration 6Q (333.801835 sec): 3 clusters Score: Raw -31574.964477 + Penalty 586.415944 = -30988.548533 nChanged 14 SP:Iteration 7Q (333.856263 sec): 3 clusters Score: Raw -31585.418973 + Penalty 586.415944 = -30999.003029 nChanged 10 SP:Iteration 8Q (333.895863 sec): 3 clusters Score: Raw -31593.977429 + Penalty 586.415944 = -31007.561485 nChanged 9 SP:Iteration 9Q (333.942493 sec): 3 clusters Score: Raw -31601.471000 + Penalty 586.415944 = -31015.055055 nChanged 10 SP:Iteration 10Q (333.989323 sec): 3 clusters Score: Raw -31607.244550 + Penalty 586.415944 = -31020.828606 nChanged 9 SP:Iteration 11Q (334.020692 sec): 3 clusters Score: Raw -31616.996540 + Penalty 586.415944 = -31030.580595 nChanged 9 SP:Iteration 12Q (334.072167 sec): 3 clusters Score: Raw -31626.427715 + Penalty 586.415944 = -31040.011771 nChanged 8 SP:Iteration 13Q (334.115512 sec): 3 clusters Score: Raw -31633.404930 + Penalty 586.415944 = -31046.988986 nChanged 2 SP:Iteration 14Q (334.166806 sec): 3 clusters Score: Raw -31634.262273 + Penalty 586.415944 = -31047.846328 nChanged 0 SP:Iteration 15F (334.202268 sec): 3 clusters Score: Raw -31634.262273 + Penalty 586.415944 = -31047.846328 nChanged 0 Trying to split cluster 15 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.226859 sec): 2 clusters Score: Raw -33633.883358 + Penalty 288.083334 = -33345.800024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.274009 sec): 3 clusters Score: Raw -33378.340928 + Penalty 576.166668 = -32802.174259 nChanged 212 SP:Iteration 1F (334.325486 sec): 3 clusters Score: Raw -33509.231289 + Penalty 576.166668 = -32933.064620 nChanged 48 SP:Iteration 2F (334.377887 sec): 3 clusters Score: Raw -33548.816865 + Penalty 576.166668 = -32972.650197 nChanged 35 SP:Iteration 3F (334.411170 sec): 3 clusters Score: Raw -33575.435773 + Penalty 576.166668 = -32999.269105 nChanged 26 SP:Iteration 4Q (334.461165 sec): 3 clusters Score: Raw -33597.281556 + Penalty 576.166668 = -33021.114888 nChanged 18 SP:Iteration 5Q (334.515394 sec): 3 clusters Score: Raw -33608.816087 + Penalty 576.166668 = -33032.649419 nChanged 11 SP:Iteration 6Q (334.569158 sec): 3 clusters Score: Raw -33614.892521 + Penalty 576.166668 = -33038.725853 nChanged 12 SP:Iteration 7Q (334.618708 sec): 3 clusters Score: Raw -33622.676341 + Penalty 576.166668 = -33046.509672 nChanged 7 SP:Iteration 8Q (334.663212 sec): 3 clusters Score: Raw -33627.693317 + Penalty 576.166668 = -33051.526649 nChanged 7 SP:Iteration 9Q (334.703238 sec): 3 clusters Score: Raw -33633.217265 + Penalty 576.166668 = -33057.050597 nChanged 5 SP:Iteration 10Q (334.760643 sec): 3 clusters Score: Raw -33635.011840 + Penalty 576.166668 = -33058.845172 nChanged 1 SP:Iteration 11Q (334.804746 sec): 3 clusters Score: Raw -33635.273427 + Penalty 576.166668 = -33059.106759 nChanged 2 SP:Iteration 12Q (334.850468 sec): 3 clusters Score: Raw -33636.899160 + Penalty 576.166668 = -33060.732492 nChanged 3 SP:Iteration 13Q (334.890111 sec): 3 clusters Score: Raw -33639.359414 + Penalty 576.166668 = -33063.192745 nChanged 4 SP:Iteration 14Q (334.939708 sec): 3 clusters Score: Raw -33642.583177 + Penalty 576.166668 = -33066.416509 nChanged 2 SP:Iteration 15Q (334.987677 sec): 3 clusters Score: Raw -33643.468973 + Penalty 576.166668 = -33067.302304 nChanged 2 SP:Iteration 16Q (335.038339 sec): 3 clusters Score: Raw -33644.496753 + Penalty 576.166668 = -33068.330085 nChanged 2 SP:Iteration 17Q (335.086049 sec): 3 clusters Score: Raw -33646.858665 + Penalty 576.166668 = -33070.691996 nChanged 3 SP:Iteration 18Q (335.137810 sec): 3 clusters Score: Raw -33648.836786 + Penalty 576.166668 = -33072.670117 nChanged 0 SP:Iteration 19F (335.180359 sec): 3 clusters Score: Raw -33648.836786 + Penalty 576.166668 = -33072.670117 nChanged 0 Trying to split cluster 16 (22922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.230886 sec): 2 clusters Score: Raw -1271588.453404 + Penalty 456.813285 = -1271131.640119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.292373 sec): 3 clusters Score: Raw -1256686.560172 + Penalty 913.626571 = -1255772.933602 nChanged 10929 SP:Iteration 1F (335.360217 sec): 3 clusters Score: Raw -1262929.296792 + Penalty 913.626571 = -1262015.670221 nChanged 877 SP:Iteration 2Q (335.424051 sec): 3 clusters Score: Raw -1263164.177229 + Penalty 913.626571 = -1262250.550658 nChanged 870 SP:Iteration 3Q (335.495826 sec): 3 clusters Score: Raw -1263446.537616 + Penalty 913.626571 = -1262532.911045 nChanged 926 SP:Iteration 4Q (335.558766 sec): 3 clusters Score: Raw -1263825.786423 + Penalty 913.626571 = -1262912.159852 nChanged 1091 SP:Iteration 5Q (335.637799 sec): 3 clusters Score: Raw -1264418.363072 + Penalty 913.626571 = -1263504.736501 nChanged 1265 SP:Iteration 6F (335.693275 sec): 3 clusters Score: Raw -1265328.603941 + Penalty 913.626571 = -1264414.977370 nChanged 1465 SP:Iteration 7F (335.770252 sec): 3 clusters Score: Raw -1266495.878759 + Penalty 913.626571 = -1265582.252188 nChanged 1407 SP:Iteration 8F (335.824638 sec): 3 clusters Score: Raw -1267430.783705 + Penalty 913.626571 = -1266517.157134 nChanged 1029 SP:Iteration 9Q (335.893366 sec): 3 clusters Score: Raw -1267837.401716 + Penalty 913.626571 = -1266923.775145 nChanged 594 SP:Iteration 10Q (335.962155 sec): 3 clusters Score: Raw -1267975.619204 + Penalty 913.626571 = -1267061.992633 nChanged 335 SP:Iteration 11Q (336.031109 sec): 3 clusters Score: Raw -1268044.078923 + Penalty 913.626571 = -1267130.452352 nChanged 275 SP:Iteration 12Q (336.089724 sec): 3 clusters Score: Raw -1268102.064912 + Penalty 913.626571 = -1267188.438341 nChanged 280 SP:Iteration 13Q (336.150847 sec): 3 clusters Score: Raw -1268159.041476 + Penalty 913.626571 = -1267245.414905 nChanged 257 SP:Iteration 14Q (336.214284 sec): 3 clusters Score: Raw -1268210.296968 + Penalty 913.626571 = -1267296.670397 nChanged 245 SP:Iteration 15Q (336.292190 sec): 3 clusters Score: Raw -1268261.007121 + Penalty 913.626571 = -1267347.380550 nChanged 235 SP:Iteration 16Q (336.349384 sec): 3 clusters Score: Raw -1268313.007033 + Penalty 913.626571 = -1267399.380462 nChanged 260 SP:Iteration 17Q (336.415386 sec): 3 clusters Score: Raw -1268367.766029 + Penalty 913.626571 = -1267454.139458 nChanged 261 SP:Iteration 18Q (336.474501 sec): 3 clusters Score: Raw -1268427.592952 + Penalty 913.626571 = -1267513.966381 nChanged 269 SP:Iteration 19Q (336.554631 sec): 3 clusters Score: Raw -1268487.140774 + Penalty 913.626571 = -1267573.514203 nChanged 262 SP:Iteration 20F (336.622183 sec): 3 clusters Score: Raw -1268545.457304 + Penalty 913.626571 = -1267631.830734 nChanged 254 SP:Iteration 21Q (336.677172 sec): 3 clusters Score: Raw -1268600.898353 + Penalty 913.626571 = -1267687.271783 nChanged 270 SP:Iteration 22Q (336.753318 sec): 3 clusters Score: Raw -1268663.545076 + Penalty 913.626571 = -1267749.918505 nChanged 267 SP:Iteration 23Q (336.817808 sec): 3 clusters Score: Raw -1268730.220517 + Penalty 913.626571 = -1267816.593946 nChanged 265 SP:Iteration 24Q (336.886940 sec): 3 clusters Score: Raw -1268798.846271 + Penalty 913.626571 = -1267885.219700 nChanged 285 SP:Iteration 25Q (336.952867 sec): 3 clusters Score: Raw -1268883.458452 + Penalty 913.626571 = -1267969.831881 nChanged 296 SP:Iteration 26Q (337.018573 sec): 3 clusters Score: Raw -1268980.189571 + Penalty 913.626571 = -1268066.563000 nChanged 313 SP:Iteration 27Q (337.090022 sec): 3 clusters Score: Raw -1269084.719388 + Penalty 913.626571 = -1268171.092817 nChanged 352 SP:Iteration 28Q (337.157529 sec): 3 clusters Score: Raw -1269219.033746 + Penalty 913.626571 = -1268305.407175 nChanged 356 SP:Iteration 29Q (337.225031 sec): 3 clusters Score: Raw -1269364.080058 + Penalty 913.626571 = -1268450.453487 nChanged 371 SP:Iteration 30Q (337.290900 sec): 3 clusters Score: Raw -1269508.565625 + Penalty 913.626571 = -1268594.939054 nChanged 367 SP:Iteration 31Q (337.357372 sec): 3 clusters Score: Raw -1269669.793962 + Penalty 913.626571 = -1268756.167391 nChanged 387 SP:Iteration 32Q (337.412226 sec): 3 clusters Score: Raw -1269836.533038 + Penalty 913.626571 = -1268922.906467 nChanged 398 SP:Iteration 33Q (337.489278 sec): 3 clusters Score: Raw -1270004.480256 + Penalty 913.626571 = -1269090.853685 nChanged 393 SP:Iteration 34Q (337.555810 sec): 3 clusters Score: Raw -1270179.539961 + Penalty 913.626571 = -1269265.913390 nChanged 396 SP:Iteration 35Q (337.606247 sec): 3 clusters Score: Raw -1270351.207510 + Penalty 913.626571 = -1269437.580939 nChanged 377 SP:Iteration 36Q (337.674080 sec): 3 clusters Score: Raw -1270539.712713 + Penalty 913.626571 = -1269626.086142 nChanged 386 SP:Iteration 37Q (337.740506 sec): 3 clusters Score: Raw -1270730.247797 + Penalty 913.626571 = -1269816.621226 nChanged 376 SP:Iteration 38Q (337.818558 sec): 3 clusters Score: Raw -1270930.440538 + Penalty 913.626571 = -1270016.813967 nChanged 369 SP:Iteration 39Q (337.881016 sec): 3 clusters Score: Raw -1271134.543887 + Penalty 913.626571 = -1270220.917316 nChanged 319 SP:Iteration 40F (337.953746 sec): 3 clusters Score: Raw -1271308.616317 + Penalty 913.626571 = -1270394.989746 nChanged 287 SP:Iteration 41Q (338.020548 sec): 3 clusters Score: Raw -1271446.505099 + Penalty 913.626571 = -1270532.878528 nChanged 247 SP:Iteration 42Q (338.075098 sec): 3 clusters Score: Raw -1271552.919121 + Penalty 913.626571 = -1270639.292550 nChanged 222 SP:Iteration 43Q (338.155679 sec): 3 clusters Score: Raw -1271645.499543 + Penalty 913.626571 = -1270731.872972 nChanged 203 SP:Iteration 44Q (338.218814 sec): 3 clusters Score: Raw -1271728.294486 + Penalty 913.626571 = -1270814.667915 nChanged 177 SP:Iteration 45Q (338.281668 sec): 3 clusters Score: Raw -1271786.617150 + Penalty 913.626571 = -1270872.990579 nChanged 159 SP:Iteration 46Q (338.359469 sec): 3 clusters Score: Raw -1271832.763048 + Penalty 913.626571 = -1270919.136477 nChanged 139 SP:Iteration 47Q (338.425511 sec): 3 clusters Score: Raw -1271868.566382 + Penalty 913.626571 = -1270954.939811 nChanged 108 SP:Iteration 48Q (338.495595 sec): 3 clusters Score: Raw -1271892.468302 + Penalty 913.626571 = -1270978.841731 nChanged 83 SP:Iteration 49Q (338.563778 sec): 3 clusters Score: Raw -1271907.935597 + Penalty 913.626571 = -1270994.309026 nChanged 85 SP:Iteration 50Q (338.632823 sec): 3 clusters Score: Raw -1271923.142454 + Penalty 913.626571 = -1271009.515883 nChanged 75 SP:Iteration 51Q (338.699696 sec): 3 clusters Score: Raw -1271935.183275 + Penalty 913.626571 = -1271021.556704 nChanged 64 SP:Iteration 52Q (338.765570 sec): 3 clusters Score: Raw -1271945.705560 + Penalty 913.626571 = -1271032.078989 nChanged 53 SP:Iteration 53Q (338.826982 sec): 3 clusters Score: Raw -1271952.453331 + Penalty 913.626571 = -1271038.826760 nChanged 33 SP:Iteration 54Q (338.892725 sec): 3 clusters Score: Raw -1271955.497737 + Penalty 913.626571 = -1271041.871166 nChanged 32 SP:Iteration 55Q (338.946837 sec): 3 clusters Score: Raw -1271959.251087 + Penalty 913.626571 = -1271045.624516 nChanged 31 SP:Iteration 56Q (339.012916 sec): 3 clusters Score: Raw -1271963.895994 + Penalty 913.626571 = -1271050.269424 nChanged 30 SP:Iteration 57Q (339.091670 sec): 3 clusters Score: Raw -1271968.184263 + Penalty 913.626571 = -1271054.557692 nChanged 27 SP:Iteration 58Q (339.158412 sec): 3 clusters Score: Raw -1271970.754861 + Penalty 913.626571 = -1271057.128290 nChanged 23 SP:Iteration 59Q (339.222246 sec): 3 clusters Score: Raw -1271972.632800 + Penalty 913.626571 = -1271059.006229 nChanged 20 SP:Iteration 60F (339.290824 sec): 3 clusters Score: Raw -1271975.411033 + Penalty 913.626571 = -1271061.784462 nChanged 17 SP:Iteration 61Q (339.353597 sec): 3 clusters Score: Raw -1271977.256368 + Penalty 913.626571 = -1271063.629797 nChanged 17 SP:Iteration 62Q (339.416023 sec): 3 clusters Score: Raw -1271979.330907 + Penalty 913.626571 = -1271065.704336 nChanged 21 SP:Iteration 63Q (339.468930 sec): 3 clusters Score: Raw -1271981.961760 + Penalty 913.626571 = -1271068.335189 nChanged 18 SP:Iteration 64Q (339.536484 sec): 3 clusters Score: Raw -1271984.473400 + Penalty 913.626571 = -1271070.846829 nChanged 31 SP:Iteration 65Q (339.611087 sec): 3 clusters Score: Raw -1271988.168170 + Penalty 913.626571 = -1271074.541599 nChanged 21 SP:Iteration 66Q (339.678648 sec): 3 clusters Score: Raw -1271990.265970 + Penalty 913.626571 = -1271076.639399 nChanged 26 SP:Iteration 67Q (339.745217 sec): 3 clusters Score: Raw -1271993.895791 + Penalty 913.626571 = -1271080.269220 nChanged 26 SP:Iteration 68Q (339.804716 sec): 3 clusters Score: Raw -1271997.811205 + Penalty 913.626571 = -1271084.184635 nChanged 26 SP:Iteration 69Q (339.866630 sec): 3 clusters Score: Raw -1272001.295938 + Penalty 913.626571 = -1271087.669367 nChanged 30 SP:Iteration 70Q (339.933436 sec): 3 clusters Score: Raw -1272005.491419 + Penalty 913.626571 = -1271091.864848 nChanged 26 SP:Iteration 71Q (339.993249 sec): 3 clusters Score: Raw -1272009.862985 + Penalty 913.626571 = -1271096.236414 nChanged 23 SP:Iteration 72Q (340.062067 sec): 3 clusters Score: Raw -1272013.136890 + Penalty 913.626571 = -1271099.510319 nChanged 23 SP:Iteration 73Q (340.127178 sec): 3 clusters Score: Raw -1272016.043846 + Penalty 913.626571 = -1271102.417275 nChanged 23 SP:Iteration 74Q (340.192604 sec): 3 clusters Score: Raw -1272020.285831 + Penalty 913.626571 = -1271106.659260 nChanged 19 SP:Iteration 75Q (340.257944 sec): 3 clusters Score: Raw -1272022.877899 + Penalty 913.626571 = -1271109.251328 nChanged 20 SP:Iteration 76Q (340.324383 sec): 3 clusters Score: Raw -1272025.043424 + Penalty 913.626571 = -1271111.416853 nChanged 14 SP:Iteration 77Q (340.392389 sec): 3 clusters Score: Raw -1272026.291019 + Penalty 913.626571 = -1271112.664448 nChanged 10 SP:Iteration 78Q (340.457789 sec): 3 clusters Score: Raw -1272027.138619 + Penalty 913.626571 = -1271113.512049 nChanged 12 SP:Iteration 79Q (340.520004 sec): 3 clusters Score: Raw -1272028.248731 + Penalty 913.626571 = -1271114.622161 nChanged 19 SP:Iteration 80F (340.589881 sec): 3 clusters Score: Raw -1272030.346617 + Penalty 913.626571 = -1271116.720046 nChanged 15 SP:Iteration 81Q (340.652681 sec): 3 clusters Score: Raw -1272032.007036 + Penalty 913.626571 = -1271118.380465 nChanged 14 SP:Iteration 82Q (340.702886 sec): 3 clusters Score: Raw -1272033.746559 + Penalty 913.626571 = -1271120.119988 nChanged 15 SP:Iteration 83Q (340.772033 sec): 3 clusters Score: Raw -1272035.631767 + Penalty 913.626571 = -1271122.005197 nChanged 16 SP:Iteration 84Q (340.824317 sec): 3 clusters Score: Raw -1272037.054491 + Penalty 913.626571 = -1271123.427920 nChanged 8 SP:Iteration 85Q (340.886984 sec): 3 clusters Score: Raw -1272037.833176 + Penalty 913.626571 = -1271124.206605 nChanged 7 SP:Iteration 86Q (340.956049 sec): 3 clusters Score: Raw -1272038.373287 + Penalty 913.626571 = -1271124.746716 nChanged 6 SP:Iteration 87Q (341.017429 sec): 3 clusters Score: Raw -1272038.573079 + Penalty 913.626571 = -1271124.946508 nChanged 2 SP:Iteration 88Q (341.085926 sec): 3 clusters Score: Raw -1272038.616098 + Penalty 913.626571 = -1271124.989527 nChanged 0 SP:Iteration 89F (341.143251 sec): 3 clusters Score: Raw -1272038.616098 + Penalty 913.626571 = -1271124.989527 nChanged 0 Time taken for this iteration:340.229891 seconds. 20->17 Clusters: Score -7348107.571852, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 140795 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 7 (192 points): Lose 13.620448 but Gain 539.405240 Iteration 0F (342.491294 sec): 20 clusters Score: Raw -6747608.527147 + Penalty 10248.699552 = -6737359.827595 nChanged 133457 Deleting Class 2 (64 points): Lose 87.524424 but Gain 539.405240 Iteration 1F (343.746452 sec): 19 clusters Score: Raw -7148083.261925 + Penalty 9709.294313 = -7138373.967612 nChanged 31602 Deleting Class 4 (121 points): Lose 131.134224 but Gain 539.405240 Iteration 2F (344.914432 sec): 18 clusters Score: Raw -7191496.125910 + Penalty 9169.889073 = -7182326.236837 nChanged 15870 Deleting Class 19 (100 points): Lose 129.232816 but Gain 539.405240 Iteration 3F (346.027433 sec): 17 clusters Score: Raw -7213166.307134 + Penalty 8630.483833 = -7204535.823301 nChanged 11455 Deleting Class 8 (94 points): Lose 140.931422 but Gain 539.405240 Iteration 4F (347.073504 sec): 16 clusters Score: Raw -7228039.701159 + Penalty 8091.078594 = -7219948.622565 nChanged 10319 Deleting Class 11 (117 points): Lose 247.584684 but Gain 539.405240 Iteration 5F (348.064796 sec): 15 clusters Score: Raw -7240511.795569 + Penalty 7551.673354 = -7232960.122215 nChanged 8264 Deleting Class 20 (153 points): Lose 343.138079 but Gain 539.405240 Iteration 6F (349.006705 sec): 14 clusters Score: Raw -7249449.405325 + Penalty 7012.268115 = -7242437.137210 nChanged 7044 Deleting Class 13 (178 points): Lose 368.172168 but Gain 539.405240 Iteration 7F (349.861745 sec): 13 clusters Score: Raw -7255658.588464 + Penalty 6472.862875 = -7249185.725589 nChanged 6654 Deleting Class 18 (174 points): Lose 398.581335 but Gain 539.405240 Iteration 8Q (350.448872 sec): 12 clusters Score: Raw -7261415.403597 + Penalty 5933.457635 = -7255481.945962 nChanged 6945 Deleting Class 6 (217 points): Lose 361.610643 but Gain 539.405240 Iteration 9Q (350.978389 sec): 11 clusters Score: Raw -7267286.569664 + Penalty 5394.052396 = -7261892.517268 nChanged 7550 Iteration 10F (351.638464 sec): 11 clusters Score: Raw -7274052.359419 + Penalty 5394.052396 = -7268658.307023 nChanged 7850 Iteration 11F (352.305895 sec): 11 clusters Score: Raw -7280355.352721 + Penalty 5394.052396 = -7274961.300325 nChanged 7719 Iteration 12F (352.993204 sec): 11 clusters Score: Raw -7286135.801123 + Penalty 5394.052396 = -7280741.748727 nChanged 7309 Iteration 13F (353.669666 sec): 11 clusters Score: Raw -7291216.402238 + Penalty 5394.052396 = -7285822.349842 nChanged 6722 Iteration 14Q (354.157119 sec): 11 clusters Score: Raw -7296187.718703 + Penalty 5394.052396 = -7290793.666307 nChanged 6703 Iteration 15Q (354.700435 sec): 11 clusters Score: Raw -7301957.675605 + Penalty 5394.052396 = -7296563.623209 nChanged 7013 Iteration 16Q (355.207923 sec): 11 clusters Score: Raw -7308554.768330 + Penalty 5394.052396 = -7303160.715934 nChanged 7062 Iteration 17F (355.894797 sec): 11 clusters Score: Raw -7314491.397119 + Penalty 5394.052396 = -7309097.344723 nChanged 6110 Iteration 18Q (356.407776 sec): 11 clusters Score: Raw -7318481.929739 + Penalty 5394.052396 = -7313087.877343 nChanged 4696 Iteration 19Q (356.895384 sec): 11 clusters Score: Raw -7320849.111208 + Penalty 5394.052396 = -7315455.058813 nChanged 3831 Writing temp clu file Because OldScore, -7313087.877343, is greater than current (better) Score,-7315455.058813 Compute initial score before splitting: Score: Raw -7320849.111208 + Penalty 5394.052396 = -7315455.058813 Trying to split cluster 1 (2370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.960946 sec): 2 clusters Score: Raw -110202.788626 + Penalty 353.564358 = -109849.224267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.009095 sec): 3 clusters Score: Raw -108861.572957 + Penalty 707.128716 = -108154.444241 nChanged 1028 SP:Iteration 1F (357.046322 sec): 3 clusters Score: Raw -109545.313377 + Penalty 707.128716 = -108838.184661 nChanged 177 SP:Iteration 2F (357.094904 sec): 3 clusters Score: Raw -109677.060066 + Penalty 707.128716 = -108969.931349 nChanged 160 SP:Iteration 3F (357.141583 sec): 3 clusters Score: Raw -109801.452100 + Penalty 707.128716 = -109094.323384 nChanged 143 SP:Iteration 4F (357.186093 sec): 3 clusters Score: Raw -109934.016240 + Penalty 707.128716 = -109226.887524 nChanged 119 SP:Iteration 5F (357.238152 sec): 3 clusters Score: Raw -110036.721263 + Penalty 707.128716 = -109329.592546 nChanged 100 SP:Iteration 6Q (357.284159 sec): 3 clusters Score: Raw -110137.538665 + Penalty 707.128716 = -109430.409949 nChanged 73 SP:Iteration 7Q (357.328545 sec): 3 clusters Score: Raw -110210.115281 + Penalty 707.128716 = -109502.986564 nChanged 46 SP:Iteration 8Q (357.374678 sec): 3 clusters Score: Raw -110256.469386 + Penalty 707.128716 = -109549.340669 nChanged 20 SP:Iteration 9Q (357.434325 sec): 3 clusters Score: Raw -110276.560894 + Penalty 707.128716 = -109569.432178 nChanged 15 SP:Iteration 10Q (357.476045 sec): 3 clusters Score: Raw -110290.126616 + Penalty 707.128716 = -109582.997900 nChanged 9 SP:Iteration 11Q (357.532146 sec): 3 clusters Score: Raw -110298.651234 + Penalty 707.128716 = -109591.522518 nChanged 6 SP:Iteration 12Q (357.575561 sec): 3 clusters Score: Raw -110304.601240 + Penalty 707.128716 = -109597.472524 nChanged 5 SP:Iteration 13Q (357.630132 sec): 3 clusters Score: Raw -110306.523083 + Penalty 707.128716 = -109599.394366 nChanged 4 SP:Iteration 14Q (357.684084 sec): 3 clusters Score: Raw -110308.101416 + Penalty 707.128716 = -109600.972699 nChanged 2 SP:Iteration 15Q (357.726043 sec): 3 clusters Score: Raw -110310.410823 + Penalty 707.128716 = -109603.282107 nChanged 2 SP:Iteration 16Q (357.776980 sec): 3 clusters Score: Raw -110311.947820 + Penalty 707.128716 = -109604.819104 nChanged 1 SP:Iteration 17Q (357.827157 sec): 3 clusters Score: Raw -110312.139187 + Penalty 707.128716 = -109605.010471 nChanged 1 SP:Iteration 18Q (357.881158 sec): 3 clusters Score: Raw -110312.435647 + Penalty 707.128716 = -109605.306930 nChanged 0 SP:Iteration 19F (357.933003 sec): 3 clusters Score: Raw -110312.435647 + Penalty 707.128716 = -109605.306930 nChanged 0 Trying to split cluster 3 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.956825 sec): 2 clusters Score: Raw -22242.768826 + Penalty 282.764668 = -21960.004158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.991028 sec): 3 clusters Score: Raw -22072.527156 + Penalty 565.529337 = -21506.997819 nChanged 184 SP:Iteration 1F (358.038985 sec): 3 clusters Score: Raw -22216.258742 + Penalty 565.529337 = -21650.729405 nChanged 49 SP:Iteration 2F (358.086715 sec): 3 clusters Score: Raw -22274.438191 + Penalty 565.529337 = -21708.908855 nChanged 41 SP:Iteration 3F (358.137544 sec): 3 clusters Score: Raw -22330.229285 + Penalty 565.529337 = -21764.699949 nChanged 28 SP:Iteration 4F (358.184299 sec): 3 clusters Score: Raw -22400.398550 + Penalty 565.529337 = -21834.869213 nChanged 34 SP:Iteration 5F (358.227912 sec): 3 clusters Score: Raw -22454.109347 + Penalty 565.529337 = -21888.580010 nChanged 24 SP:Iteration 6Q (358.273592 sec): 3 clusters Score: Raw -22474.777908 + Penalty 565.529337 = -21909.248571 nChanged 12 SP:Iteration 7Q (358.316411 sec): 3 clusters Score: Raw -22498.385159 + Penalty 565.529337 = -21932.855822 nChanged 17 SP:Iteration 8Q (358.359274 sec): 3 clusters Score: Raw -22517.732450 + Penalty 565.529337 = -21952.203113 nChanged 9 SP:Iteration 9Q (358.410188 sec): 3 clusters Score: Raw -22530.517043 + Penalty 565.529337 = -21964.987706 nChanged 4 SP:Iteration 10Q (358.449090 sec): 3 clusters Score: Raw -22544.568763 + Penalty 565.529337 = -21979.039426 nChanged 3 SP:Iteration 11Q (358.498608 sec): 3 clusters Score: Raw -22549.800868 + Penalty 565.529337 = -21984.271532 nChanged 1 SP:Iteration 12Q (358.552671 sec): 3 clusters Score: Raw -22550.306699 + Penalty 565.529337 = -21984.777362 nChanged 0 SP:Iteration 13F (358.598781 sec): 3 clusters Score: Raw -22550.306699 + Penalty 565.529337 = -21984.777362 nChanged 0 Score: Raw -7322030.981425 + Penalty 5933.457635 = -7316097.523790 Splitting cluster 3 changes total score from -7315455.058813 to -7316097.523790 So it's getting split into cluster 2. Trying to split cluster 5 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.337104 sec): 2 clusters Score: Raw -53170.261905 + Penalty 310.951948 = -52859.309958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.382351 sec): 3 clusters Score: Raw -52712.114590 + Penalty 621.903895 = -52090.210695 nChanged 374 SP:Iteration 1F (359.429185 sec): 3 clusters Score: Raw -52923.479422 + Penalty 621.903895 = -52301.575527 nChanged 69 SP:Iteration 2F (359.474559 sec): 3 clusters Score: Raw -52962.399495 + Penalty 621.903895 = -52340.495600 nChanged 57 SP:Iteration 3F (359.518247 sec): 3 clusters Score: Raw -53000.765740 + Penalty 621.903895 = -52378.861845 nChanged 43 SP:Iteration 4Q (359.554791 sec): 3 clusters Score: Raw -53027.447855 + Penalty 621.903895 = -52405.543960 nChanged 34 SP:Iteration 5Q (359.608753 sec): 3 clusters Score: Raw -53047.145942 + Penalty 621.903895 = -52425.242047 nChanged 23 SP:Iteration 6Q (359.652683 sec): 3 clusters Score: Raw -53060.645046 + Penalty 621.903895 = -52438.741151 nChanged 27 SP:Iteration 7Q (359.696304 sec): 3 clusters Score: Raw -53076.706029 + Penalty 621.903895 = -52454.802134 nChanged 25 SP:Iteration 8Q (359.739776 sec): 3 clusters Score: Raw -53091.787130 + Penalty 621.903895 = -52469.883235 nChanged 19 SP:Iteration 9Q (359.776032 sec): 3 clusters Score: Raw -53101.984664 + Penalty 621.903895 = -52480.080769 nChanged 15 SP:Iteration 10Q (359.826687 sec): 3 clusters Score: Raw -53110.427265 + Penalty 621.903895 = -52488.523369 nChanged 17 SP:Iteration 11Q (359.866682 sec): 3 clusters Score: Raw -53123.418429 + Penalty 621.903895 = -52501.514534 nChanged 19 SP:Iteration 12Q (359.911828 sec): 3 clusters Score: Raw -53135.821355 + Penalty 621.903895 = -52513.917459 nChanged 19 SP:Iteration 13Q (359.955088 sec): 3 clusters Score: Raw -53154.175763 + Penalty 621.903895 = -52532.271868 nChanged 29 SP:Iteration 14Q (359.993400 sec): 3 clusters Score: Raw -53192.071405 + Penalty 621.903895 = -52570.167510 nChanged 43 SP:Iteration 15Q (360.037869 sec): 3 clusters Score: Raw -53289.408768 + Penalty 621.903895 = -52667.504873 nChanged 42 SP:Iteration 16Q (360.083152 sec): 3 clusters Score: Raw -53558.842849 + Penalty 621.903895 = -52936.938954 nChanged 34 SP:Iteration 17Q (360.120890 sec): 3 clusters Score: Raw -53839.423714 + Penalty 621.903895 = -53217.519819 nChanged 31 SP:Iteration 18Q (360.170595 sec): 3 clusters Score: Raw -53926.449472 + Penalty 621.903895 = -53304.545577 nChanged 16 SP:Iteration 19Q (360.218087 sec): 3 clusters Score: Raw -53947.744671 + Penalty 621.903895 = -53325.840776 nChanged 7 SP:Iteration 20F (360.256037 sec): 3 clusters Score: Raw -53956.566197 + Penalty 621.903895 = -53334.662301 nChanged 2 SP:Iteration 21Q (360.303194 sec): 3 clusters Score: Raw -53958.495145 + Penalty 621.903895 = -53336.591249 nChanged 1 SP:Iteration 22Q (360.343214 sec): 3 clusters Score: Raw -53959.020971 + Penalty 621.903895 = -53337.117076 nChanged 1 SP:Iteration 23Q (360.396030 sec): 3 clusters Score: Raw -53959.149221 + Penalty 621.903895 = -53337.245326 nChanged 0 SP:Iteration 24F (360.433520 sec): 3 clusters Score: Raw -53959.149221 + Penalty 621.903895 = -53337.245326 nChanged 0 Score: Raw -7322819.868740 + Penalty 6472.862875 = -7316347.005865 Splitting cluster 5 changes total score from -7315455.058813 to -7316347.005865 So it's getting split into cluster 4. Trying to split cluster 9 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.244660 sec): 2 clusters Score: Raw -9918.906410 + Penalty 246.634342 = -9672.272067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.295287 sec): 3 clusters Score: Raw -9900.123966 + Penalty 493.268685 = -9406.855282 nChanged 65 SP:Iteration 1F (361.341616 sec): 3 clusters Score: Raw -9997.983396 + Penalty 493.268685 = -9504.714711 nChanged 15 SP:Iteration 2F (361.393128 sec): 3 clusters Score: Raw -10016.576404 + Penalty 493.268685 = -9523.307719 nChanged 3 SP:Iteration 3Q (361.428538 sec): 3 clusters Score: Raw -10025.353593 + Penalty 493.268685 = -9532.084908 nChanged 6 SP:Iteration 4Q (361.477805 sec): 3 clusters Score: Raw -10029.929161 + Penalty 493.268685 = -9536.660476 nChanged 6 SP:Iteration 5Q (361.526379 sec): 3 clusters Score: Raw -10034.405913 + Penalty 493.268685 = -9541.137228 nChanged 3 SP:Iteration 6Q (361.556617 sec): 3 clusters Score: Raw -10038.830318 + Penalty 493.268685 = -9545.561633 nChanged 5 SP:Iteration 7Q (361.600710 sec): 3 clusters Score: Raw -10042.865357 + Penalty 493.268685 = -9549.596672 nChanged 2 SP:Iteration 8Q (361.654386 sec): 3 clusters Score: Raw -10043.842586 + Penalty 493.268685 = -9550.573901 nChanged 1 SP:Iteration 9Q (361.692679 sec): 3 clusters Score: Raw -10044.271171 + Penalty 493.268685 = -9551.002486 nChanged 0 SP:Iteration 10F (361.740735 sec): 3 clusters Score: Raw -10044.271171 + Penalty 493.268685 = -9551.002486 nChanged 0 Trying to split cluster 10 (11698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.769966 sec): 2 clusters Score: Raw -599734.602819 + Penalty 426.206379 = -599308.396440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.838303 sec): 3 clusters Score: Raw -592480.417998 + Penalty 852.412758 = -591628.005240 nChanged 5360 SP:Iteration 1F (361.886012 sec): 3 clusters Score: Raw -595674.156765 + Penalty 852.412758 = -594821.744007 nChanged 889 SP:Iteration 2F (361.947430 sec): 3 clusters Score: Raw -596287.100179 + Penalty 852.412758 = -595434.687421 nChanged 930 SP:Iteration 3F (362.006938 sec): 3 clusters Score: Raw -596999.811776 + Penalty 852.412758 = -596147.399018 nChanged 859 SP:Iteration 4F (362.059418 sec): 3 clusters Score: Raw -597696.804185 + Penalty 852.412758 = -596844.391427 nChanged 702 SP:Iteration 5F (362.115472 sec): 3 clusters Score: Raw -598236.735274 + Penalty 852.412758 = -597384.322516 nChanged 513 SP:Iteration 6Q (362.178714 sec): 3 clusters Score: Raw -598573.462029 + Penalty 852.412758 = -597721.049271 nChanged 355 SP:Iteration 7Q (362.226467 sec): 3 clusters Score: Raw -598738.555285 + Penalty 852.412758 = -597886.142527 nChanged 241 SP:Iteration 8Q (362.284069 sec): 3 clusters Score: Raw -598823.885099 + Penalty 852.412758 = -597971.472341 nChanged 157 SP:Iteration 9Q (362.350658 sec): 3 clusters Score: Raw -598873.704826 + Penalty 852.412758 = -598021.292068 nChanged 140 SP:Iteration 10Q (362.407024 sec): 3 clusters Score: Raw -598917.120068 + Penalty 852.412758 = -598064.707310 nChanged 141 SP:Iteration 11Q (362.452303 sec): 3 clusters Score: Raw -598963.325371 + Penalty 852.412758 = -598110.912613 nChanged 151 SP:Iteration 12Q (362.506330 sec): 3 clusters Score: Raw -599008.767847 + Penalty 852.412758 = -598156.355089 nChanged 128 SP:Iteration 13Q (362.565409 sec): 3 clusters Score: Raw -599043.292826 + Penalty 852.412758 = -598190.880068 nChanged 127 SP:Iteration 14Q (362.628179 sec): 3 clusters Score: Raw -599076.010542 + Penalty 852.412758 = -598223.597784 nChanged 118 SP:Iteration 15Q (362.678134 sec): 3 clusters Score: Raw -599105.923239 + Penalty 852.412758 = -598253.510480 nChanged 123 SP:Iteration 16Q (362.746489 sec): 3 clusters Score: Raw -599138.608568 + Penalty 852.412758 = -598286.195810 nChanged 114 SP:Iteration 17Q (362.808661 sec): 3 clusters Score: Raw -599172.049573 + Penalty 852.412758 = -598319.636815 nChanged 118 SP:Iteration 18Q (362.863709 sec): 3 clusters Score: Raw -599208.111771 + Penalty 852.412758 = -598355.699013 nChanged 111 SP:Iteration 19Q (362.922291 sec): 3 clusters Score: Raw -599241.164903 + Penalty 852.412758 = -598388.752145 nChanged 110 SP:Iteration 20F (362.967069 sec): 3 clusters Score: Raw -599271.956759 + Penalty 852.412758 = -598419.544001 nChanged 104 SP:Iteration 21Q (363.019380 sec): 3 clusters Score: Raw -599303.539552 + Penalty 852.412758 = -598451.126794 nChanged 101 SP:Iteration 22Q (363.072731 sec): 3 clusters Score: Raw -599331.676717 + Penalty 852.412758 = -598479.263959 nChanged 88 SP:Iteration 23Q (363.127909 sec): 3 clusters Score: Raw -599355.118627 + Penalty 852.412758 = -598502.705869 nChanged 92 SP:Iteration 24Q (363.181127 sec): 3 clusters Score: Raw -599381.983177 + Penalty 852.412758 = -598529.570419 nChanged 85 SP:Iteration 25Q (363.248717 sec): 3 clusters Score: Raw -599401.040551 + Penalty 852.412758 = -598548.627793 nChanged 92 SP:Iteration 26Q (363.305506 sec): 3 clusters Score: Raw -599425.417875 + Penalty 852.412758 = -598573.005117 nChanged 78 SP:Iteration 27Q (363.351003 sec): 3 clusters Score: Raw -599447.817794 + Penalty 852.412758 = -598595.405035 nChanged 66 SP:Iteration 28Q (363.405574 sec): 3 clusters Score: Raw -599465.468766 + Penalty 852.412758 = -598613.056008 nChanged 75 SP:Iteration 29Q (363.468500 sec): 3 clusters Score: Raw -599484.618174 + Penalty 852.412758 = -598632.205415 nChanged 66 SP:Iteration 30Q (363.527757 sec): 3 clusters Score: Raw -599499.626213 + Penalty 852.412758 = -598647.213455 nChanged 64 SP:Iteration 31Q (363.582131 sec): 3 clusters Score: Raw -599516.401094 + Penalty 852.412758 = -598663.988336 nChanged 74 SP:Iteration 32Q (363.625855 sec): 3 clusters Score: Raw -599534.788483 + Penalty 852.412758 = -598682.375725 nChanged 63 SP:Iteration 33Q (363.691294 sec): 3 clusters Score: Raw -599554.149539 + Penalty 852.412758 = -598701.736781 nChanged 67 SP:Iteration 34Q (363.733841 sec): 3 clusters Score: Raw -599580.597738 + Penalty 852.412758 = -598728.184980 nChanged 65 SP:Iteration 35Q (363.791286 sec): 3 clusters Score: Raw -599606.756916 + Penalty 852.412758 = -598754.344158 nChanged 62 SP:Iteration 36Q (363.840645 sec): 3 clusters Score: Raw -599632.473564 + Penalty 852.412758 = -598780.060806 nChanged 62 SP:Iteration 37Q (363.903894 sec): 3 clusters Score: Raw -599655.396972 + Penalty 852.412758 = -598802.984214 nChanged 55 SP:Iteration 38Q (363.960053 sec): 3 clusters Score: Raw -599671.182293 + Penalty 852.412758 = -598818.769535 nChanged 36 SP:Iteration 39Q (364.011459 sec): 3 clusters Score: Raw -599680.502256 + Penalty 852.412758 = -598828.089498 nChanged 32 SP:Iteration 40F (364.063410 sec): 3 clusters Score: Raw -599690.456721 + Penalty 852.412758 = -598838.043963 nChanged 37 SP:Iteration 41Q (364.123509 sec): 3 clusters Score: Raw -599703.376703 + Penalty 852.412758 = -598850.963945 nChanged 38 SP:Iteration 42Q (364.168063 sec): 3 clusters Score: Raw -599715.377859 + Penalty 852.412758 = -598862.965100 nChanged 35 SP:Iteration 43Q (364.234023 sec): 3 clusters Score: Raw -599731.715367 + Penalty 852.412758 = -598879.302608 nChanged 25 SP:Iteration 44Q (364.281715 sec): 3 clusters Score: Raw -599743.941825 + Penalty 852.412758 = -598891.529067 nChanged 26 SP:Iteration 45Q (364.337376 sec): 3 clusters Score: Raw -599753.626117 + Penalty 852.412758 = -598901.213359 nChanged 28 SP:Iteration 46Q (364.395663 sec): 3 clusters Score: Raw -599761.651869 + Penalty 852.412758 = -598909.239111 nChanged 15 SP:Iteration 47Q (364.456848 sec): 3 clusters Score: Raw -599766.494893 + Penalty 852.412758 = -598914.082135 nChanged 14 SP:Iteration 48Q (364.511351 sec): 3 clusters Score: Raw -599770.539487 + Penalty 852.412758 = -598918.126729 nChanged 15 SP:Iteration 49Q (364.570600 sec): 3 clusters Score: Raw -599776.926873 + Penalty 852.412758 = -598924.514115 nChanged 19 SP:Iteration 50Q (364.627250 sec): 3 clusters Score: Raw -599786.681790 + Penalty 852.412758 = -598934.269032 nChanged 18 SP:Iteration 51Q (364.680700 sec): 3 clusters Score: Raw -599796.498304 + Penalty 852.412758 = -598944.085546 nChanged 17 SP:Iteration 52Q (364.722480 sec): 3 clusters Score: Raw -599801.259301 + Penalty 852.412758 = -598948.846542 nChanged 18 SP:Iteration 53Q (364.780580 sec): 3 clusters Score: Raw -599810.801595 + Penalty 852.412758 = -598958.388837 nChanged 22 SP:Iteration 54Q (364.825605 sec): 3 clusters Score: Raw -599824.472716 + Penalty 852.412758 = -598972.059958 nChanged 21 SP:Iteration 55Q (364.886983 sec): 3 clusters Score: Raw -599841.631504 + Penalty 852.412758 = -598989.218746 nChanged 22 SP:Iteration 56Q (364.944320 sec): 3 clusters Score: Raw -599853.256723 + Penalty 852.412758 = -599000.843965 nChanged 11 SP:Iteration 57Q (365.001181 sec): 3 clusters Score: Raw -599857.795711 + Penalty 852.412758 = -599005.382953 nChanged 7 SP:Iteration 58Q (365.042955 sec): 3 clusters Score: Raw -599859.075745 + Penalty 852.412758 = -599006.662987 nChanged 5 SP:Iteration 59Q (365.093150 sec): 3 clusters Score: Raw -599859.767284 + Penalty 852.412758 = -599007.354526 nChanged 4 SP:Iteration 60F (365.149195 sec): 3 clusters Score: Raw -599861.011291 + Penalty 852.412758 = -599008.598533 nChanged 7 SP:Iteration 61Q (365.212462 sec): 3 clusters Score: Raw -599862.604222 + Penalty 852.412758 = -599010.191464 nChanged 4 SP:Iteration 62Q (365.255232 sec): 3 clusters Score: Raw -599863.708211 + Penalty 852.412758 = -599011.295452 nChanged 4 SP:Iteration 63Q (365.320719 sec): 3 clusters Score: Raw -599864.762011 + Penalty 852.412758 = -599012.349253 nChanged 4 SP:Iteration 64Q (365.361965 sec): 3 clusters Score: Raw -599865.783754 + Penalty 852.412758 = -599013.370996 nChanged 1 SP:Iteration 65Q (365.427410 sec): 3 clusters Score: Raw -599865.837963 + Penalty 852.412758 = -599013.425205 nChanged 0 SP:Iteration 66F (365.483481 sec): 3 clusters Score: Raw -599865.837963 + Penalty 852.412758 = -599013.425205 nChanged 0 Trying to split cluster 12 (25749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.532714 sec): 2 clusters Score: Raw -1420328.321728 + Penalty 462.104874 = -1419866.216854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.603555 sec): 3 clusters Score: Raw -1403628.558438 + Penalty 924.209747 = -1402704.348691 nChanged 12320 SP:Iteration 1F (365.663899 sec): 3 clusters Score: Raw -1411079.354575 + Penalty 924.209747 = -1410155.144828 nChanged 1610 SP:Iteration 2F (365.736123 sec): 3 clusters Score: Raw -1411983.103610 + Penalty 924.209747 = -1411058.893862 nChanged 1859 SP:Iteration 3F (365.815299 sec): 3 clusters Score: Raw -1413227.023579 + Penalty 924.209747 = -1412302.813831 nChanged 1837 SP:Iteration 4F (365.886286 sec): 3 clusters Score: Raw -1414474.792160 + Penalty 924.209747 = -1413550.582413 nChanged 1630 SP:Iteration 5F (365.956095 sec): 3 clusters Score: Raw -1415527.951748 + Penalty 924.209747 = -1414603.742000 nChanged 1372 SP:Iteration 6F (366.024744 sec): 3 clusters Score: Raw -1416323.165811 + Penalty 924.209747 = -1415398.956064 nChanged 1030 SP:Iteration 7Q (366.084842 sec): 3 clusters Score: Raw -1416746.784439 + Penalty 924.209747 = -1415822.574692 nChanged 672 SP:Iteration 8Q (366.165740 sec): 3 clusters Score: Raw -1416925.382258 + Penalty 924.209747 = -1416001.172511 nChanged 419 SP:Iteration 9Q (366.236182 sec): 3 clusters Score: Raw -1417009.296844 + Penalty 924.209747 = -1416085.087096 nChanged 286 SP:Iteration 10Q (366.298955 sec): 3 clusters Score: Raw -1417058.994852 + Penalty 924.209747 = -1416134.785105 nChanged 233 SP:Iteration 11Q (366.378909 sec): 3 clusters Score: Raw -1417105.239750 + Penalty 924.209747 = -1416181.030003 nChanged 245 SP:Iteration 12Q (366.437592 sec): 3 clusters Score: Raw -1417158.077243 + Penalty 924.209747 = -1416233.867495 nChanged 227 SP:Iteration 13Q (366.505062 sec): 3 clusters Score: Raw -1417205.377720 + Penalty 924.209747 = -1416281.167972 nChanged 240 SP:Iteration 14Q (366.581240 sec): 3 clusters Score: Raw -1417249.638947 + Penalty 924.209747 = -1416325.429199 nChanged 229 SP:Iteration 15Q (366.652320 sec): 3 clusters Score: Raw -1417290.259266 + Penalty 924.209747 = -1416366.049518 nChanged 223 SP:Iteration 16Q (366.718759 sec): 3 clusters Score: Raw -1417326.763980 + Penalty 924.209747 = -1416402.554233 nChanged 217 SP:Iteration 17Q (366.785582 sec): 3 clusters Score: Raw -1417366.871623 + Penalty 924.209747 = -1416442.661875 nChanged 238 SP:Iteration 18Q (366.852093 sec): 3 clusters Score: Raw -1417408.310667 + Penalty 924.209747 = -1416484.100919 nChanged 247 SP:Iteration 19Q (366.930103 sec): 3 clusters Score: Raw -1417451.641593 + Penalty 924.209747 = -1416527.431846 nChanged 243 SP:Iteration 20F (366.987457 sec): 3 clusters Score: Raw -1417499.180094 + Penalty 924.209747 = -1416574.970346 nChanged 252 SP:Iteration 21Q (367.065107 sec): 3 clusters Score: Raw -1417548.207670 + Penalty 924.209747 = -1416623.997922 nChanged 256 SP:Iteration 22Q (367.136313 sec): 3 clusters Score: Raw -1417603.771130 + Penalty 924.209747 = -1416679.561383 nChanged 261 SP:Iteration 23Q (367.196631 sec): 3 clusters Score: Raw -1417658.623978 + Penalty 924.209747 = -1416734.414231 nChanged 254 SP:Iteration 24Q (367.272868 sec): 3 clusters Score: Raw -1417705.481687 + Penalty 924.209747 = -1416781.271940 nChanged 222 SP:Iteration 25Q (367.335594 sec): 3 clusters Score: Raw -1417747.602957 + Penalty 924.209747 = -1416823.393209 nChanged 234 SP:Iteration 26Q (367.417533 sec): 3 clusters Score: Raw -1417791.023560 + Penalty 924.209747 = -1416866.813813 nChanged 226 SP:Iteration 27Q (367.484242 sec): 3 clusters Score: Raw -1417830.248636 + Penalty 924.209747 = -1416906.038888 nChanged 206 SP:Iteration 28Q (367.551271 sec): 3 clusters Score: Raw -1417861.662024 + Penalty 924.209747 = -1416937.452277 nChanged 199 SP:Iteration 29Q (367.628836 sec): 3 clusters Score: Raw -1417890.503319 + Penalty 924.209747 = -1416966.293572 nChanged 161 SP:Iteration 30Q (367.699822 sec): 3 clusters Score: Raw -1417909.578212 + Penalty 924.209747 = -1416985.368465 nChanged 146 SP:Iteration 31Q (367.770463 sec): 3 clusters Score: Raw -1417924.887499 + Penalty 924.209747 = -1417000.677752 nChanged 133 SP:Iteration 32Q (367.840847 sec): 3 clusters Score: Raw -1417937.936482 + Penalty 924.209747 = -1417013.726735 nChanged 122 SP:Iteration 33Q (367.902513 sec): 3 clusters Score: Raw -1417948.493094 + Penalty 924.209747 = -1417024.283347 nChanged 104 SP:Iteration 34Q (367.981469 sec): 3 clusters Score: Raw -1417956.516184 + Penalty 924.209747 = -1417032.306437 nChanged 90 SP:Iteration 35Q (368.052948 sec): 3 clusters Score: Raw -1417962.989496 + Penalty 924.209747 = -1417038.779749 nChanged 91 SP:Iteration 36Q (368.126544 sec): 3 clusters Score: Raw -1417970.024975 + Penalty 924.209747 = -1417045.815227 nChanged 94 SP:Iteration 37Q (368.197376 sec): 3 clusters Score: Raw -1417978.673750 + Penalty 924.209747 = -1417054.464003 nChanged 106 SP:Iteration 38Q (368.259041 sec): 3 clusters Score: Raw -1417988.085569 + Penalty 924.209747 = -1417063.875821 nChanged 100 SP:Iteration 39Q (368.328380 sec): 3 clusters Score: Raw -1417995.962463 + Penalty 924.209747 = -1417071.752716 nChanged 89 SP:Iteration 40F (368.402075 sec): 3 clusters Score: Raw -1418003.102305 + Penalty 924.209747 = -1417078.892558 nChanged 88 SP:Iteration 41Q (368.477110 sec): 3 clusters Score: Raw -1418009.107959 + Penalty 924.209747 = -1417084.898212 nChanged 82 SP:Iteration 42Q (368.547664 sec): 3 clusters Score: Raw -1418014.476071 + Penalty 924.209747 = -1417090.266324 nChanged 70 SP:Iteration 43Q (368.621783 sec): 3 clusters Score: Raw -1418019.898115 + Penalty 924.209747 = -1417095.688368 nChanged 94 SP:Iteration 44Q (368.692799 sec): 3 clusters Score: Raw -1418026.712474 + Penalty 924.209747 = -1417102.502727 nChanged 87 SP:Iteration 45Q (368.761562 sec): 3 clusters Score: Raw -1418032.489193 + Penalty 924.209747 = -1417108.279446 nChanged 74 SP:Iteration 46Q (368.822157 sec): 3 clusters Score: Raw -1418038.049000 + Penalty 924.209747 = -1417113.839253 nChanged 77 SP:Iteration 47Q (368.893094 sec): 3 clusters Score: Raw -1418043.522610 + Penalty 924.209747 = -1417119.312862 nChanged 85 SP:Iteration 48Q (368.972069 sec): 3 clusters Score: Raw -1418049.435056 + Penalty 924.209747 = -1417125.225309 nChanged 78 SP:Iteration 49Q (369.039472 sec): 3 clusters Score: Raw -1418054.704625 + Penalty 924.209747 = -1417130.494878 nChanged 76 SP:Iteration 50Q (369.103576 sec): 3 clusters Score: Raw -1418059.316965 + Penalty 924.209747 = -1417135.107218 nChanged 68 SP:Iteration 51Q (369.173517 sec): 3 clusters Score: Raw -1418063.367185 + Penalty 924.209747 = -1417139.157437 nChanged 61 SP:Iteration 52Q (369.238685 sec): 3 clusters Score: Raw -1418066.889520 + Penalty 924.209747 = -1417142.679773 nChanged 63 SP:Iteration 53Q (369.307196 sec): 3 clusters Score: Raw -1418072.338960 + Penalty 924.209747 = -1417148.129213 nChanged 55 SP:Iteration 54Q (369.376295 sec): 3 clusters Score: Raw -1418076.103375 + Penalty 924.209747 = -1417151.893628 nChanged 56 SP:Iteration 55Q (369.443165 sec): 3 clusters Score: Raw -1418079.080189 + Penalty 924.209747 = -1417154.870441 nChanged 48 SP:Iteration 56Q (369.512124 sec): 3 clusters Score: Raw -1418081.740953 + Penalty 924.209747 = -1417157.531205 nChanged 56 SP:Iteration 57Q (369.577717 sec): 3 clusters Score: Raw -1418086.021342 + Penalty 924.209747 = -1417161.811594 nChanged 75 SP:Iteration 58Q (369.644966 sec): 3 clusters Score: Raw -1418092.482478 + Penalty 924.209747 = -1417168.272730 nChanged 81 SP:Iteration 59Q (369.713534 sec): 3 clusters Score: Raw -1418100.286342 + Penalty 924.209747 = -1417176.076595 nChanged 76 SP:Iteration 60F (369.789493 sec): 3 clusters Score: Raw -1418106.913075 + Penalty 924.209747 = -1417182.703327 nChanged 79 SP:Iteration 61Q (369.861300 sec): 3 clusters Score: Raw -1418112.860679 + Penalty 924.209747 = -1417188.650932 nChanged 85 SP:Iteration 62Q (369.934830 sec): 3 clusters Score: Raw -1418119.223749 + Penalty 924.209747 = -1417195.014002 nChanged 70 SP:Iteration 63Q (369.999465 sec): 3 clusters Score: Raw -1418124.001413 + Penalty 924.209747 = -1417199.791666 nChanged 73 SP:Iteration 64Q (370.061940 sec): 3 clusters Score: Raw -1418128.809494 + Penalty 924.209747 = -1417204.599746 nChanged 70 SP:Iteration 65Q (370.137671 sec): 3 clusters Score: Raw -1418133.149129 + Penalty 924.209747 = -1417208.939382 nChanged 80 SP:Iteration 66Q (370.210433 sec): 3 clusters Score: Raw -1418138.664642 + Penalty 924.209747 = -1417214.454894 nChanged 83 SP:Iteration 67Q (370.279611 sec): 3 clusters Score: Raw -1418144.459849 + Penalty 924.209747 = -1417220.250102 nChanged 82 SP:Iteration 68Q (370.337638 sec): 3 clusters Score: Raw -1418151.005825 + Penalty 924.209747 = -1417226.796078 nChanged 90 SP:Iteration 69Q (370.417241 sec): 3 clusters Score: Raw -1418158.479992 + Penalty 924.209747 = -1417234.270245 nChanged 96 SP:Iteration 70Q (370.484834 sec): 3 clusters Score: Raw -1418166.625765 + Penalty 924.209747 = -1417242.416018 nChanged 112 SP:Iteration 71Q (370.554030 sec): 3 clusters Score: Raw -1418176.661066 + Penalty 924.209747 = -1417252.451318 nChanged 118 SP:Iteration 72Q (370.609101 sec): 3 clusters Score: Raw -1418189.305844 + Penalty 924.209747 = -1417265.096097 nChanged 135 SP:Iteration 73Q (370.686865 sec): 3 clusters Score: Raw -1418205.486281 + Penalty 924.209747 = -1417281.276534 nChanged 139 SP:Iteration 74Q (370.755995 sec): 3 clusters Score: Raw -1418223.088861 + Penalty 924.209747 = -1417298.879113 nChanged 160 SP:Iteration 75Q (370.820204 sec): 3 clusters Score: Raw -1418245.310212 + Penalty 924.209747 = -1417321.100464 nChanged 182 SP:Iteration 76Q (370.897663 sec): 3 clusters Score: Raw -1418274.073569 + Penalty 924.209747 = -1417349.863822 nChanged 204 SP:Iteration 77Q (370.966162 sec): 3 clusters Score: Raw -1418310.056498 + Penalty 924.209747 = -1417385.846750 nChanged 198 SP:Iteration 78Q (371.025780 sec): 3 clusters Score: Raw -1418343.388078 + Penalty 924.209747 = -1417419.178330 nChanged 180 SP:Iteration 79Q (371.106411 sec): 3 clusters Score: Raw -1418374.853930 + Penalty 924.209747 = -1417450.644183 nChanged 208 SP:Iteration 80F (371.174839 sec): 3 clusters Score: Raw -1418416.055498 + Penalty 924.209747 = -1417491.845751 nChanged 206 SP:Iteration 81Q (371.233907 sec): 3 clusters Score: Raw -1418460.662360 + Penalty 924.209747 = -1417536.452613 nChanged 239 SP:Iteration 82Q (371.314690 sec): 3 clusters Score: Raw -1418518.753672 + Penalty 924.209747 = -1417594.543924 nChanged 261 SP:Iteration 83Q (371.382435 sec): 3 clusters Score: Raw -1418588.055909 + Penalty 924.209747 = -1417663.846161 nChanged 279 SP:Iteration 84Q (371.452701 sec): 3 clusters Score: Raw -1418669.855701 + Penalty 924.209747 = -1417745.645953 nChanged 278 SP:Iteration 85Q (371.523714 sec): 3 clusters Score: Raw -1418752.753044 + Penalty 924.209747 = -1417828.543296 nChanged 289 SP:Iteration 86Q (371.597174 sec): 3 clusters Score: Raw -1418837.816809 + Penalty 924.209747 = -1417913.607061 nChanged 270 SP:Iteration 87Q (371.666656 sec): 3 clusters Score: Raw -1418923.323762 + Penalty 924.209747 = -1417999.114014 nChanged 288 SP:Iteration 88Q (371.739242 sec): 3 clusters Score: Raw -1419013.245380 + Penalty 924.209747 = -1418089.035633 nChanged 287 SP:Iteration 89Q (371.811013 sec): 3 clusters Score: Raw -1419108.488543 + Penalty 924.209747 = -1418184.278796 nChanged 300 SP:Iteration 90Q (371.877955 sec): 3 clusters Score: Raw -1419204.879176 + Penalty 924.209747 = -1418280.669429 nChanged 278 SP:Iteration 91Q (371.952302 sec): 3 clusters Score: Raw -1419292.321812 + Penalty 924.209747 = -1418368.112065 nChanged 270 SP:Iteration 92Q (372.022447 sec): 3 clusters Score: Raw -1419376.122183 + Penalty 924.209747 = -1418451.912436 nChanged 254 SP:Iteration 93Q (372.092552 sec): 3 clusters Score: Raw -1419446.655529 + Penalty 924.209747 = -1418522.445781 nChanged 220 SP:Iteration 94Q (372.162132 sec): 3 clusters Score: Raw -1419498.992389 + Penalty 924.209747 = -1418574.782642 nChanged 199 SP:Iteration 95Q (372.230210 sec): 3 clusters Score: Raw -1419543.100828 + Penalty 924.209747 = -1418618.891081 nChanged 193 SP:Iteration 96Q (372.302200 sec): 3 clusters Score: Raw -1419589.861177 + Penalty 924.209747 = -1418665.651429 nChanged 173 SP:Iteration 97Q (372.369140 sec): 3 clusters Score: Raw -1419630.451484 + Penalty 924.209747 = -1418706.241736 nChanged 163 SP:Iteration 98Q (372.435776 sec): 3 clusters Score: Raw -1419665.015878 + Penalty 924.209747 = -1418740.806131 nChanged 147 SP:Iteration 99Q (372.505250 sec): 3 clusters Score: Raw -1419692.323534 + Penalty 924.209747 = -1418768.113787 nChanged 150 SP:Iteration 100F (372.574644 sec): 3 clusters Score: Raw -1419720.025955 + Penalty 924.209747 = -1418795.816207 nChanged 129 SP:Iteration 101Q (372.642870 sec): 3 clusters Score: Raw -1419742.695004 + Penalty 924.209747 = -1418818.485256 nChanged 134 SP:Iteration 102Q (372.697493 sec): 3 clusters Score: Raw -1419767.868203 + Penalty 924.209747 = -1418843.658456 nChanged 158 SP:Iteration 103Q (372.766880 sec): 3 clusters Score: Raw -1419801.628142 + Penalty 924.209747 = -1418877.418395 nChanged 166 SP:Iteration 104Q (372.830063 sec): 3 clusters Score: Raw -1419836.425798 + Penalty 924.209747 = -1418912.216050 nChanged 148 SP:Iteration 105Q (372.896323 sec): 3 clusters Score: Raw -1419873.393143 + Penalty 924.209747 = -1418949.183396 nChanged 174 SP:Iteration 106Q (372.970022 sec): 3 clusters Score: Raw -1419918.315242 + Penalty 924.209747 = -1418994.105495 nChanged 173 SP:Iteration 107Q (373.038334 sec): 3 clusters Score: Raw -1419962.053836 + Penalty 924.209747 = -1419037.844089 nChanged 164 SP:Iteration 108Q (373.108069 sec): 3 clusters Score: Raw -1420001.829220 + Penalty 924.209747 = -1419077.619473 nChanged 152 SP:Iteration 109Q (373.176684 sec): 3 clusters Score: Raw -1420037.814999 + Penalty 924.209747 = -1419113.605252 nChanged 146 SP:Iteration 110Q (373.245997 sec): 3 clusters Score: Raw -1420074.105268 + Penalty 924.209747 = -1419149.895521 nChanged 143 SP:Iteration 111Q (373.302984 sec): 3 clusters Score: Raw -1420109.553171 + Penalty 924.209747 = -1419185.343424 nChanged 130 SP:Iteration 112Q (373.378282 sec): 3 clusters Score: Raw -1420143.208565 + Penalty 924.209747 = -1419218.998818 nChanged 119 SP:Iteration 113Q (373.430888 sec): 3 clusters Score: Raw -1420171.786967 + Penalty 924.209747 = -1419247.577220 nChanged 115 SP:Iteration 114Q (373.495191 sec): 3 clusters Score: Raw -1420200.188287 + Penalty 924.209747 = -1419275.978540 nChanged 101 SP:Iteration 115Q (373.562095 sec): 3 clusters Score: Raw -1420222.230377 + Penalty 924.209747 = -1419298.020630 nChanged 85 SP:Iteration 116Q (373.638415 sec): 3 clusters Score: Raw -1420237.610250 + Penalty 924.209747 = -1419313.400503 nChanged 79 SP:Iteration 117Q (373.707549 sec): 3 clusters Score: Raw -1420252.054675 + Penalty 924.209747 = -1419327.844928 nChanged 74 SP:Iteration 118Q (373.775333 sec): 3 clusters Score: Raw -1420263.684260 + Penalty 924.209747 = -1419339.474513 nChanged 61 SP:Iteration 119Q (373.842144 sec): 3 clusters Score: Raw -1420272.899236 + Penalty 924.209747 = -1419348.689489 nChanged 46 SP:Iteration 120F (373.908975 sec): 3 clusters Score: Raw -1420278.363107 + Penalty 924.209747 = -1419354.153360 nChanged 46 SP:Iteration 121Q (373.974704 sec): 3 clusters Score: Raw -1420286.330852 + Penalty 924.209747 = -1419362.121104 nChanged 55 SP:Iteration 122Q (374.043110 sec): 3 clusters Score: Raw -1420297.618760 + Penalty 924.209747 = -1419373.409012 nChanged 63 SP:Iteration 123Q (374.108242 sec): 3 clusters Score: Raw -1420314.173313 + Penalty 924.209747 = -1419389.963565 nChanged 65 SP:Iteration 124Q (374.174638 sec): 3 clusters Score: Raw -1420332.568501 + Penalty 924.209747 = -1419408.358753 nChanged 53 SP:Iteration 125Q (374.242513 sec): 3 clusters Score: Raw -1420346.630476 + Penalty 924.209747 = -1419422.420729 nChanged 55 SP:Iteration 126Q (374.308292 sec): 3 clusters Score: Raw -1420359.071946 + Penalty 924.209747 = -1419434.862198 nChanged 51 SP:Iteration 127Q (374.375022 sec): 3 clusters Score: Raw -1420369.183951 + Penalty 924.209747 = -1419444.974204 nChanged 50 SP:Iteration 128Q (374.441656 sec): 3 clusters Score: Raw -1420378.049426 + Penalty 924.209747 = -1419453.839679 nChanged 38 SP:Iteration 129Q (374.497331 sec): 3 clusters Score: Raw -1420385.088839 + Penalty 924.209747 = -1419460.879091 nChanged 37 SP:Iteration 130Q (374.573051 sec): 3 clusters Score: Raw -1420391.038741 + Penalty 924.209747 = -1419466.828994 nChanged 31 SP:Iteration 131Q (374.629559 sec): 3 clusters Score: Raw -1420396.392721 + Penalty 924.209747 = -1419472.182973 nChanged 34 SP:Iteration 132Q (374.695061 sec): 3 clusters Score: Raw -1420404.448220 + Penalty 924.209747 = -1419480.238473 nChanged 36 SP:Iteration 133Q (374.771406 sec): 3 clusters Score: Raw -1420411.205975 + Penalty 924.209747 = -1419486.996227 nChanged 30 SP:Iteration 134Q (374.828808 sec): 3 clusters Score: Raw -1420415.890098 + Penalty 924.209747 = -1419491.680350 nChanged 29 SP:Iteration 135Q (374.900154 sec): 3 clusters Score: Raw -1420420.766800 + Penalty 924.209747 = -1419496.557052 nChanged 32 SP:Iteration 136Q (374.968969 sec): 3 clusters Score: Raw -1420425.999661 + Penalty 924.209747 = -1419501.789914 nChanged 23 SP:Iteration 137Q (375.034425 sec): 3 clusters Score: Raw -1420430.265697 + Penalty 924.209747 = -1419506.055950 nChanged 23 SP:Iteration 138Q (375.094154 sec): 3 clusters Score: Raw -1420434.693910 + Penalty 924.209747 = -1419510.484163 nChanged 29 SP:Iteration 139Q (375.163048 sec): 3 clusters Score: Raw -1420438.703285 + Penalty 924.209747 = -1419514.493537 nChanged 18 SP:Iteration 140F (375.232269 sec): 3 clusters Score: Raw -1420440.994979 + Penalty 924.209747 = -1419516.785232 nChanged 20 SP:Iteration 141Q (375.298832 sec): 3 clusters Score: Raw -1420443.502738 + Penalty 924.209747 = -1419519.292991 nChanged 21 SP:Iteration 142Q (375.364672 sec): 3 clusters Score: Raw -1420445.636912 + Penalty 924.209747 = -1419521.427164 nChanged 16 SP:Iteration 143Q (375.423033 sec): 3 clusters Score: Raw -1420447.475728 + Penalty 924.209747 = -1419523.265981 nChanged 14 SP:Iteration 144Q (375.490329 sec): 3 clusters Score: Raw -1420449.747244 + Penalty 924.209747 = -1419525.537497 nChanged 22 SP:Iteration 145Q (375.549197 sec): 3 clusters Score: Raw -1420452.617965 + Penalty 924.209747 = -1419528.408218 nChanged 11 SP:Iteration 146Q (375.617802 sec): 3 clusters Score: Raw -1420453.560524 + Penalty 924.209747 = -1419529.350777 nChanged 7 SP:Iteration 147Q (375.672626 sec): 3 clusters Score: Raw -1420454.584492 + Penalty 924.209747 = -1419530.374744 nChanged 6 SP:Iteration 148Q (375.739310 sec): 3 clusters Score: Raw -1420455.235687 + Penalty 924.209747 = -1419531.025940 nChanged 7 SP:Iteration 149Q (375.804478 sec): 3 clusters Score: Raw -1420455.935442 + Penalty 924.209747 = -1419531.725695 nChanged 6 SP:Iteration 150Q (375.879682 sec): 3 clusters Score: Raw -1420456.472625 + Penalty 924.209747 = -1419532.262878 nChanged 7 SP:Iteration 151Q (375.932947 sec): 3 clusters Score: Raw -1420457.266733 + Penalty 924.209747 = -1419533.056985 nChanged 6 SP:Iteration 152Q (376.006185 sec): 3 clusters Score: Raw -1420457.855109 + Penalty 924.209747 = -1419533.645361 nChanged 2 SP:Iteration 153Q (376.070057 sec): 3 clusters Score: Raw -1420457.975608 + Penalty 924.209747 = -1419533.765861 nChanged 2 SP:Iteration 154Q (376.140543 sec): 3 clusters Score: Raw -1420458.126161 + Penalty 924.209747 = -1419533.916413 nChanged 0 SP:Iteration 155F (376.217547 sec): 3 clusters Score: Raw -1420458.126161 + Penalty 924.209747 = -1419533.916413 nChanged 0 Trying to split cluster 14 (4424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.246894 sec): 2 clusters Score: Raw -228586.562570 + Penalty 381.963379 = -228204.599190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.294765 sec): 3 clusters Score: Raw -225946.123935 + Penalty 763.926758 = -225182.197177 nChanged 1966 SP:Iteration 1F (376.338069 sec): 3 clusters Score: Raw -227086.067730 + Penalty 763.926758 = -226322.140971 nChanged 297 SP:Iteration 2F (376.390249 sec): 3 clusters Score: Raw -227243.243399 + Penalty 763.926758 = -226479.316641 nChanged 249 SP:Iteration 3F (376.453530 sec): 3 clusters Score: Raw -227382.278444 + Penalty 763.926758 = -226618.351686 nChanged 251 SP:Iteration 4F (376.506036 sec): 3 clusters Score: Raw -227516.351992 + Penalty 763.926758 = -226752.425233 nChanged 221 SP:Iteration 5Q (376.547378 sec): 3 clusters Score: Raw -227675.404101 + Penalty 763.926758 = -226911.477342 nChanged 233 SP:Iteration 6F (376.604739 sec): 3 clusters Score: Raw -227849.102989 + Penalty 763.926758 = -227085.176230 nChanged 220 SP:Iteration 7Q (376.652543 sec): 3 clusters Score: Raw -227992.832830 + Penalty 763.926758 = -227228.906071 nChanged 187 SP:Iteration 8Q (376.707524 sec): 3 clusters Score: Raw -228095.071475 + Penalty 763.926758 = -227331.144717 nChanged 151 SP:Iteration 9Q (376.759299 sec): 3 clusters Score: Raw -228162.463413 + Penalty 763.926758 = -227398.536655 nChanged 120 SP:Iteration 10Q (376.814513 sec): 3 clusters Score: Raw -228211.673598 + Penalty 763.926758 = -227447.746839 nChanged 87 SP:Iteration 11Q (376.856789 sec): 3 clusters Score: Raw -228238.844400 + Penalty 763.926758 = -227474.917641 nChanged 61 SP:Iteration 12Q (376.916234 sec): 3 clusters Score: Raw -228254.186848 + Penalty 763.926758 = -227490.260089 nChanged 49 SP:Iteration 13Q (376.953863 sec): 3 clusters Score: Raw -228269.563838 + Penalty 763.926758 = -227505.637079 nChanged 55 SP:Iteration 14Q (377.019057 sec): 3 clusters Score: Raw -228286.574518 + Penalty 763.926758 = -227522.647759 nChanged 56 SP:Iteration 15Q (377.069811 sec): 3 clusters Score: Raw -228302.891032 + Penalty 763.926758 = -227538.964274 nChanged 57 SP:Iteration 16Q (377.108576 sec): 3 clusters Score: Raw -228323.113598 + Penalty 763.926758 = -227559.186840 nChanged 64 SP:Iteration 17Q (377.168603 sec): 3 clusters Score: Raw -228346.153215 + Penalty 763.926758 = -227582.226457 nChanged 54 SP:Iteration 18Q (377.211621 sec): 3 clusters Score: Raw -228361.810656 + Penalty 763.926758 = -227597.883898 nChanged 50 SP:Iteration 19Q (377.252019 sec): 3 clusters Score: Raw -228376.396537 + Penalty 763.926758 = -227612.469779 nChanged 41 SP:Iteration 20F (377.294219 sec): 3 clusters Score: Raw -228385.551123 + Penalty 763.926758 = -227621.624365 nChanged 32 SP:Iteration 21Q (377.341359 sec): 3 clusters Score: Raw -228390.958002 + Penalty 763.926758 = -227627.031244 nChanged 32 SP:Iteration 22Q (377.394369 sec): 3 clusters Score: Raw -228396.296070 + Penalty 763.926758 = -227632.369312 nChanged 23 SP:Iteration 23Q (377.433445 sec): 3 clusters Score: Raw -228399.978379 + Penalty 763.926758 = -227636.051620 nChanged 22 SP:Iteration 24Q (377.483943 sec): 3 clusters Score: Raw -228403.646766 + Penalty 763.926758 = -227639.720007 nChanged 20 SP:Iteration 25Q (377.528988 sec): 3 clusters Score: Raw -228405.521764 + Penalty 763.926758 = -227641.595006 nChanged 16 SP:Iteration 26Q (377.580653 sec): 3 clusters Score: Raw -228406.916589 + Penalty 763.926758 = -227642.989831 nChanged 11 SP:Iteration 27Q (377.626748 sec): 3 clusters Score: Raw -228408.393724 + Penalty 763.926758 = -227644.466966 nChanged 15 SP:Iteration 28Q (377.673913 sec): 3 clusters Score: Raw -228411.264051 + Penalty 763.926758 = -227647.337293 nChanged 18 SP:Iteration 29Q (377.721396 sec): 3 clusters Score: Raw -228413.885816 + Penalty 763.926758 = -227649.959057 nChanged 13 SP:Iteration 30Q (377.768568 sec): 3 clusters Score: Raw -228415.112957 + Penalty 763.926758 = -227651.186199 nChanged 7 SP:Iteration 31Q (377.815740 sec): 3 clusters Score: Raw -228415.899315 + Penalty 763.926758 = -227651.972556 nChanged 11 SP:Iteration 32Q (377.862565 sec): 3 clusters Score: Raw -228417.037094 + Penalty 763.926758 = -227653.110335 nChanged 10 SP:Iteration 33Q (377.899088 sec): 3 clusters Score: Raw -228418.194522 + Penalty 763.926758 = -227654.267763 nChanged 8 SP:Iteration 34Q (377.952862 sec): 3 clusters Score: Raw -228419.098417 + Penalty 763.926758 = -227655.171659 nChanged 6 SP:Iteration 35Q (378.000124 sec): 3 clusters Score: Raw -228419.656466 + Penalty 763.926758 = -227655.729708 nChanged 3 SP:Iteration 36Q (378.040450 sec): 3 clusters Score: Raw -228420.300299 + Penalty 763.926758 = -227656.373540 nChanged 8 SP:Iteration 37Q (378.089576 sec): 3 clusters Score: Raw -228421.542001 + Penalty 763.926758 = -227657.615243 nChanged 8 SP:Iteration 38Q (378.149394 sec): 3 clusters Score: Raw -228422.181055 + Penalty 763.926758 = -227658.254296 nChanged 8 SP:Iteration 39Q (378.193409 sec): 3 clusters Score: Raw -228422.826256 + Penalty 763.926758 = -227658.899497 nChanged 5 SP:Iteration 40F (378.243900 sec): 3 clusters Score: Raw -228423.217139 + Penalty 763.926758 = -227659.290381 nChanged 6 SP:Iteration 41Q (378.297966 sec): 3 clusters Score: Raw -228423.561833 + Penalty 763.926758 = -227659.635074 nChanged 2 SP:Iteration 42Q (378.352313 sec): 3 clusters Score: Raw -228423.715554 + Penalty 763.926758 = -227659.788795 nChanged 2 SP:Iteration 43Q (378.404785 sec): 3 clusters Score: Raw -228423.867944 + Penalty 763.926758 = -227659.941185 nChanged 4 SP:Iteration 44Q (378.444977 sec): 3 clusters Score: Raw -228424.373914 + Penalty 763.926758 = -227660.447156 nChanged 4 SP:Iteration 45Q (378.494515 sec): 3 clusters Score: Raw -228424.716984 + Penalty 763.926758 = -227660.790226 nChanged 8 SP:Iteration 46Q (378.546244 sec): 3 clusters Score: Raw -228425.489709 + Penalty 763.926758 = -227661.562951 nChanged 8 SP:Iteration 47Q (378.608451 sec): 3 clusters Score: Raw -228426.247710 + Penalty 763.926758 = -227662.320952 nChanged 13 SP:Iteration 48Q (378.659295 sec): 3 clusters Score: Raw -228428.374182 + Penalty 763.926758 = -227664.447424 nChanged 13 SP:Iteration 49Q (378.713972 sec): 3 clusters Score: Raw -228430.350365 + Penalty 763.926758 = -227666.423606 nChanged 17 SP:Iteration 50Q (378.763672 sec): 3 clusters Score: Raw -228432.458445 + Penalty 763.926758 = -227668.531686 nChanged 17 SP:Iteration 51Q (378.805294 sec): 3 clusters Score: Raw -228436.204371 + Penalty 763.926758 = -227672.277612 nChanged 19 SP:Iteration 52Q (378.866387 sec): 3 clusters Score: Raw -228440.006343 + Penalty 763.926758 = -227676.079585 nChanged 21 SP:Iteration 53Q (378.916476 sec): 3 clusters Score: Raw -228443.131368 + Penalty 763.926758 = -227679.204610 nChanged 14 SP:Iteration 54Q (378.969654 sec): 3 clusters Score: Raw -228445.356084 + Penalty 763.926758 = -227681.429325 nChanged 14 SP:Iteration 55Q (379.023401 sec): 3 clusters Score: Raw -228447.798374 + Penalty 763.926758 = -227683.871615 nChanged 16 SP:Iteration 56Q (379.066349 sec): 3 clusters Score: Raw -228449.682599 + Penalty 763.926758 = -227685.755840 nChanged 10 SP:Iteration 57Q (379.110652 sec): 3 clusters Score: Raw -228451.197295 + Penalty 763.926758 = -227687.270537 nChanged 5 SP:Iteration 58Q (379.159912 sec): 3 clusters Score: Raw -228451.632658 + Penalty 763.926758 = -227687.705899 nChanged 2 SP:Iteration 59Q (379.206994 sec): 3 clusters Score: Raw -228451.725696 + Penalty 763.926758 = -227687.798938 nChanged 1 SP:Iteration 60F (379.256816 sec): 3 clusters Score: Raw -228451.843306 + Penalty 763.926758 = -227687.916548 nChanged 1 SP:Iteration 61Q (379.306939 sec): 3 clusters Score: Raw -228451.878678 + Penalty 763.926758 = -227687.951920 nChanged 0 SP:Iteration 62F (379.355955 sec): 3 clusters Score: Raw -228451.878678 + Penalty 763.926758 = -227687.951920 nChanged 0 Trying to split cluster 15 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.387478 sec): 2 clusters Score: Raw -40745.800394 + Penalty 306.531997 = -40439.268397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.425069 sec): 3 clusters Score: Raw -40338.746884 + Penalty 613.063993 = -39725.682891 nChanged 322 SP:Iteration 1F (379.484644 sec): 3 clusters Score: Raw -40556.115311 + Penalty 613.063993 = -39943.051318 nChanged 78 SP:Iteration 2F (379.529383 sec): 3 clusters Score: Raw -40626.575340 + Penalty 613.063993 = -40013.511347 nChanged 66 SP:Iteration 3F (379.561352 sec): 3 clusters Score: Raw -40692.083053 + Penalty 613.063993 = -40079.019060 nChanged 62 SP:Iteration 4F (379.605621 sec): 3 clusters Score: Raw -40760.973646 + Penalty 613.063993 = -40147.909653 nChanged 42 SP:Iteration 5Q (379.659330 sec): 3 clusters Score: Raw -40796.602153 + Penalty 613.063993 = -40183.538159 nChanged 25 SP:Iteration 6Q (379.705566 sec): 3 clusters Score: Raw -40816.460745 + Penalty 613.063993 = -40203.396752 nChanged 13 SP:Iteration 7Q (379.762443 sec): 3 clusters Score: Raw -40828.579242 + Penalty 613.063993 = -40215.515248 nChanged 12 SP:Iteration 8Q (379.799045 sec): 3 clusters Score: Raw -40834.469375 + Penalty 613.063993 = -40221.405382 nChanged 5 SP:Iteration 9Q (379.842219 sec): 3 clusters Score: Raw -40836.877323 + Penalty 613.063993 = -40223.813330 nChanged 4 SP:Iteration 10Q (379.897423 sec): 3 clusters Score: Raw -40839.209362 + Penalty 613.063993 = -40226.145369 nChanged 2 SP:Iteration 11Q (379.933883 sec): 3 clusters Score: Raw -40839.900558 + Penalty 613.063993 = -40226.836564 nChanged 0 SP:Iteration 12F (379.990173 sec): 3 clusters Score: Raw -40839.900558 + Penalty 613.063993 = -40226.836564 nChanged 0 Trying to split cluster 16 (65373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.061625 sec): 2 clusters Score: Raw -3569258.301645 + Penalty 504.497840 = -3568753.803805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.162361 sec): 3 clusters Score: Raw -3525654.653598 + Penalty 1008.995679 = -3524645.657919 nChanged 31664 SP:Iteration 1F (380.265265 sec): 3 clusters Score: Raw -3546548.170232 + Penalty 1008.995679 = -3545539.174553 nChanged 3725 SP:Iteration 2F (380.364385 sec): 3 clusters Score: Raw -3548856.932282 + Penalty 1008.995679 = -3547847.936603 nChanged 4242 SP:Iteration 3F (380.465102 sec): 3 clusters Score: Raw -3551733.870711 + Penalty 1008.995679 = -3550724.875032 nChanged 4614 SP:Iteration 4F (380.563260 sec): 3 clusters Score: Raw -3555222.295437 + Penalty 1008.995679 = -3554213.299758 nChanged 4525 SP:Iteration 5F (380.660100 sec): 3 clusters Score: Raw -3558621.863215 + Penalty 1008.995679 = -3557612.867535 nChanged 3968 SP:Iteration 6F (380.772835 sec): 3 clusters Score: Raw -3561181.745797 + Penalty 1008.995679 = -3560172.750118 nChanged 3010 SP:Iteration 7Q (380.872061 sec): 3 clusters Score: Raw -3562668.992159 + Penalty 1008.995679 = -3561659.996479 nChanged 2061 SP:Iteration 8Q (380.963960 sec): 3 clusters Score: Raw -3563454.497261 + Penalty 1008.995679 = -3562445.501581 nChanged 1496 SP:Iteration 9Q (381.068345 sec): 3 clusters Score: Raw -3563943.683500 + Penalty 1008.995679 = -3562934.687821 nChanged 1199 SP:Iteration 10Q (381.174944 sec): 3 clusters Score: Raw -3564326.921596 + Penalty 1008.995679 = -3563317.925916 nChanged 1091 SP:Iteration 11Q (381.277873 sec): 3 clusters Score: Raw -3564665.707423 + Penalty 1008.995679 = -3563656.711743 nChanged 998 SP:Iteration 12Q (381.379080 sec): 3 clusters Score: Raw -3564955.795419 + Penalty 1008.995679 = -3563946.799739 nChanged 904 SP:Iteration 13Q (381.478446 sec): 3 clusters Score: Raw -3565205.240568 + Penalty 1008.995679 = -3564196.244889 nChanged 832 SP:Iteration 14Q (381.581318 sec): 3 clusters Score: Raw -3565401.016561 + Penalty 1008.995679 = -3564392.020882 nChanged 717 SP:Iteration 15Q (381.687735 sec): 3 clusters Score: Raw -3565541.366006 + Penalty 1008.995679 = -3564532.370327 nChanged 628 SP:Iteration 16Q (381.791806 sec): 3 clusters Score: Raw -3565656.839603 + Penalty 1008.995679 = -3564647.843924 nChanged 568 SP:Iteration 17Q (381.899280 sec): 3 clusters Score: Raw -3565744.753424 + Penalty 1008.995679 = -3564735.757745 nChanged 477 SP:Iteration 18Q (382.001765 sec): 3 clusters Score: Raw -3565814.022883 + Penalty 1008.995679 = -3564805.027204 nChanged 413 SP:Iteration 19Q (382.104239 sec): 3 clusters Score: Raw -3565868.910755 + Penalty 1008.995679 = -3564859.915075 nChanged 374 SP:Iteration 20F (382.208129 sec): 3 clusters Score: Raw -3565913.497817 + Penalty 1008.995679 = -3564904.502137 nChanged 362 SP:Iteration 21Q (382.309993 sec): 3 clusters Score: Raw -3565953.640195 + Penalty 1008.995679 = -3564944.644516 nChanged 335 SP:Iteration 22Q (382.414023 sec): 3 clusters Score: Raw -3565987.557815 + Penalty 1008.995679 = -3564978.562136 nChanged 286 SP:Iteration 23Q (382.520863 sec): 3 clusters Score: Raw -3566013.334716 + Penalty 1008.995679 = -3565004.339037 nChanged 270 SP:Iteration 24Q (382.612982 sec): 3 clusters Score: Raw -3566036.048692 + Penalty 1008.995679 = -3565027.053012 nChanged 230 SP:Iteration 25Q (382.724404 sec): 3 clusters Score: Raw -3566056.569193 + Penalty 1008.995679 = -3565047.573513 nChanged 209 SP:Iteration 26Q (382.830272 sec): 3 clusters Score: Raw -3566072.330616 + Penalty 1008.995679 = -3565063.334937 nChanged 198 SP:Iteration 27Q (382.927271 sec): 3 clusters Score: Raw -3566086.696548 + Penalty 1008.995679 = -3565077.700869 nChanged 180 SP:Iteration 28Q (383.034047 sec): 3 clusters Score: Raw -3566100.173488 + Penalty 1008.995679 = -3565091.177808 nChanged 181 SP:Iteration 29Q (383.135541 sec): 3 clusters Score: Raw -3566112.661215 + Penalty 1008.995679 = -3565103.665535 nChanged 154 SP:Iteration 30Q (383.231982 sec): 3 clusters Score: Raw -3566123.102205 + Penalty 1008.995679 = -3565114.106526 nChanged 164 SP:Iteration 31Q (383.333115 sec): 3 clusters Score: Raw -3566134.269644 + Penalty 1008.995679 = -3565125.273965 nChanged 159 SP:Iteration 32Q (383.426161 sec): 3 clusters Score: Raw -3566146.053587 + Penalty 1008.995679 = -3565137.057908 nChanged 177 SP:Iteration 33Q (383.542908 sec): 3 clusters Score: Raw -3566159.894231 + Penalty 1008.995679 = -3565150.898551 nChanged 185 SP:Iteration 34Q (383.638967 sec): 3 clusters Score: Raw -3566172.385245 + Penalty 1008.995679 = -3565163.389566 nChanged 169 SP:Iteration 35Q (383.743749 sec): 3 clusters Score: Raw -3566183.990441 + Penalty 1008.995679 = -3565174.994761 nChanged 174 SP:Iteration 36Q (383.834741 sec): 3 clusters Score: Raw -3566195.674755 + Penalty 1008.995679 = -3565186.679075 nChanged 164 SP:Iteration 37Q (383.950567 sec): 3 clusters Score: Raw -3566205.590730 + Penalty 1008.995679 = -3565196.595050 nChanged 157 SP:Iteration 38Q (384.052698 sec): 3 clusters Score: Raw -3566215.806574 + Penalty 1008.995679 = -3565206.810895 nChanged 144 SP:Iteration 39Q (384.149755 sec): 3 clusters Score: Raw -3566225.083803 + Penalty 1008.995679 = -3565216.088124 nChanged 151 SP:Iteration 40F (384.259671 sec): 3 clusters Score: Raw -3566233.719010 + Penalty 1008.995679 = -3565224.723331 nChanged 159 SP:Iteration 41Q (384.365340 sec): 3 clusters Score: Raw -3566242.375368 + Penalty 1008.995679 = -3565233.379689 nChanged 158 SP:Iteration 42Q (384.459860 sec): 3 clusters Score: Raw -3566251.662667 + Penalty 1008.995679 = -3565242.666987 nChanged 168 SP:Iteration 43Q (384.565222 sec): 3 clusters Score: Raw -3566261.666133 + Penalty 1008.995679 = -3565252.670453 nChanged 176 SP:Iteration 44Q (384.668230 sec): 3 clusters Score: Raw -3566273.309259 + Penalty 1008.995679 = -3565264.313580 nChanged 209 SP:Iteration 45Q (384.766161 sec): 3 clusters Score: Raw -3566287.905832 + Penalty 1008.995679 = -3565278.910153 nChanged 207 SP:Iteration 46Q (384.861623 sec): 3 clusters Score: Raw -3566303.260478 + Penalty 1008.995679 = -3565294.264798 nChanged 227 SP:Iteration 47Q (384.970887 sec): 3 clusters Score: Raw -3566320.584636 + Penalty 1008.995679 = -3565311.588957 nChanged 217 SP:Iteration 48Q (385.067302 sec): 3 clusters Score: Raw -3566336.907800 + Penalty 1008.995679 = -3565327.912121 nChanged 219 SP:Iteration 49Q (385.162267 sec): 3 clusters Score: Raw -3566355.814652 + Penalty 1008.995679 = -3565346.818973 nChanged 210 SP:Iteration 50Q (385.260396 sec): 3 clusters Score: Raw -3566372.898151 + Penalty 1008.995679 = -3565363.902471 nChanged 217 SP:Iteration 51Q (385.366537 sec): 3 clusters Score: Raw -3566391.391162 + Penalty 1008.995679 = -3565382.395482 nChanged 236 SP:Iteration 52Q (385.469520 sec): 3 clusters Score: Raw -3566410.130506 + Penalty 1008.995679 = -3565401.134827 nChanged 230 SP:Iteration 53Q (385.574934 sec): 3 clusters Score: Raw -3566429.215747 + Penalty 1008.995679 = -3565420.220068 nChanged 249 SP:Iteration 54Q (385.681135 sec): 3 clusters Score: Raw -3566451.471436 + Penalty 1008.995679 = -3565442.475756 nChanged 253 SP:Iteration 55Q (385.783000 sec): 3 clusters Score: Raw -3566475.100078 + Penalty 1008.995679 = -3565466.104398 nChanged 257 SP:Iteration 56Q (385.872940 sec): 3 clusters Score: Raw -3566500.680810 + Penalty 1008.995679 = -3565491.685130 nChanged 276 SP:Iteration 57Q (385.988545 sec): 3 clusters Score: Raw -3566529.599090 + Penalty 1008.995679 = -3565520.603411 nChanged 301 SP:Iteration 58Q (386.091931 sec): 3 clusters Score: Raw -3566564.404686 + Penalty 1008.995679 = -3565555.409007 nChanged 324 SP:Iteration 59Q (386.193857 sec): 3 clusters Score: Raw -3566607.029026 + Penalty 1008.995679 = -3565598.033347 nChanged 346 SP:Iteration 60F (386.293403 sec): 3 clusters Score: Raw -3566655.073735 + Penalty 1008.995679 = -3565646.078056 nChanged 371 SP:Iteration 61Q (386.392812 sec): 3 clusters Score: Raw -3566713.208875 + Penalty 1008.995679 = -3565704.213195 nChanged 392 SP:Iteration 62Q (386.489161 sec): 3 clusters Score: Raw -3566774.882389 + Penalty 1008.995679 = -3565765.886710 nChanged 379 SP:Iteration 63Q (386.591716 sec): 3 clusters Score: Raw -3566839.545818 + Penalty 1008.995679 = -3565830.550138 nChanged 386 SP:Iteration 64Q (386.692545 sec): 3 clusters Score: Raw -3566912.239061 + Penalty 1008.995679 = -3565903.243382 nChanged 404 SP:Iteration 65Q (386.798303 sec): 3 clusters Score: Raw -3566989.244828 + Penalty 1008.995679 = -3565980.249149 nChanged 408 SP:Iteration 66Q (386.891665 sec): 3 clusters Score: Raw -3567068.203940 + Penalty 1008.995679 = -3566059.208261 nChanged 415 SP:Iteration 67Q (386.987713 sec): 3 clusters Score: Raw -3567154.240863 + Penalty 1008.995679 = -3566145.245184 nChanged 437 SP:Iteration 68Q (387.086878 sec): 3 clusters Score: Raw -3567260.361158 + Penalty 1008.995679 = -3566251.365479 nChanged 453 SP:Iteration 69Q (387.188895 sec): 3 clusters Score: Raw -3567384.840774 + Penalty 1008.995679 = -3566375.845095 nChanged 527 SP:Iteration 70Q (387.293956 sec): 3 clusters Score: Raw -3567546.151466 + Penalty 1008.995679 = -3566537.155787 nChanged 522 SP:Iteration 71Q (387.392926 sec): 3 clusters Score: Raw -3567713.456285 + Penalty 1008.995679 = -3566704.460606 nChanged 556 SP:Iteration 72Q (387.487174 sec): 3 clusters Score: Raw -3567909.906972 + Penalty 1008.995679 = -3566900.911293 nChanged 547 SP:Iteration 73Q (387.592649 sec): 3 clusters Score: Raw -3568107.838059 + Penalty 1008.995679 = -3567098.842380 nChanged 511 SP:Iteration 74Q (387.692471 sec): 3 clusters Score: Raw -3568310.990259 + Penalty 1008.995679 = -3567301.994580 nChanged 532 SP:Iteration 75Q (387.786631 sec): 3 clusters Score: Raw -3568508.147447 + Penalty 1008.995679 = -3567499.151768 nChanged 503 SP:Iteration 76Q (387.874042 sec): 3 clusters Score: Raw -3568690.667716 + Penalty 1008.995679 = -3567681.672037 nChanged 463 SP:Iteration 77Q (387.983026 sec): 3 clusters Score: Raw -3568862.523230 + Penalty 1008.995679 = -3567853.527551 nChanged 452 SP:Iteration 78Q (388.069250 sec): 3 clusters Score: Raw -3569014.797368 + Penalty 1008.995679 = -3568005.801688 nChanged 433 SP:Iteration 79Q (388.164850 sec): 3 clusters Score: Raw -3569156.076589 + Penalty 1008.995679 = -3568147.080910 nChanged 402 SP:Iteration 80F (388.266661 sec): 3 clusters Score: Raw -3569273.714841 + Penalty 1008.995679 = -3568264.719161 nChanged 337 SP:Iteration 81Q (388.373761 sec): 3 clusters Score: Raw -3569368.665832 + Penalty 1008.995679 = -3568359.670152 nChanged 335 SP:Iteration 82Q (388.459269 sec): 3 clusters Score: Raw -3569456.818856 + Penalty 1008.995679 = -3568447.823176 nChanged 300 SP:Iteration 83Q (388.566536 sec): 3 clusters Score: Raw -3569527.383485 + Penalty 1008.995679 = -3568518.387806 nChanged 255 SP:Iteration 84Q (388.661805 sec): 3 clusters Score: Raw -3569577.474413 + Penalty 1008.995679 = -3568568.478734 nChanged 227 SP:Iteration 85Q (388.753922 sec): 3 clusters Score: Raw -3569616.384178 + Penalty 1008.995679 = -3568607.388499 nChanged 185 SP:Iteration 86Q (388.848589 sec): 3 clusters Score: Raw -3569643.444025 + Penalty 1008.995679 = -3568634.448345 nChanged 164 SP:Iteration 87Q (388.944129 sec): 3 clusters Score: Raw -3569666.002730 + Penalty 1008.995679 = -3568657.007051 nChanged 147 SP:Iteration 88Q (389.043130 sec): 3 clusters Score: Raw -3569685.671562 + Penalty 1008.995679 = -3568676.675882 nChanged 146 SP:Iteration 89Q (389.126050 sec): 3 clusters Score: Raw -3569701.211583 + Penalty 1008.995679 = -3568692.215904 nChanged 103 SP:Iteration 90Q (389.234158 sec): 3 clusters Score: Raw -3569709.760471 + Penalty 1008.995679 = -3568700.764792 nChanged 84 SP:Iteration 91Q (389.325202 sec): 3 clusters Score: Raw -3569717.795263 + Penalty 1008.995679 = -3568708.799584 nChanged 77 SP:Iteration 92Q (389.414073 sec): 3 clusters Score: Raw -3569724.669375 + Penalty 1008.995679 = -3568715.673695 nChanged 67 SP:Iteration 93Q (389.517585 sec): 3 clusters Score: Raw -3569729.594838 + Penalty 1008.995679 = -3568720.599158 nChanged 53 SP:Iteration 94Q (389.615507 sec): 3 clusters Score: Raw -3569732.657671 + Penalty 1008.995679 = -3568723.661992 nChanged 46 SP:Iteration 95Q (389.716462 sec): 3 clusters Score: Raw -3569734.714704 + Penalty 1008.995679 = -3568725.719024 nChanged 38 SP:Iteration 96Q (389.815225 sec): 3 clusters Score: Raw -3569736.491046 + Penalty 1008.995679 = -3568727.495366 nChanged 37 SP:Iteration 97Q (389.916303 sec): 3 clusters Score: Raw -3569738.116988 + Penalty 1008.995679 = -3568729.121309 nChanged 31 SP:Iteration 98Q (390.016286 sec): 3 clusters Score: Raw -3569739.708787 + Penalty 1008.995679 = -3568730.713108 nChanged 36 SP:Iteration 99Q (390.112746 sec): 3 clusters Score: Raw -3569741.335813 + Penalty 1008.995679 = -3568732.340134 nChanged 31 SP:Iteration 100F (390.205888 sec): 3 clusters Score: Raw -3569743.156060 + Penalty 1008.995679 = -3568734.160381 nChanged 37 SP:Iteration 101Q (390.313198 sec): 3 clusters Score: Raw -3569744.887365 + Penalty 1008.995679 = -3568735.891685 nChanged 29 SP:Iteration 102Q (390.403178 sec): 3 clusters Score: Raw -3569746.365561 + Penalty 1008.995679 = -3568737.369882 nChanged 31 SP:Iteration 103Q (390.500087 sec): 3 clusters Score: Raw -3569747.589195 + Penalty 1008.995679 = -3568738.593515 nChanged 24 SP:Iteration 104Q (390.592101 sec): 3 clusters Score: Raw -3569748.199625 + Penalty 1008.995679 = -3568739.203945 nChanged 19 SP:Iteration 105Q (390.692382 sec): 3 clusters Score: Raw -3569748.846781 + Penalty 1008.995679 = -3568739.851102 nChanged 18 SP:Iteration 106Q (390.785250 sec): 3 clusters Score: Raw -3569749.408265 + Penalty 1008.995679 = -3568740.412586 nChanged 13 SP:Iteration 107Q (390.877608 sec): 3 clusters Score: Raw -3569749.767249 + Penalty 1008.995679 = -3568740.771569 nChanged 15 SP:Iteration 108Q (390.985951 sec): 3 clusters Score: Raw -3569750.078875 + Penalty 1008.995679 = -3568741.083196 nChanged 15 SP:Iteration 109Q (391.084931 sec): 3 clusters Score: Raw -3569750.482634 + Penalty 1008.995679 = -3568741.486955 nChanged 23 SP:Iteration 110Q (391.187886 sec): 3 clusters Score: Raw -3569751.296102 + Penalty 1008.995679 = -3568742.300422 nChanged 21 SP:Iteration 111Q (391.286502 sec): 3 clusters Score: Raw -3569751.918421 + Penalty 1008.995679 = -3568742.922741 nChanged 17 SP:Iteration 112Q (391.383260 sec): 3 clusters Score: Raw -3569752.283505 + Penalty 1008.995679 = -3568743.287826 nChanged 11 SP:Iteration 113Q (391.479671 sec): 3 clusters Score: Raw -3569752.448895 + Penalty 1008.995679 = -3568743.453216 nChanged 11 SP:Iteration 114Q (391.572877 sec): 3 clusters Score: Raw -3569752.628759 + Penalty 1008.995679 = -3568743.633080 nChanged 7 SP:Iteration 115Q (391.666781 sec): 3 clusters Score: Raw -3569752.771686 + Penalty 1008.995679 = -3568743.776007 nChanged 6 SP:Iteration 116Q (391.753970 sec): 3 clusters Score: Raw -3569752.919683 + Penalty 1008.995679 = -3568743.924003 nChanged 9 SP:Iteration 117Q (391.855946 sec): 3 clusters Score: Raw -3569753.094414 + Penalty 1008.995679 = -3568744.098735 nChanged 8 SP:Iteration 118Q (391.945031 sec): 3 clusters Score: Raw -3569753.300757 + Penalty 1008.995679 = -3568744.305077 nChanged 9 SP:Iteration 119Q (392.044481 sec): 3 clusters Score: Raw -3569753.470428 + Penalty 1008.995679 = -3568744.474748 nChanged 4 SP:Iteration 120F (392.135951 sec): 3 clusters Score: Raw -3569753.533568 + Penalty 1008.995679 = -3568744.537889 nChanged 5 SP:Iteration 121Q (392.238237 sec): 3 clusters Score: Raw -3569753.600489 + Penalty 1008.995679 = -3568744.604810 nChanged 5 SP:Iteration 122Q (392.332097 sec): 3 clusters Score: Raw -3569753.645668 + Penalty 1008.995679 = -3568744.649989 nChanged 2 SP:Iteration 123Q (392.423176 sec): 3 clusters Score: Raw -3569753.654274 + Penalty 1008.995679 = -3568744.658595 nChanged 0 SP:Iteration 124F (392.522271 sec): 3 clusters Score: Raw -3569753.654274 + Penalty 1008.995679 = -3568744.658595 nChanged 0 Trying to split cluster 17 (28640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.570541 sec): 2 clusters Score: Raw -1474726.491909 + Penalty 466.946463 = -1474259.545446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.639336 sec): 3 clusters Score: Raw -1455969.999964 + Penalty 933.892926 = -1455036.107038 nChanged 13840 SP:Iteration 1F (392.707330 sec): 3 clusters Score: Raw -1464298.261289 + Penalty 933.892926 = -1463364.368363 nChanged 1640 SP:Iteration 2F (392.784446 sec): 3 clusters Score: Raw -1465056.009353 + Penalty 933.892926 = -1464122.116428 nChanged 1706 SP:Iteration 3F (392.856257 sec): 3 clusters Score: Raw -1465990.952358 + Penalty 933.892926 = -1465057.059432 nChanged 1852 SP:Iteration 4F (392.917609 sec): 3 clusters Score: Raw -1467073.598309 + Penalty 933.892926 = -1466139.705383 nChanged 1810 SP:Iteration 5F (392.992241 sec): 3 clusters Score: Raw -1468125.787571 + Penalty 933.892926 = -1467191.894645 nChanged 1642 SP:Iteration 6F (393.061144 sec): 3 clusters Score: Raw -1468935.286047 + Penalty 933.892926 = -1468001.393121 nChanged 1348 SP:Iteration 7Q (393.143234 sec): 3 clusters Score: Raw -1469505.838878 + Penalty 933.892926 = -1468571.945952 nChanged 1059 SP:Iteration 8Q (393.221361 sec): 3 clusters Score: Raw -1469889.974615 + Penalty 933.892926 = -1468956.081690 nChanged 839 SP:Iteration 9Q (393.295087 sec): 3 clusters Score: Raw -1470146.590451 + Penalty 933.892926 = -1469212.697526 nChanged 643 SP:Iteration 10Q (393.356793 sec): 3 clusters Score: Raw -1470293.355427 + Penalty 933.892926 = -1469359.462501 nChanged 465 SP:Iteration 11Q (393.443776 sec): 3 clusters Score: Raw -1470370.390946 + Penalty 933.892926 = -1469436.498020 nChanged 323 SP:Iteration 12Q (393.517939 sec): 3 clusters Score: Raw -1470406.428297 + Penalty 933.892926 = -1469472.535372 nChanged 226 SP:Iteration 13Q (393.582772 sec): 3 clusters Score: Raw -1470427.375871 + Penalty 933.892926 = -1469493.482945 nChanged 174 SP:Iteration 14Q (393.657391 sec): 3 clusters Score: Raw -1470442.589284 + Penalty 933.892926 = -1469508.696359 nChanged 158 SP:Iteration 15Q (393.738581 sec): 3 clusters Score: Raw -1470456.029853 + Penalty 933.892926 = -1469522.136928 nChanged 139 SP:Iteration 16Q (393.812820 sec): 3 clusters Score: Raw -1470468.165397 + Penalty 933.892926 = -1469534.272472 nChanged 127 SP:Iteration 17Q (393.887788 sec): 3 clusters Score: Raw -1470477.806915 + Penalty 933.892926 = -1469543.913989 nChanged 130 SP:Iteration 18Q (393.959419 sec): 3 clusters Score: Raw -1470488.855232 + Penalty 933.892926 = -1469554.962306 nChanged 140 SP:Iteration 19Q (394.034727 sec): 3 clusters Score: Raw -1470498.658869 + Penalty 933.892926 = -1469564.765943 nChanged 137 SP:Iteration 20F (394.110751 sec): 3 clusters Score: Raw -1470510.291069 + Penalty 933.892926 = -1469576.398144 nChanged 175 SP:Iteration 21Q (394.183283 sec): 3 clusters Score: Raw -1470527.564111 + Penalty 933.892926 = -1469593.671186 nChanged 149 SP:Iteration 22Q (394.256187 sec): 3 clusters Score: Raw -1470542.720975 + Penalty 933.892926 = -1469608.828049 nChanged 152 SP:Iteration 23Q (394.331048 sec): 3 clusters Score: Raw -1470558.318955 + Penalty 933.892926 = -1469624.426030 nChanged 178 SP:Iteration 24Q (394.403027 sec): 3 clusters Score: Raw -1470577.884186 + Penalty 933.892926 = -1469643.991261 nChanged 208 SP:Iteration 25Q (394.466777 sec): 3 clusters Score: Raw -1470603.039358 + Penalty 933.892926 = -1469669.146432 nChanged 209 SP:Iteration 26Q (394.551910 sec): 3 clusters Score: Raw -1470631.894690 + Penalty 933.892926 = -1469698.001765 nChanged 233 SP:Iteration 27Q (394.626856 sec): 3 clusters Score: Raw -1470663.415816 + Penalty 933.892926 = -1469729.522890 nChanged 234 SP:Iteration 28Q (394.701788 sec): 3 clusters Score: Raw -1470697.239521 + Penalty 933.892926 = -1469763.346596 nChanged 226 SP:Iteration 29Q (394.776434 sec): 3 clusters Score: Raw -1470729.899590 + Penalty 933.892926 = -1469796.006664 nChanged 260 SP:Iteration 30Q (394.844627 sec): 3 clusters Score: Raw -1470767.964559 + Penalty 933.892926 = -1469834.071633 nChanged 280 SP:Iteration 31Q (394.929418 sec): 3 clusters Score: Raw -1470811.581918 + Penalty 933.892926 = -1469877.688993 nChanged 271 SP:Iteration 32Q (394.996165 sec): 3 clusters Score: Raw -1470853.177697 + Penalty 933.892926 = -1469919.284771 nChanged 262 SP:Iteration 33Q (395.070692 sec): 3 clusters Score: Raw -1470892.443603 + Penalty 933.892926 = -1469958.550678 nChanged 276 SP:Iteration 34Q (395.146959 sec): 3 clusters Score: Raw -1470936.813735 + Penalty 933.892926 = -1470002.920809 nChanged 299 SP:Iteration 35Q (395.225337 sec): 3 clusters Score: Raw -1470987.841594 + Penalty 933.892926 = -1470053.948668 nChanged 330 SP:Iteration 36Q (395.293403 sec): 3 clusters Score: Raw -1471048.842422 + Penalty 933.892926 = -1470114.949496 nChanged 338 SP:Iteration 37Q (395.370977 sec): 3 clusters Score: Raw -1471115.876142 + Penalty 933.892926 = -1470181.983216 nChanged 359 SP:Iteration 38Q (395.443556 sec): 3 clusters Score: Raw -1471186.470390 + Penalty 933.892926 = -1470252.577465 nChanged 391 SP:Iteration 39Q (395.518645 sec): 3 clusters Score: Raw -1471266.220223 + Penalty 933.892926 = -1470332.327297 nChanged 419 SP:Iteration 40F (395.584706 sec): 3 clusters Score: Raw -1471358.471098 + Penalty 933.892926 = -1470424.578172 nChanged 451 SP:Iteration 41Q (395.656849 sec): 3 clusters Score: Raw -1471475.849194 + Penalty 933.892926 = -1470541.956268 nChanged 500 SP:Iteration 42Q (395.732061 sec): 3 clusters Score: Raw -1471617.175694 + Penalty 933.892926 = -1470683.282768 nChanged 532 SP:Iteration 43Q (395.805759 sec): 3 clusters Score: Raw -1471778.935849 + Penalty 933.892926 = -1470845.042923 nChanged 515 SP:Iteration 44Q (395.879126 sec): 3 clusters Score: Raw -1471954.310096 + Penalty 933.892926 = -1471020.417171 nChanged 586 SP:Iteration 45Q (395.948935 sec): 3 clusters Score: Raw -1472162.886123 + Penalty 933.892926 = -1471228.993198 nChanged 623 SP:Iteration 46Q (396.019029 sec): 3 clusters Score: Raw -1472395.329713 + Penalty 933.892926 = -1471461.436788 nChanged 654 SP:Iteration 47Q (396.088026 sec): 3 clusters Score: Raw -1472667.773705 + Penalty 933.892926 = -1471733.880779 nChanged 657 SP:Iteration 48Q (396.149877 sec): 3 clusters Score: Raw -1472981.254377 + Penalty 933.892926 = -1472047.361451 nChanged 650 SP:Iteration 49Q (396.224926 sec): 3 clusters Score: Raw -1473318.142036 + Penalty 933.892926 = -1472384.249111 nChanged 635 SP:Iteration 50Q (396.299280 sec): 3 clusters Score: Raw -1473662.658142 + Penalty 933.892926 = -1472728.765217 nChanged 556 SP:Iteration 51Q (396.378347 sec): 3 clusters Score: Raw -1473969.743518 + Penalty 933.892926 = -1473035.850593 nChanged 431 SP:Iteration 52Q (396.456767 sec): 3 clusters Score: Raw -1474205.296851 + Penalty 933.892926 = -1473271.403926 nChanged 323 SP:Iteration 53Q (396.514840 sec): 3 clusters Score: Raw -1474382.046393 + Penalty 933.892926 = -1473448.153468 nChanged 232 SP:Iteration 54Q (396.584848 sec): 3 clusters Score: Raw -1474501.628070 + Penalty 933.892926 = -1473567.735144 nChanged 163 SP:Iteration 55Q (396.662977 sec): 3 clusters Score: Raw -1474599.976460 + Penalty 933.892926 = -1473666.083535 nChanged 131 SP:Iteration 56Q (396.730235 sec): 3 clusters Score: Raw -1474689.968416 + Penalty 933.892926 = -1473756.075490 nChanged 73 SP:Iteration 57Q (396.789394 sec): 3 clusters Score: Raw -1474753.152957 + Penalty 933.892926 = -1473819.260032 nChanged 42 SP:Iteration 58Q (396.868193 sec): 3 clusters Score: Raw -1474794.345357 + Penalty 933.892926 = -1473860.452431 nChanged 43 SP:Iteration 59Q (396.944696 sec): 3 clusters Score: Raw -1474826.674214 + Penalty 933.892926 = -1473892.781288 nChanged 27 SP:Iteration 60F (397.020055 sec): 3 clusters Score: Raw -1474875.283141 + Penalty 933.892926 = -1473941.390215 nChanged 31 SP:Iteration 61Q (397.089133 sec): 3 clusters Score: Raw -1474924.424582 + Penalty 933.892926 = -1473990.531656 nChanged 47 SP:Iteration 62Q (397.160119 sec): 3 clusters Score: Raw -1474983.709880 + Penalty 933.892926 = -1474049.816954 nChanged 43 SP:Iteration 63Q (397.228405 sec): 3 clusters Score: Raw -1475102.082460 + Penalty 933.892926 = -1474168.189534 nChanged 63 SP:Iteration 64Q (397.297729 sec): 3 clusters Score: Raw -1475270.527779 + Penalty 933.892926 = -1474336.634854 nChanged 88 SP:Iteration 65Q (397.366232 sec): 3 clusters Score: Raw -1475383.970536 + Penalty 933.892926 = -1474450.077610 nChanged 106 SP:Iteration 66Q (397.436036 sec): 3 clusters Score: Raw -1475488.325907 + Penalty 933.892926 = -1474554.432982 nChanged 109 SP:Iteration 67Q (397.503841 sec): 3 clusters Score: Raw -1475569.935436 + Penalty 933.892926 = -1474636.042510 nChanged 99 SP:Iteration 68Q (397.569789 sec): 3 clusters Score: Raw -1475626.961574 + Penalty 933.892926 = -1474693.068649 nChanged 80 SP:Iteration 69Q (397.638268 sec): 3 clusters Score: Raw -1475663.818399 + Penalty 933.892926 = -1474729.925474 nChanged 80 SP:Iteration 70Q (397.702255 sec): 3 clusters Score: Raw -1475699.616925 + Penalty 933.892926 = -1474765.724000 nChanged 79 SP:Iteration 71Q (397.777290 sec): 3 clusters Score: Raw -1475728.757676 + Penalty 933.892926 = -1474794.864750 nChanged 48 SP:Iteration 72Q (397.844817 sec): 3 clusters Score: Raw -1475743.238902 + Penalty 933.892926 = -1474809.345976 nChanged 36 SP:Iteration 73Q (397.908375 sec): 3 clusters Score: Raw -1475752.229131 + Penalty 933.892926 = -1474818.336205 nChanged 27 SP:Iteration 74Q (397.978612 sec): 3 clusters Score: Raw -1475757.250629 + Penalty 933.892926 = -1474823.357703 nChanged 19 SP:Iteration 75Q (398.046460 sec): 3 clusters Score: Raw -1475759.155129 + Penalty 933.892926 = -1474825.262203 nChanged 13 SP:Iteration 76Q (398.113138 sec): 3 clusters Score: Raw -1475760.230683 + Penalty 933.892926 = -1474826.337758 nChanged 10 SP:Iteration 77Q (398.179729 sec): 3 clusters Score: Raw -1475761.383544 + Penalty 933.892926 = -1474827.490619 nChanged 7 SP:Iteration 78Q (398.241851 sec): 3 clusters Score: Raw -1475761.913153 + Penalty 933.892926 = -1474828.020227 nChanged 4 SP:Iteration 79Q (398.315716 sec): 3 clusters Score: Raw -1475762.135323 + Penalty 933.892926 = -1474828.242397 nChanged 2 SP:Iteration 80F (398.372385 sec): 3 clusters Score: Raw -1475882.000348 + Penalty 933.892926 = -1474948.107422 nChanged 148 SP:Iteration 81Q (398.444724 sec): 3 clusters Score: Raw -1476004.720405 + Penalty 933.892926 = -1475070.827480 nChanged 148 SP:Iteration 82Q (398.513563 sec): 3 clusters Score: Raw -1476116.023351 + Penalty 933.892926 = -1475182.130426 nChanged 166 SP:Iteration 83Q (398.568047 sec): 3 clusters Score: Raw -1476227.402160 + Penalty 933.892926 = -1475293.509235 nChanged 184 SP:Iteration 84Q (398.647364 sec): 3 clusters Score: Raw -1476337.695446 + Penalty 933.892926 = -1475403.802520 nChanged 173 SP:Iteration 85Q (398.702916 sec): 3 clusters Score: Raw -1476415.199286 + Penalty 933.892926 = -1475481.306360 nChanged 185 SP:Iteration 86Q (398.772931 sec): 3 clusters Score: Raw -1476486.141701 + Penalty 933.892926 = -1475552.248775 nChanged 163 SP:Iteration 87Q (398.853247 sec): 3 clusters Score: Raw -1476536.949535 + Penalty 933.892926 = -1475603.056609 nChanged 157 SP:Iteration 88Q (398.922952 sec): 3 clusters Score: Raw -1476584.219683 + Penalty 933.892926 = -1475650.326757 nChanged 133 SP:Iteration 89Q (398.990624 sec): 3 clusters Score: Raw -1476619.851129 + Penalty 933.892926 = -1475685.958203 nChanged 146 SP:Iteration 90Q (399.058085 sec): 3 clusters Score: Raw -1476660.152051 + Penalty 933.892926 = -1475726.259126 nChanged 126 SP:Iteration 91Q (399.125548 sec): 3 clusters Score: Raw -1476690.525786 + Penalty 933.892926 = -1475756.632861 nChanged 112 SP:Iteration 92Q (399.193937 sec): 3 clusters Score: Raw -1476709.758306 + Penalty 933.892926 = -1475775.865380 nChanged 76 SP:Iteration 93Q (399.262908 sec): 3 clusters Score: Raw -1476719.791153 + Penalty 933.892926 = -1475785.898228 nChanged 52 SP:Iteration 94Q (399.331088 sec): 3 clusters Score: Raw -1476724.725190 + Penalty 933.892926 = -1475790.832264 nChanged 46 SP:Iteration 95Q (399.391632 sec): 3 clusters Score: Raw -1476728.444449 + Penalty 933.892926 = -1475794.551523 nChanged 32 SP:Iteration 96Q (399.474235 sec): 3 clusters Score: Raw -1476732.266226 + Penalty 933.892926 = -1475798.373301 nChanged 25 SP:Iteration 97Q (399.542392 sec): 3 clusters Score: Raw -1476733.626682 + Penalty 933.892926 = -1475799.733756 nChanged 25 SP:Iteration 98Q (399.610492 sec): 3 clusters Score: Raw -1476735.893497 + Penalty 933.892926 = -1475802.000571 nChanged 17 SP:Iteration 99Q (399.682654 sec): 3 clusters Score: Raw -1476736.652379 + Penalty 933.892926 = -1475802.759453 nChanged 15 SP:Iteration 100F (399.754801 sec): 3 clusters Score: Raw -1476867.201313 + Penalty 933.892926 = -1475933.308387 nChanged 241 SP:Iteration 101Q (399.818135 sec): 3 clusters Score: Raw -1477047.731780 + Penalty 933.892926 = -1476113.838855 nChanged 291 SP:Iteration 102Q (399.891127 sec): 3 clusters Score: Raw -1477206.836715 + Penalty 933.892926 = -1476272.943789 nChanged 279 SP:Iteration 103Q (399.960895 sec): 3 clusters Score: Raw -1477325.944037 + Penalty 933.892926 = -1476392.051111 nChanged 210 SP:Iteration 104Q (400.033022 sec): 3 clusters Score: Raw -1477405.641531 + Penalty 933.892926 = -1476471.748606 nChanged 196 SP:Iteration 105Q (400.103712 sec): 3 clusters Score: Raw -1477473.572316 + Penalty 933.892926 = -1476539.679390 nChanged 191 SP:Iteration 106Q (400.172230 sec): 3 clusters Score: Raw -1477533.645367 + Penalty 933.892926 = -1476599.752442 nChanged 143 SP:Iteration 107Q (400.241906 sec): 3 clusters Score: Raw -1477568.164410 + Penalty 933.892926 = -1476634.271484 nChanged 124 SP:Iteration 108Q (400.312377 sec): 3 clusters Score: Raw -1477590.148896 + Penalty 933.892926 = -1476656.255970 nChanged 98 SP:Iteration 109Q (400.370268 sec): 3 clusters Score: Raw -1477605.865340 + Penalty 933.892926 = -1476671.972415 nChanged 95 SP:Iteration 110Q (400.448249 sec): 3 clusters Score: Raw -1477620.612536 + Penalty 933.892926 = -1476686.719610 nChanged 90 SP:Iteration 111Q (400.508512 sec): 3 clusters Score: Raw -1477632.897293 + Penalty 933.892926 = -1476699.004367 nChanged 82 SP:Iteration 112Q (400.581350 sec): 3 clusters Score: Raw -1477644.206116 + Penalty 933.892926 = -1476710.313191 nChanged 72 SP:Iteration 113Q (400.649036 sec): 3 clusters Score: Raw -1477654.181833 + Penalty 933.892926 = -1476720.288907 nChanged 85 SP:Iteration 114Q (400.720865 sec): 3 clusters Score: Raw -1477665.203289 + Penalty 933.892926 = -1476731.310363 nChanged 68 SP:Iteration 115Q (400.788549 sec): 3 clusters Score: Raw -1477672.403720 + Penalty 933.892926 = -1476738.510794 nChanged 55 SP:Iteration 116Q (400.854445 sec): 3 clusters Score: Raw -1477678.121313 + Penalty 933.892926 = -1476744.228387 nChanged 49 SP:Iteration 117Q (400.926561 sec): 3 clusters Score: Raw -1477681.774343 + Penalty 933.892926 = -1476747.881417 nChanged 40 SP:Iteration 118Q (400.997178 sec): 3 clusters Score: Raw -1477685.326830 + Penalty 933.892926 = -1476751.433904 nChanged 42 SP:Iteration 119Q (401.065464 sec): 3 clusters Score: Raw -1477688.973857 + Penalty 933.892926 = -1476755.080931 nChanged 42 SP:Iteration 120F (401.138644 sec): 3 clusters Score: Raw -1477726.212239 + Penalty 933.892926 = -1476792.319314 nChanged 67 SP:Iteration 121Q (401.208020 sec): 3 clusters Score: Raw -1477739.313903 + Penalty 933.892926 = -1476805.420977 nChanged 76 SP:Iteration 122Q (401.258712 sec): 3 clusters Score: Raw -1477750.755177 + Penalty 933.892926 = -1476816.862252 nChanged 77 SP:Iteration 123Q (401.332103 sec): 3 clusters Score: Raw -1477761.771440 + Penalty 933.892926 = -1476827.878514 nChanged 67 SP:Iteration 124Q (401.395065 sec): 3 clusters Score: Raw -1477769.678376 + Penalty 933.892926 = -1476835.785450 nChanged 63 SP:Iteration 125Q (401.474037 sec): 3 clusters Score: Raw -1477779.009719 + Penalty 933.892926 = -1476845.116793 nChanged 64 SP:Iteration 126Q (401.543395 sec): 3 clusters Score: Raw -1477787.505472 + Penalty 933.892926 = -1476853.612547 nChanged 73 SP:Iteration 127Q (401.611401 sec): 3 clusters Score: Raw -1477795.291382 + Penalty 933.892926 = -1476861.398456 nChanged 50 SP:Iteration 128Q (401.684914 sec): 3 clusters Score: Raw -1477800.288259 + Penalty 933.892926 = -1476866.395333 nChanged 55 SP:Iteration 129Q (401.754576 sec): 3 clusters Score: Raw -1477806.237596 + Penalty 933.892926 = -1476872.344671 nChanged 59 SP:Iteration 130Q (401.821893 sec): 3 clusters Score: Raw -1477813.196136 + Penalty 933.892926 = -1476879.303210 nChanged 66 SP:Iteration 131Q (401.887048 sec): 3 clusters Score: Raw -1477822.509945 + Penalty 933.892926 = -1476888.617019 nChanged 65 SP:Iteration 132Q (401.956222 sec): 3 clusters Score: Raw -1477831.562332 + Penalty 933.892926 = -1476897.669407 nChanged 72 SP:Iteration 133Q (402.027042 sec): 3 clusters Score: Raw -1477841.948031 + Penalty 933.892926 = -1476908.055105 nChanged 63 SP:Iteration 134Q (402.095436 sec): 3 clusters Score: Raw -1477850.867177 + Penalty 933.892926 = -1476916.974251 nChanged 61 SP:Iteration 135Q (402.152135 sec): 3 clusters Score: Raw -1477859.478803 + Penalty 933.892926 = -1476925.585877 nChanged 56 SP:Iteration 136Q (402.235404 sec): 3 clusters Score: Raw -1477866.824616 + Penalty 933.892926 = -1476932.931691 nChanged 69 SP:Iteration 137Q (402.303034 sec): 3 clusters Score: Raw -1477875.593847 + Penalty 933.892926 = -1476941.700921 nChanged 57 SP:Iteration 138Q (402.364163 sec): 3 clusters Score: Raw -1477882.504874 + Penalty 933.892926 = -1476948.611948 nChanged 56 SP:Iteration 139Q (402.432129 sec): 3 clusters Score: Raw -1477889.016623 + Penalty 933.892926 = -1476955.123698 nChanged 69 SP:Iteration 140F (402.515883 sec): 3 clusters Score: Raw -1477902.401538 + Penalty 933.892926 = -1476968.508612 nChanged 102 SP:Iteration 141Q (402.584401 sec): 3 clusters Score: Raw -1477928.031972 + Penalty 933.892926 = -1476994.139046 nChanged 129 SP:Iteration 142Q (402.656767 sec): 3 clusters Score: Raw -1477962.365698 + Penalty 933.892926 = -1477028.472773 nChanged 145 SP:Iteration 143Q (402.726681 sec): 3 clusters Score: Raw -1478019.220934 + Penalty 933.892926 = -1477085.328008 nChanged 219 SP:Iteration 144Q (402.798140 sec): 3 clusters Score: Raw -1478135.602609 + Penalty 933.892926 = -1477201.709684 nChanged 293 SP:Iteration 145Q (402.855765 sec): 3 clusters Score: Raw -1478387.275282 + Penalty 933.892926 = -1477453.382357 nChanged 521 SP:Iteration 146Q (402.923985 sec): 3 clusters Score: Raw -1479159.064419 + Penalty 933.892926 = -1478225.171494 nChanged 865 SP:Iteration 147Q (402.986587 sec): 3 clusters Score: Raw -1481105.410097 + Penalty 933.892926 = -1480171.517172 nChanged 786 SP:Iteration 148Q (403.056972 sec): 3 clusters Score: Raw -1482804.365347 + Penalty 933.892926 = -1481870.472421 nChanged 195 SP:Iteration 149Q (403.139174 sec): 3 clusters Score: Raw -1483260.350939 + Penalty 933.892926 = -1482326.458013 nChanged 72 SP:Iteration 150Q (403.206285 sec): 3 clusters Score: Raw -1483390.068470 + Penalty 933.892926 = -1482456.175545 nChanged 28 SP:Iteration 151Q (403.264362 sec): 3 clusters Score: Raw -1483427.261007 + Penalty 933.892926 = -1482493.368081 nChanged 11 SP:Iteration 152Q (403.336769 sec): 3 clusters Score: Raw -1483456.551581 + Penalty 933.892926 = -1482522.658655 nChanged 5 SP:Iteration 153Q (403.412649 sec): 3 clusters Score: Raw -1483471.151992 + Penalty 933.892926 = -1482537.259066 nChanged 2 SP:Iteration 154Q (403.482982 sec): 3 clusters Score: Raw -1483485.616718 + Penalty 933.892926 = -1482551.723792 nChanged 3 SP:Iteration 155Q (403.551233 sec): 3 clusters Score: Raw -1483485.801783 + Penalty 933.892926 = -1482551.908858 nChanged 1 SP:Iteration 156Q (403.621926 sec): 3 clusters Score: Raw -1483485.815404 + Penalty 933.892926 = -1482551.922478 nChanged 0 SP:Iteration 157F (403.694092 sec): 3 clusters Score: Raw -1484743.081764 + Penalty 933.892926 = -1483809.188839 nChanged 244 SP:Iteration 158Q (403.753653 sec): 3 clusters Score: Raw -1486973.266394 + Penalty 933.892926 = -1486039.373469 nChanged 41 SP:Iteration 159Q (403.825593 sec): 3 clusters Score: Raw -1487077.586719 + Penalty 933.892926 = -1486143.693794 nChanged 3 SP:Iteration 160F (403.885631 sec): 3 clusters Score: Raw -1487077.672619 + Penalty 933.892926 = -1486143.779694 nChanged 0 Score: Raw -7335171.049451 + Penalty 7012.268115 = -7328158.781336 Splitting cluster 17 changes total score from -7315455.058813 to -7328158.781336 So it's getting split into cluster 6. Iteration 20F (405.570720 sec): 14 clusters Score: Raw -7337824.206378 + Penalty 7012.268115 = -7330811.938263 nChanged 3744 Iteration 21Q (406.153405 sec): 14 clusters Score: Raw -7340252.168891 + Penalty 7012.268115 = -7333239.900776 nChanged 2520 Iteration 22Q (406.742914 sec): 14 clusters Score: Raw -7341499.417584 + Penalty 7012.268115 = -7334487.149469 nChanged 2180 Iteration 23Q (407.328842 sec): 14 clusters Score: Raw -7342579.445837 + Penalty 7012.268115 = -7335567.177722 nChanged 1902 Iteration 24Q (407.920746 sec): 14 clusters Score: Raw -7343487.496438 + Penalty 7012.268115 = -7336475.228323 nChanged 1773 Iteration 25Q (408.474678 sec): 14 clusters Score: Raw -7344141.563701 + Penalty 7012.268115 = -7337129.295587 nChanged 1546 Iteration 26Q (409.054052 sec): 14 clusters Score: Raw -7344684.425178 + Penalty 7012.268115 = -7337672.157064 nChanged 1409 Iteration 27Q (409.608185 sec): 14 clusters Score: Raw -7345162.951632 + Penalty 7012.268115 = -7338150.683517 nChanged 1277 Iteration 28Q (410.228322 sec): 14 clusters Score: Raw -7345558.352814 + Penalty 7012.268115 = -7338546.084700 nChanged 1113 Iteration 29Q (410.792172 sec): 14 clusters Score: Raw -7345843.841793 + Penalty 7012.268115 = -7338831.573678 nChanged 962 Iteration 30Q (411.356949 sec): 14 clusters Score: Raw -7346074.285621 + Penalty 7012.268115 = -7339062.017506 nChanged 849 Iteration 31Q (411.950010 sec): 14 clusters Score: Raw -7346243.097963 + Penalty 7012.268115 = -7339230.829848 nChanged 673 Iteration 32Q (412.526708 sec): 14 clusters Score: Raw -7346348.176391 + Penalty 7012.268115 = -7339335.908276 nChanged 588 Iteration 33Q (413.121900 sec): 14 clusters Score: Raw -7346450.201639 + Penalty 7012.268115 = -7339437.933524 nChanged 554 Iteration 34Q (413.680385 sec): 14 clusters Score: Raw -7346541.873745 + Penalty 7012.268115 = -7339529.605631 nChanged 448 Iteration 35Q (414.245424 sec): 14 clusters Score: Raw -7346606.836829 + Penalty 7012.268115 = -7339594.568715 nChanged 394 Iteration 36Q (414.812088 sec): 14 clusters Score: Raw -7346670.299574 + Penalty 7012.268115 = -7339658.031460 nChanged 388 Iteration 37Q (415.355701 sec): 14 clusters Score: Raw -7346731.119243 + Penalty 7012.268115 = -7339718.851129 nChanged 343 Iteration 38Q (415.921950 sec): 14 clusters Score: Raw -7346773.044653 + Penalty 7012.268115 = -7339760.776538 nChanged 281 Iteration 39Q (416.475695 sec): 14 clusters Score: Raw -7346807.209155 + Penalty 7012.268115 = -7339794.941041 nChanged 281 Iteration 40F (417.325198 sec): 14 clusters Score: Raw -7347069.096699 + Penalty 7012.268115 = -7340056.828584 nChanged 535 Iteration 41Q (417.908572 sec): 14 clusters Score: Raw -7347254.840415 + Penalty 7012.268115 = -7340242.572300 nChanged 515 Iteration 42Q (418.526578 sec): 14 clusters Score: Raw -7347373.472372 + Penalty 7012.268115 = -7340361.204258 nChanged 489 Iteration 43Q (419.086736 sec): 14 clusters Score: Raw -7347459.418133 + Penalty 7012.268115 = -7340447.150018 nChanged 446 Iteration 44Q (419.664499 sec): 14 clusters Score: Raw -7347534.743786 + Penalty 7012.268115 = -7340522.475671 nChanged 467 Iteration 45Q (420.230736 sec): 14 clusters Score: Raw -7347620.038262 + Penalty 7012.268115 = -7340607.770147 nChanged 467 Iteration 46Q (420.795552 sec): 14 clusters Score: Raw -7347696.668179 + Penalty 7012.268115 = -7340684.400064 nChanged 490 Iteration 47Q (421.408328 sec): 14 clusters Score: Raw -7347783.656582 + Penalty 7012.268115 = -7340771.388467 nChanged 474 Iteration 48Q (422.005223 sec): 14 clusters Score: Raw -7347865.857245 + Penalty 7012.268115 = -7340853.589131 nChanged 482 Iteration 49Q (422.569332 sec): 14 clusters Score: Raw -7347945.950956 + Penalty 7012.268115 = -7340933.682841 nChanged 454 Iteration 50Q (423.159548 sec): 14 clusters Score: Raw -7348028.622021 + Penalty 7012.268115 = -7341016.353906 nChanged 466 Iteration 51Q (423.792286 sec): 14 clusters Score: Raw -7348115.347146 + Penalty 7012.268115 = -7341103.079032 nChanged 487 Iteration 52Q (424.373820 sec): 14 clusters Score: Raw -7348212.417411 + Penalty 7012.268115 = -7341200.149297 nChanged 511 Iteration 53Q (424.935315 sec): 14 clusters Score: Raw -7348309.084441 + Penalty 7012.268115 = -7341296.816327 nChanged 507 Iteration 54Q (425.501527 sec): 14 clusters Score: Raw -7348400.728230 + Penalty 7012.268115 = -7341388.460115 nChanged 518 Iteration 55Q (426.092138 sec): 14 clusters Score: Raw -7348502.206894 + Penalty 7012.268115 = -7341489.938779 nChanged 538 Iteration 56Q (426.650599 sec): 14 clusters Score: Raw -7348614.290791 + Penalty 7012.268115 = -7341602.022677 nChanged 598 Iteration 57Q (427.213517 sec): 14 clusters Score: Raw -7348748.939777 + Penalty 7012.268115 = -7341736.671662 nChanged 636 Iteration 58Q (427.773642 sec): 14 clusters Score: Raw -7348881.210829 + Penalty 7012.268115 = -7341868.942714 nChanged 653 Writing temp clu file Because OldScore, -7341736.671662, is greater than current (better) Score,-7341868.942714 Compute initial score before splitting: Score: Raw -7348881.210829 + Penalty 7012.268115 = -7341868.942714 Trying to split cluster 1 (2563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.840394 sec): 2 clusters Score: Raw -119615.918211 + Penalty 357.126485 = -119258.791727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.880315 sec): 3 clusters Score: Raw -118163.388487 + Penalty 714.252969 = -117449.135518 nChanged 1129 SP:Iteration 1F (427.936012 sec): 3 clusters Score: Raw -118812.303797 + Penalty 714.252969 = -118098.050828 nChanged 205 SP:Iteration 2F (427.981566 sec): 3 clusters Score: Raw -118962.923055 + Penalty 714.252969 = -118248.670086 nChanged 200 SP:Iteration 3F (428.034259 sec): 3 clusters Score: Raw -119135.816322 + Penalty 714.252969 = -118421.563353 nChanged 198 SP:Iteration 4F (428.091203 sec): 3 clusters Score: Raw -119349.284437 + Penalty 714.252969 = -118635.031468 nChanged 173 SP:Iteration 5F (428.135584 sec): 3 clusters Score: Raw -119509.035880 + Penalty 714.252969 = -118794.782911 nChanged 128 SP:Iteration 6Q (428.190568 sec): 3 clusters Score: Raw -119606.221053 + Penalty 714.252969 = -118891.968084 nChanged 96 SP:Iteration 7Q (428.236788 sec): 3 clusters Score: Raw -119691.797533 + Penalty 714.252969 = -118977.544564 nChanged 86 SP:Iteration 8Q (428.276092 sec): 3 clusters Score: Raw -119804.201655 + Penalty 714.252969 = -119089.948686 nChanged 67 SP:Iteration 9Q (428.327894 sec): 3 clusters Score: Raw -119928.231338 + Penalty 714.252969 = -119213.978369 nChanged 60 SP:Iteration 10Q (428.372518 sec): 3 clusters Score: Raw -120086.719622 + Penalty 714.252969 = -119372.466653 nChanged 61 SP:Iteration 11Q (428.420441 sec): 3 clusters Score: Raw -120128.087387 + Penalty 714.252969 = -119413.834418 nChanged 38 SP:Iteration 12Q (428.458298 sec): 3 clusters Score: Raw -120153.997516 + Penalty 714.252969 = -119439.744547 nChanged 33 SP:Iteration 13Q (428.501471 sec): 3 clusters Score: Raw -120167.895400 + Penalty 714.252969 = -119453.642431 nChanged 22 SP:Iteration 14Q (428.544921 sec): 3 clusters Score: Raw -120176.214722 + Penalty 714.252969 = -119461.961752 nChanged 20 SP:Iteration 15Q (428.588439 sec): 3 clusters Score: Raw -120182.637684 + Penalty 714.252969 = -119468.384715 nChanged 17 SP:Iteration 16Q (428.639823 sec): 3 clusters Score: Raw -120188.289261 + Penalty 714.252969 = -119474.036291 nChanged 15 SP:Iteration 17Q (428.674010 sec): 3 clusters Score: Raw -120194.386022 + Penalty 714.252969 = -119480.133053 nChanged 15 SP:Iteration 18Q (428.726443 sec): 3 clusters Score: Raw -120200.891989 + Penalty 714.252969 = -119486.639020 nChanged 21 SP:Iteration 19Q (428.770892 sec): 3 clusters Score: Raw -120207.747333 + Penalty 714.252969 = -119493.494364 nChanged 22 SP:Iteration 20F (428.813869 sec): 3 clusters Score: Raw -120222.859201 + Penalty 714.252969 = -119508.606232 nChanged 29 SP:Iteration 21Q (428.855246 sec): 3 clusters Score: Raw -120233.178586 + Penalty 714.252969 = -119518.925617 nChanged 19 SP:Iteration 22Q (428.900059 sec): 3 clusters Score: Raw -120240.877511 + Penalty 714.252969 = -119526.624542 nChanged 21 SP:Iteration 23Q (428.954475 sec): 3 clusters Score: Raw -120251.821884 + Penalty 714.252969 = -119537.568915 nChanged 18 SP:Iteration 24Q (429.006422 sec): 3 clusters Score: Raw -120258.555129 + Penalty 714.252969 = -119544.302160 nChanged 15 SP:Iteration 25Q (429.053540 sec): 3 clusters Score: Raw -120262.456931 + Penalty 714.252969 = -119548.203962 nChanged 13 SP:Iteration 26Q (429.099113 sec): 3 clusters Score: Raw -120267.317025 + Penalty 714.252969 = -119553.064056 nChanged 23 SP:Iteration 27Q (429.147097 sec): 3 clusters Score: Raw -120278.586390 + Penalty 714.252969 = -119564.333420 nChanged 22 SP:Iteration 28Q (429.201574 sec): 3 clusters Score: Raw -120287.598387 + Penalty 714.252969 = -119573.345418 nChanged 18 SP:Iteration 29Q (429.254282 sec): 3 clusters Score: Raw -120293.212196 + Penalty 714.252969 = -119578.959227 nChanged 12 SP:Iteration 30Q (429.302490 sec): 3 clusters Score: Raw -120295.717080 + Penalty 714.252969 = -119581.464111 nChanged 12 SP:Iteration 31Q (429.359003 sec): 3 clusters Score: Raw -120298.526669 + Penalty 714.252969 = -119584.273700 nChanged 11 SP:Iteration 32Q (429.406685 sec): 3 clusters Score: Raw -120301.762701 + Penalty 714.252969 = -119587.509732 nChanged 18 SP:Iteration 33Q (429.461928 sec): 3 clusters Score: Raw -120305.907504 + Penalty 714.252969 = -119591.654535 nChanged 15 SP:Iteration 34Q (429.508367 sec): 3 clusters Score: Raw -120310.101272 + Penalty 714.252969 = -119595.848303 nChanged 14 SP:Iteration 35Q (429.558724 sec): 3 clusters Score: Raw -120313.065053 + Penalty 714.252969 = -119598.812084 nChanged 16 SP:Iteration 36Q (429.603660 sec): 3 clusters Score: Raw -120317.135615 + Penalty 714.252969 = -119602.882646 nChanged 19 SP:Iteration 37Q (429.661100 sec): 3 clusters Score: Raw -120323.606422 + Penalty 714.252969 = -119609.353453 nChanged 20 SP:Iteration 38Q (429.716114 sec): 3 clusters Score: Raw -120329.391611 + Penalty 714.252969 = -119615.138642 nChanged 27 SP:Iteration 39Q (429.763861 sec): 3 clusters Score: Raw -120338.403935 + Penalty 714.252969 = -119624.150966 nChanged 31 SP:Iteration 40F (429.798249 sec): 3 clusters Score: Raw -120349.109476 + Penalty 714.252969 = -119634.856507 nChanged 29 SP:Iteration 41Q (429.850383 sec): 3 clusters Score: Raw -120363.216551 + Penalty 714.252969 = -119648.963582 nChanged 36 SP:Iteration 42Q (429.887696 sec): 3 clusters Score: Raw -120383.619483 + Penalty 714.252969 = -119669.366514 nChanged 51 SP:Iteration 43Q (429.938246 sec): 3 clusters Score: Raw -120414.811841 + Penalty 714.252969 = -119700.558872 nChanged 50 SP:Iteration 44Q (429.979919 sec): 3 clusters Score: Raw -120442.651824 + Penalty 714.252969 = -119728.398854 nChanged 62 SP:Iteration 45Q (430.019285 sec): 3 clusters Score: Raw -120486.657245 + Penalty 714.252969 = -119772.404276 nChanged 67 SP:Iteration 46Q (430.071550 sec): 3 clusters Score: Raw -120557.990276 + Penalty 714.252969 = -119843.737307 nChanged 75 SP:Iteration 47Q (430.116556 sec): 3 clusters Score: Raw -120654.306962 + Penalty 714.252969 = -119940.053993 nChanged 58 SP:Iteration 48Q (430.164338 sec): 3 clusters Score: Raw -120766.616293 + Penalty 714.252969 = -120052.363324 nChanged 51 SP:Iteration 49Q (430.207381 sec): 3 clusters Score: Raw -120919.115370 + Penalty 714.252969 = -120204.862401 nChanged 40 SP:Iteration 50Q (430.251303 sec): 3 clusters Score: Raw -121100.009637 + Penalty 714.252969 = -120385.756667 nChanged 16 SP:Iteration 51Q (430.291376 sec): 3 clusters Score: Raw -121160.275755 + Penalty 714.252969 = -120446.022786 nChanged 8 SP:Iteration 52Q (430.343208 sec): 3 clusters Score: Raw -121167.128102 + Penalty 714.252969 = -120452.875133 nChanged 6 SP:Iteration 53Q (430.382870 sec): 3 clusters Score: Raw -121176.181691 + Penalty 714.252969 = -120461.928721 nChanged 7 SP:Iteration 54Q (430.432602 sec): 3 clusters Score: Raw -121184.762133 + Penalty 714.252969 = -120470.509164 nChanged 6 SP:Iteration 55Q (430.473394 sec): 3 clusters Score: Raw -121192.401511 + Penalty 714.252969 = -120478.148542 nChanged 8 SP:Iteration 56Q (430.513091 sec): 3 clusters Score: Raw -121203.130684 + Penalty 714.252969 = -120488.877715 nChanged 4 SP:Iteration 57Q (430.560776 sec): 3 clusters Score: Raw -121205.815432 + Penalty 714.252969 = -120491.562463 nChanged 1 SP:Iteration 58Q (430.603709 sec): 3 clusters Score: Raw -121206.220401 + Penalty 714.252969 = -120491.967432 nChanged 1 SP:Iteration 59Q (430.649652 sec): 3 clusters Score: Raw -121206.539066 + Penalty 714.252969 = -120492.286097 nChanged 0 SP:Iteration 60F (430.696360 sec): 3 clusters Score: Raw -121206.539066 + Penalty 714.252969 = -120492.286097 nChanged 0 Score: Raw -7350544.013815 + Penalty 7551.673354 = -7342992.340460 Splitting cluster 1 changes total score from -7341868.942714 to -7342992.340460 So it's getting split into cluster 7. Trying to split cluster 2 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.651762 sec): 2 clusters Score: Raw -4518.886687 + Penalty 213.871857 = -4305.014830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.704400 sec): 3 clusters Score: Raw -4518.433018 + Penalty 427.743713 = -4090.689304 nChanged 24 SP:Iteration 1F (431.754633 sec): 3 clusters Score: Raw -4547.860507 + Penalty 427.743713 = -4120.116794 nChanged 8 SP:Iteration 2F (431.805102 sec): 3 clusters Score: Raw -4562.741012 + Penalty 427.743713 = -4134.997299 nChanged 5 SP:Iteration 3Q (431.842908 sec): 3 clusters Score: Raw -4576.834479 + Penalty 427.743713 = -4149.090766 nChanged 2 SP:Iteration 4Q (431.896162 sec): 3 clusters Score: Raw -4582.250332 + Penalty 427.743713 = -4154.506619 nChanged 0 SP:Iteration 5F (431.945655 sec): 3 clusters Score: Raw -4582.250332 + Penalty 427.743713 = -4154.506619 nChanged 0 Trying to split cluster 3 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.971305 sec): 2 clusters Score: Raw -18533.287018 + Penalty 272.154347 = -18261.132672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.023822 sec): 3 clusters Score: Raw -18388.309272 + Penalty 544.308693 = -17844.000579 nChanged 129 SP:Iteration 1F (432.069036 sec): 3 clusters Score: Raw -18522.449351 + Penalty 544.308693 = -17978.140657 nChanged 36 SP:Iteration 2F (432.104630 sec): 3 clusters Score: Raw -18579.732214 + Penalty 544.308693 = -18035.423521 nChanged 23 SP:Iteration 3F (432.147051 sec): 3 clusters Score: Raw -18601.693434 + Penalty 544.308693 = -18057.384741 nChanged 13 SP:Iteration 4Q (432.190951 sec): 3 clusters Score: Raw -18612.178718 + Penalty 544.308693 = -18067.870025 nChanged 9 SP:Iteration 5Q (432.235388 sec): 3 clusters Score: Raw -18617.724753 + Penalty 544.308693 = -18073.416060 nChanged 7 SP:Iteration 6Q (432.279932 sec): 3 clusters Score: Raw -18623.374172 + Penalty 544.308693 = -18079.065478 nChanged 3 SP:Iteration 7Q (432.320940 sec): 3 clusters Score: Raw -18626.621849 + Penalty 544.308693 = -18082.313156 nChanged 4 SP:Iteration 8Q (432.352880 sec): 3 clusters Score: Raw -18630.395028 + Penalty 544.308693 = -18086.086335 nChanged 2 SP:Iteration 9Q (432.403414 sec): 3 clusters Score: Raw -18632.738649 + Penalty 544.308693 = -18088.429956 nChanged 0 SP:Iteration 10F (432.444471 sec): 3 clusters Score: Raw -18632.738649 + Penalty 544.308693 = -18088.429956 nChanged 0 Trying to split cluster 4 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.463203 sec): 2 clusters Score: Raw -38117.973229 + Penalty 294.209585 = -37823.763644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.496680 sec): 3 clusters Score: Raw -37815.977667 + Penalty 588.419170 = -37227.558497 nChanged 238 SP:Iteration 1F (432.540820 sec): 3 clusters Score: Raw -37986.962393 + Penalty 588.419170 = -37398.543223 nChanged 65 SP:Iteration 2F (432.586456 sec): 3 clusters Score: Raw -38051.158309 + Penalty 588.419170 = -37462.739139 nChanged 37 SP:Iteration 3F (432.636148 sec): 3 clusters Score: Raw -38082.884641 + Penalty 588.419170 = -37494.465471 nChanged 19 SP:Iteration 4Q (432.677197 sec): 3 clusters Score: Raw -38105.190004 + Penalty 588.419170 = -37516.770834 nChanged 21 SP:Iteration 5Q (432.726283 sec): 3 clusters Score: Raw -38128.082655 + Penalty 588.419170 = -37539.663485 nChanged 14 SP:Iteration 6Q (432.776527 sec): 3 clusters Score: Raw -38148.218460 + Penalty 588.419170 = -37559.799290 nChanged 8 SP:Iteration 7Q (432.824277 sec): 3 clusters Score: Raw -38154.039982 + Penalty 588.419170 = -37565.620812 nChanged 7 SP:Iteration 8Q (432.859986 sec): 3 clusters Score: Raw -38158.352491 + Penalty 588.419170 = -37569.933321 nChanged 7 SP:Iteration 9Q (432.906209 sec): 3 clusters Score: Raw -38165.139771 + Penalty 588.419170 = -37576.720602 nChanged 6 SP:Iteration 10Q (432.954112 sec): 3 clusters Score: Raw -38173.134056 + Penalty 588.419170 = -37584.714886 nChanged 3 SP:Iteration 11Q (433.006660 sec): 3 clusters Score: Raw -38176.274073 + Penalty 588.419170 = -37587.854903 nChanged 2 SP:Iteration 12Q (433.054502 sec): 3 clusters Score: Raw -38177.782167 + Penalty 588.419170 = -37589.362998 nChanged 1 SP:Iteration 13Q (433.093841 sec): 3 clusters Score: Raw -38178.263127 + Penalty 588.419170 = -37589.843957 nChanged 0 SP:Iteration 14F (433.143120 sec): 3 clusters Score: Raw -38178.263127 + Penalty 588.419170 = -37589.843957 nChanged 0 Trying to split cluster 5 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.175862 sec): 2 clusters Score: Raw -24995.119540 + Penalty 275.155434 = -24719.964106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.207084 sec): 3 clusters Score: Raw -24828.341666 + Penalty 550.310868 = -24278.030798 nChanged 130 SP:Iteration 1F (433.257206 sec): 3 clusters Score: Raw -24929.055696 + Penalty 550.310868 = -24378.744827 nChanged 34 SP:Iteration 2F (433.298758 sec): 3 clusters Score: Raw -24956.586100 + Penalty 550.310868 = -24406.275232 nChanged 18 SP:Iteration 3Q (433.344982 sec): 3 clusters Score: Raw -24970.873028 + Penalty 550.310868 = -24420.562160 nChanged 12 SP:Iteration 4Q (433.375335 sec): 3 clusters Score: Raw -24980.664053 + Penalty 550.310868 = -24430.353185 nChanged 8 SP:Iteration 5Q (433.419888 sec): 3 clusters Score: Raw -24988.899033 + Penalty 550.310868 = -24438.588165 nChanged 10 SP:Iteration 6Q (433.461514 sec): 3 clusters Score: Raw -24997.812840 + Penalty 550.310868 = -24447.501972 nChanged 7 SP:Iteration 7Q (433.509403 sec): 3 clusters Score: Raw -25003.302202 + Penalty 550.310868 = -24452.991334 nChanged 6 SP:Iteration 8Q (433.548125 sec): 3 clusters Score: Raw -25012.103159 + Penalty 550.310868 = -24461.792290 nChanged 10 SP:Iteration 9Q (433.583045 sec): 3 clusters Score: Raw -25022.739425 + Penalty 550.310868 = -24472.428556 nChanged 7 SP:Iteration 10Q (433.632511 sec): 3 clusters Score: Raw -25026.542983 + Penalty 550.310868 = -24476.232114 nChanged 2 SP:Iteration 11Q (433.664555 sec): 3 clusters Score: Raw -25027.783698 + Penalty 550.310868 = -24477.472829 nChanged 1 SP:Iteration 12Q (433.705569 sec): 3 clusters Score: Raw -25028.277183 + Penalty 550.310868 = -24477.966315 nChanged 0 SP:Iteration 13F (433.748133 sec): 3 clusters Score: Raw -25028.277183 + Penalty 550.310868 = -24477.966315 nChanged 0 Trying to split cluster 6 (10627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.780900 sec): 2 clusters Score: Raw -563006.098782 + Penalty 421.837471 = -562584.261310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.842841 sec): 3 clusters Score: Raw -556332.935086 + Penalty 843.674942 = -555489.260144 nChanged 4972 SP:Iteration 1F (433.888275 sec): 3 clusters Score: Raw -559523.916362 + Penalty 843.674942 = -558680.241419 nChanged 768 SP:Iteration 2F (433.942395 sec): 3 clusters Score: Raw -560256.976339 + Penalty 843.674942 = -559413.301397 nChanged 867 SP:Iteration 3F (433.993963 sec): 3 clusters Score: Raw -561379.234008 + Penalty 843.674942 = -560535.559066 nChanged 951 SP:Iteration 4F (434.046641 sec): 3 clusters Score: Raw -562904.430902 + Penalty 843.674942 = -562060.755959 nChanged 872 SP:Iteration 5F (434.108978 sec): 3 clusters Score: Raw -564037.709931 + Penalty 843.674942 = -563194.034988 nChanged 588 SP:Iteration 6F (434.154682 sec): 3 clusters Score: Raw -564502.159952 + Penalty 843.674942 = -563658.485010 nChanged 321 SP:Iteration 7Q (434.211952 sec): 3 clusters Score: Raw -564683.894597 + Penalty 843.674942 = -563840.219655 nChanged 194 SP:Iteration 8Q (434.276724 sec): 3 clusters Score: Raw -564757.701154 + Penalty 843.674942 = -563914.026211 nChanged 123 SP:Iteration 9Q (434.325913 sec): 3 clusters Score: Raw -564784.379836 + Penalty 843.674942 = -563940.704894 nChanged 61 SP:Iteration 10Q (434.392544 sec): 3 clusters Score: Raw -564793.457861 + Penalty 843.674942 = -563949.782919 nChanged 42 SP:Iteration 11Q (434.451299 sec): 3 clusters Score: Raw -564798.073375 + Penalty 843.674942 = -563954.398433 nChanged 29 SP:Iteration 12Q (434.508188 sec): 3 clusters Score: Raw -564800.221355 + Penalty 843.674942 = -563956.546413 nChanged 21 SP:Iteration 13Q (434.565723 sec): 3 clusters Score: Raw -564801.911028 + Penalty 843.674942 = -563958.236086 nChanged 11 SP:Iteration 14Q (434.620965 sec): 3 clusters Score: Raw -564802.736294 + Penalty 843.674942 = -563959.061352 nChanged 9 SP:Iteration 15Q (434.675670 sec): 3 clusters Score: Raw -564803.158954 + Penalty 843.674942 = -563959.484011 nChanged 9 SP:Iteration 16Q (434.731493 sec): 3 clusters Score: Raw -564803.584266 + Penalty 843.674942 = -563959.909324 nChanged 9 SP:Iteration 17Q (434.788867 sec): 3 clusters Score: Raw -564803.916050 + Penalty 843.674942 = -563960.241108 nChanged 9 SP:Iteration 18Q (434.836069 sec): 3 clusters Score: Raw -564804.279941 + Penalty 843.674942 = -563960.604999 nChanged 3 SP:Iteration 19Q (434.892889 sec): 3 clusters Score: Raw -564804.392747 + Penalty 843.674942 = -563960.717805 nChanged 3 SP:Iteration 20F (434.942295 sec): 3 clusters Score: Raw -564804.679133 + Penalty 843.674942 = -563961.004191 nChanged 3 SP:Iteration 21Q (435.004362 sec): 3 clusters Score: Raw -564804.781490 + Penalty 843.674942 = -563961.106548 nChanged 0 SP:Iteration 22F (435.055296 sec): 3 clusters Score: Raw -564804.781490 + Penalty 843.674942 = -563961.106548 nChanged 0 Score: Raw -7352342.696523 + Penalty 8091.078594 = -7344251.617929 Splitting cluster 6 changes total score from -7341868.942714 to -7344251.617929 So it's getting split into cluster 8. Trying to split cluster 9 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.035921 sec): 2 clusters Score: Raw -10146.932994 + Penalty 247.234351 = -9899.698643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.088008 sec): 3 clusters Score: Raw -10125.694571 + Penalty 494.468702 = -9631.225868 nChanged 66 SP:Iteration 1F (436.139264 sec): 3 clusters Score: Raw -10213.158867 + Penalty 494.468702 = -9718.690165 nChanged 17 SP:Iteration 2F (436.187857 sec): 3 clusters Score: Raw -10241.304648 + Penalty 494.468702 = -9746.835946 nChanged 13 SP:Iteration 3F (436.236426 sec): 3 clusters Score: Raw -10267.816493 + Penalty 494.468702 = -9773.347791 nChanged 5 SP:Iteration 4Q (436.271120 sec): 3 clusters Score: Raw -10274.448180 + Penalty 494.468702 = -9779.979478 nChanged 3 SP:Iteration 5Q (436.331098 sec): 3 clusters Score: Raw -10277.918368 + Penalty 494.468702 = -9783.449665 nChanged 3 SP:Iteration 6Q (436.375591 sec): 3 clusters Score: Raw -10279.547563 + Penalty 494.468702 = -9785.078860 nChanged 1 SP:Iteration 7Q (436.426703 sec): 3 clusters Score: Raw -10280.188537 + Penalty 494.468702 = -9785.719835 nChanged 0 SP:Iteration 8F (436.477618 sec): 3 clusters Score: Raw -10280.188537 + Penalty 494.468702 = -9785.719835 nChanged 0 Trying to split cluster 10 (11271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.515060 sec): 2 clusters Score: Raw -592299.386049 + Penalty 424.514469 = -591874.871579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.570870 sec): 3 clusters Score: Raw -585169.785133 + Penalty 849.028938 = -584320.756194 nChanged 5236 SP:Iteration 1F (436.630722 sec): 3 clusters Score: Raw -588242.782964 + Penalty 849.028938 = -587393.754026 nChanged 706 SP:Iteration 2F (436.678669 sec): 3 clusters Score: Raw -588590.761659 + Penalty 849.028938 = -587741.732720 nChanged 755 SP:Iteration 3F (436.744010 sec): 3 clusters Score: Raw -589069.819046 + Penalty 849.028938 = -588220.790107 nChanged 869 SP:Iteration 4F (436.801245 sec): 3 clusters Score: Raw -589695.718778 + Penalty 849.028938 = -588846.689839 nChanged 819 SP:Iteration 5F (436.853994 sec): 3 clusters Score: Raw -590352.958761 + Penalty 849.028938 = -589503.929823 nChanged 749 SP:Iteration 6F (436.908299 sec): 3 clusters Score: Raw -590961.307713 + Penalty 849.028938 = -590112.278774 nChanged 587 SP:Iteration 7F (436.952813 sec): 3 clusters Score: Raw -591450.115699 + Penalty 849.028938 = -590601.086760 nChanged 415 SP:Iteration 8Q (437.016793 sec): 3 clusters Score: Raw -591794.491555 + Penalty 849.028938 = -590945.462616 nChanged 290 SP:Iteration 9Q (437.074172 sec): 3 clusters Score: Raw -592034.131404 + Penalty 849.028938 = -591185.102465 nChanged 204 SP:Iteration 10Q (437.128383 sec): 3 clusters Score: Raw -592177.995068 + Penalty 849.028938 = -591328.966130 nChanged 127 SP:Iteration 11Q (437.184928 sec): 3 clusters Score: Raw -592251.197868 + Penalty 849.028938 = -591402.168930 nChanged 85 SP:Iteration 12Q (437.229787 sec): 3 clusters Score: Raw -592286.524447 + Penalty 849.028938 = -591437.495509 nChanged 64 SP:Iteration 13Q (437.295355 sec): 3 clusters Score: Raw -592309.963443 + Penalty 849.028938 = -591460.934504 nChanged 46 SP:Iteration 14Q (437.340163 sec): 3 clusters Score: Raw -592324.872947 + Penalty 849.028938 = -591475.844008 nChanged 39 SP:Iteration 15Q (437.389989 sec): 3 clusters Score: Raw -592338.576351 + Penalty 849.028938 = -591489.547412 nChanged 39 SP:Iteration 16Q (437.456854 sec): 3 clusters Score: Raw -592352.275648 + Penalty 849.028938 = -591503.246710 nChanged 36 SP:Iteration 17Q (437.509695 sec): 3 clusters Score: Raw -592368.925173 + Penalty 849.028938 = -591519.896234 nChanged 39 SP:Iteration 18Q (437.565366 sec): 3 clusters Score: Raw -592387.699283 + Penalty 849.028938 = -591538.670345 nChanged 37 SP:Iteration 19Q (437.611478 sec): 3 clusters Score: Raw -592403.817114 + Penalty 849.028938 = -591554.788176 nChanged 30 SP:Iteration 20F (437.678612 sec): 3 clusters Score: Raw -592414.295590 + Penalty 849.028938 = -591565.266652 nChanged 22 SP:Iteration 21Q (437.733573 sec): 3 clusters Score: Raw -592422.820856 + Penalty 849.028938 = -591573.791917 nChanged 33 SP:Iteration 22Q (437.793017 sec): 3 clusters Score: Raw -592434.053480 + Penalty 849.028938 = -591585.024541 nChanged 26 SP:Iteration 23Q (437.834755 sec): 3 clusters Score: Raw -592441.134219 + Penalty 849.028938 = -591592.105280 nChanged 24 SP:Iteration 24Q (437.898672 sec): 3 clusters Score: Raw -592450.263590 + Penalty 849.028938 = -591601.234652 nChanged 28 SP:Iteration 25Q (437.960023 sec): 3 clusters Score: Raw -592464.862387 + Penalty 849.028938 = -591615.833449 nChanged 25 SP:Iteration 26Q (438.015696 sec): 3 clusters Score: Raw -592477.430743 + Penalty 849.028938 = -591628.401805 nChanged 22 SP:Iteration 27Q (438.067850 sec): 3 clusters Score: Raw -592484.098066 + Penalty 849.028938 = -591635.069128 nChanged 17 SP:Iteration 28Q (438.115220 sec): 3 clusters Score: Raw -592488.562820 + Penalty 849.028938 = -591639.533881 nChanged 9 SP:Iteration 29Q (438.177446 sec): 3 clusters Score: Raw -592489.749025 + Penalty 849.028938 = -591640.720086 nChanged 8 SP:Iteration 30Q (438.223029 sec): 3 clusters Score: Raw -592491.460432 + Penalty 849.028938 = -591642.431493 nChanged 4 SP:Iteration 31Q (438.283376 sec): 3 clusters Score: Raw -592492.742300 + Penalty 849.028938 = -591643.713362 nChanged 5 SP:Iteration 32Q (438.341263 sec): 3 clusters Score: Raw -592494.471311 + Penalty 849.028938 = -591645.442372 nChanged 5 SP:Iteration 33Q (438.393360 sec): 3 clusters Score: Raw -592495.666210 + Penalty 849.028938 = -591646.637271 nChanged 2 SP:Iteration 34Q (438.453859 sec): 3 clusters Score: Raw -592495.889502 + Penalty 849.028938 = -591646.860564 nChanged 2 SP:Iteration 35Q (438.508885 sec): 3 clusters Score: Raw -592496.427526 + Penalty 849.028938 = -591647.398587 nChanged 2 SP:Iteration 36Q (438.552714 sec): 3 clusters Score: Raw -592496.929950 + Penalty 849.028938 = -591647.901012 nChanged 3 SP:Iteration 37Q (438.616274 sec): 3 clusters Score: Raw -592497.224944 + Penalty 849.028938 = -591648.196006 nChanged 0 SP:Iteration 38F (438.672796 sec): 3 clusters Score: Raw -592497.224944 + Penalty 849.028938 = -591648.196006 nChanged 0 Trying to split cluster 12 (25087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.712929 sec): 2 clusters Score: Raw -1385379.044899 + Penalty 460.919780 = -1384918.125118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.770246 sec): 3 clusters Score: Raw -1369029.491218 + Penalty 921.839561 = -1368107.651657 nChanged 11979 SP:Iteration 1F (438.841373 sec): 3 clusters Score: Raw -1376064.032407 + Penalty 921.839561 = -1375142.192846 nChanged 1184 SP:Iteration 2Q (438.902433 sec): 3 clusters Score: Raw -1376617.207454 + Penalty 921.839561 = -1375695.367893 nChanged 1384 SP:Iteration 3F (438.976976 sec): 3 clusters Score: Raw -1377457.374423 + Penalty 921.839561 = -1376535.534862 nChanged 1602 SP:Iteration 4F (439.049801 sec): 3 clusters Score: Raw -1378648.790033 + Penalty 921.839561 = -1377726.950473 nChanged 1786 SP:Iteration 5F (439.118541 sec): 3 clusters Score: Raw -1380217.282803 + Penalty 921.839561 = -1379295.443242 nChanged 1772 SP:Iteration 6F (439.186481 sec): 3 clusters Score: Raw -1381593.844237 + Penalty 921.839561 = -1380672.004676 nChanged 1428 SP:Iteration 7F (439.254882 sec): 3 clusters Score: Raw -1382367.899527 + Penalty 921.839561 = -1381446.059966 nChanged 879 SP:Iteration 8Q (439.323374 sec): 3 clusters Score: Raw -1382699.073254 + Penalty 921.839561 = -1381777.233693 nChanged 627 SP:Iteration 9Q (439.376988 sec): 3 clusters Score: Raw -1382921.677540 + Penalty 921.839561 = -1381999.837980 nChanged 515 SP:Iteration 10Q (439.452703 sec): 3 clusters Score: Raw -1383103.998290 + Penalty 921.839561 = -1382182.158729 nChanged 479 SP:Iteration 11Q (439.522063 sec): 3 clusters Score: Raw -1383269.274385 + Penalty 921.839561 = -1382347.434824 nChanged 474 SP:Iteration 12Q (439.594086 sec): 3 clusters Score: Raw -1383450.862435 + Penalty 921.839561 = -1382529.022874 nChanged 474 SP:Iteration 13Q (439.660203 sec): 3 clusters Score: Raw -1383629.324678 + Penalty 921.839561 = -1382707.485117 nChanged 471 SP:Iteration 14Q (439.718505 sec): 3 clusters Score: Raw -1383801.838854 + Penalty 921.839561 = -1382879.999293 nChanged 450 SP:Iteration 15Q (439.792943 sec): 3 clusters Score: Raw -1383968.994546 + Penalty 921.839561 = -1383047.154985 nChanged 445 SP:Iteration 16Q (439.848539 sec): 3 clusters Score: Raw -1384144.175439 + Penalty 921.839561 = -1383222.335879 nChanged 441 SP:Iteration 17Q (439.929027 sec): 3 clusters Score: Raw -1384334.514396 + Penalty 921.839561 = -1383412.674836 nChanged 453 SP:Iteration 18Q (439.999021 sec): 3 clusters Score: Raw -1384526.041786 + Penalty 921.839561 = -1383604.202226 nChanged 409 SP:Iteration 19Q (440.068303 sec): 3 clusters Score: Raw -1384707.367787 + Penalty 921.839561 = -1383785.528226 nChanged 394 SP:Iteration 20F (440.128740 sec): 3 clusters Score: Raw -1384871.697215 + Penalty 921.839561 = -1383949.857654 nChanged 355 SP:Iteration 21Q (440.202773 sec): 3 clusters Score: Raw -1385020.743710 + Penalty 921.839561 = -1384098.904149 nChanged 311 SP:Iteration 22Q (440.270635 sec): 3 clusters Score: Raw -1385141.748799 + Penalty 921.839561 = -1384219.909238 nChanged 249 SP:Iteration 23Q (440.337884 sec): 3 clusters Score: Raw -1385237.751112 + Penalty 921.839561 = -1384315.911551 nChanged 233 SP:Iteration 24Q (440.403059 sec): 3 clusters Score: Raw -1385322.915555 + Penalty 921.839561 = -1384401.075994 nChanged 209 SP:Iteration 25Q (440.462534 sec): 3 clusters Score: Raw -1385411.875011 + Penalty 921.839561 = -1384490.035450 nChanged 196 SP:Iteration 26Q (440.536841 sec): 3 clusters Score: Raw -1385497.844036 + Penalty 921.839561 = -1384576.004475 nChanged 179 SP:Iteration 27Q (440.597549 sec): 3 clusters Score: Raw -1385571.875592 + Penalty 921.839561 = -1384650.036031 nChanged 141 SP:Iteration 28Q (440.654949 sec): 3 clusters Score: Raw -1385631.763616 + Penalty 921.839561 = -1384709.924055 nChanged 115 SP:Iteration 29Q (440.719992 sec): 3 clusters Score: Raw -1385674.331847 + Penalty 921.839561 = -1384752.492286 nChanged 99 SP:Iteration 30Q (440.796542 sec): 3 clusters Score: Raw -1385703.552710 + Penalty 921.839561 = -1384781.713150 nChanged 86 SP:Iteration 31Q (440.864716 sec): 3 clusters Score: Raw -1385727.537379 + Penalty 921.839561 = -1384805.697818 nChanged 57 SP:Iteration 32Q (440.923451 sec): 3 clusters Score: Raw -1385741.620209 + Penalty 921.839561 = -1384819.780649 nChanged 49 SP:Iteration 33Q (440.992585 sec): 3 clusters Score: Raw -1385751.646774 + Penalty 921.839561 = -1384829.807213 nChanged 43 SP:Iteration 34Q (441.062060 sec): 3 clusters Score: Raw -1385760.265997 + Penalty 921.839561 = -1384838.426436 nChanged 35 SP:Iteration 35Q (441.117608 sec): 3 clusters Score: Raw -1385770.289865 + Penalty 921.839561 = -1384848.450304 nChanged 33 SP:Iteration 36Q (441.192375 sec): 3 clusters Score: Raw -1385778.919346 + Penalty 921.839561 = -1384857.079786 nChanged 25 SP:Iteration 37Q (441.252602 sec): 3 clusters Score: Raw -1385785.099841 + Penalty 921.839561 = -1384863.260281 nChanged 29 SP:Iteration 38Q (441.316495 sec): 3 clusters Score: Raw -1385791.438266 + Penalty 921.839561 = -1384869.598706 nChanged 27 SP:Iteration 39Q (441.383917 sec): 3 clusters Score: Raw -1385795.944300 + Penalty 921.839561 = -1384874.104739 nChanged 17 SP:Iteration 40F (441.453055 sec): 3 clusters Score: Raw -1385797.991634 + Penalty 921.839561 = -1384876.152073 nChanged 13 SP:Iteration 41Q (441.523056 sec): 3 clusters Score: Raw -1385799.495953 + Penalty 921.839561 = -1384877.656393 nChanged 9 SP:Iteration 42Q (441.589602 sec): 3 clusters Score: Raw -1385800.315684 + Penalty 921.839561 = -1384878.476123 nChanged 6 SP:Iteration 43Q (441.658341 sec): 3 clusters Score: Raw -1385800.848802 + Penalty 921.839561 = -1384879.009241 nChanged 9 SP:Iteration 44Q (441.726423 sec): 3 clusters Score: Raw -1385801.959871 + Penalty 921.839561 = -1384880.120310 nChanged 5 SP:Iteration 45Q (441.791425 sec): 3 clusters Score: Raw -1385802.373539 + Penalty 921.839561 = -1384880.533978 nChanged 5 SP:Iteration 46Q (441.861110 sec): 3 clusters Score: Raw -1385802.886491 + Penalty 921.839561 = -1384881.046931 nChanged 7 SP:Iteration 47Q (441.930704 sec): 3 clusters Score: Raw -1385803.373817 + Penalty 921.839561 = -1384881.534256 nChanged 4 SP:Iteration 48Q (441.995145 sec): 3 clusters Score: Raw -1385803.661687 + Penalty 921.839561 = -1384881.822127 nChanged 2 SP:Iteration 49Q (442.064882 sec): 3 clusters Score: Raw -1385803.958224 + Penalty 921.839561 = -1384882.118663 nChanged 1 SP:Iteration 50Q (442.128769 sec): 3 clusters Score: Raw -1385804.086225 + Penalty 921.839561 = -1384882.246664 nChanged 1 SP:Iteration 51Q (442.198526 sec): 3 clusters Score: Raw -1385804.241601 + Penalty 921.839561 = -1384882.402040 nChanged 1 SP:Iteration 52Q (442.264795 sec): 3 clusters Score: Raw -1385804.333984 + Penalty 921.839561 = -1384882.494424 nChanged 1 SP:Iteration 53Q (442.331016 sec): 3 clusters Score: Raw -1385804.372251 + Penalty 921.839561 = -1384882.532690 nChanged 0 SP:Iteration 54F (442.398284 sec): 3 clusters Score: Raw -1385804.372251 + Penalty 921.839561 = -1384882.532690 nChanged 0 Trying to split cluster 14 (10968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.429930 sec): 2 clusters Score: Raw -555563.356367 + Penalty 423.274544 = -555140.081823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.491308 sec): 3 clusters Score: Raw -548726.625929 + Penalty 846.549087 = -547880.076842 nChanged 5089 SP:Iteration 1F (442.548922 sec): 3 clusters Score: Raw -551840.293475 + Penalty 846.549087 = -550993.744387 nChanged 807 SP:Iteration 2F (442.608056 sec): 3 clusters Score: Raw -552383.629339 + Penalty 846.549087 = -551537.080252 nChanged 838 SP:Iteration 3F (442.661256 sec): 3 clusters Score: Raw -553043.792697 + Penalty 846.549087 = -552197.243610 nChanged 756 SP:Iteration 4F (442.710523 sec): 3 clusters Score: Raw -553672.871366 + Penalty 846.549087 = -552826.322279 nChanged 684 SP:Iteration 5F (442.767987 sec): 3 clusters Score: Raw -554182.128828 + Penalty 846.549087 = -553335.579741 nChanged 526 SP:Iteration 6Q (442.828563 sec): 3 clusters Score: Raw -554529.472606 + Penalty 846.549087 = -553682.923519 nChanged 449 SP:Iteration 7Q (442.889794 sec): 3 clusters Score: Raw -554805.589221 + Penalty 846.549087 = -553959.040134 nChanged 370 SP:Iteration 8Q (442.938924 sec): 3 clusters Score: Raw -555014.447934 + Penalty 846.549087 = -554167.898846 nChanged 293 SP:Iteration 9Q (443.009549 sec): 3 clusters Score: Raw -555164.003689 + Penalty 846.549087 = -554317.454602 nChanged 251 SP:Iteration 10Q (443.059164 sec): 3 clusters Score: Raw -555295.758157 + Penalty 846.549087 = -554449.209070 nChanged 223 SP:Iteration 11Q (443.107730 sec): 3 clusters Score: Raw -555406.833602 + Penalty 846.549087 = -554560.284515 nChanged 201 SP:Iteration 12Q (443.164351 sec): 3 clusters Score: Raw -555510.325356 + Penalty 846.549087 = -554663.776268 nChanged 190 SP:Iteration 13Q (443.210948 sec): 3 clusters Score: Raw -555612.863667 + Penalty 846.549087 = -554766.314580 nChanged 157 SP:Iteration 14Q (443.274003 sec): 3 clusters Score: Raw -555695.235824 + Penalty 846.549087 = -554848.686737 nChanged 127 SP:Iteration 15Q (443.319594 sec): 3 clusters Score: Raw -555751.950567 + Penalty 846.549087 = -554905.401480 nChanged 112 SP:Iteration 16Q (443.381859 sec): 3 clusters Score: Raw -555796.871894 + Penalty 846.549087 = -554950.322807 nChanged 88 SP:Iteration 17Q (443.436037 sec): 3 clusters Score: Raw -555826.619934 + Penalty 846.549087 = -554980.070847 nChanged 88 SP:Iteration 18Q (443.480353 sec): 3 clusters Score: Raw -555857.759537 + Penalty 846.549087 = -555011.210450 nChanged 84 SP:Iteration 19Q (443.543005 sec): 3 clusters Score: Raw -555886.005432 + Penalty 846.549087 = -555039.456345 nChanged 77 SP:Iteration 20F (443.597074 sec): 3 clusters Score: Raw -555904.420322 + Penalty 846.549087 = -555057.871234 nChanged 59 SP:Iteration 21Q (443.647805 sec): 3 clusters Score: Raw -555917.305234 + Penalty 846.549087 = -555070.756147 nChanged 49 SP:Iteration 22Q (443.706953 sec): 3 clusters Score: Raw -555929.628325 + Penalty 846.549087 = -555083.079238 nChanged 47 SP:Iteration 23Q (443.754985 sec): 3 clusters Score: Raw -555937.500091 + Penalty 846.549087 = -555090.951004 nChanged 37 SP:Iteration 24Q (443.817297 sec): 3 clusters Score: Raw -555941.941223 + Penalty 846.549087 = -555095.392136 nChanged 32 SP:Iteration 25Q (443.879818 sec): 3 clusters Score: Raw -555945.399171 + Penalty 846.549087 = -555098.850084 nChanged 20 SP:Iteration 26Q (443.930740 sec): 3 clusters Score: Raw -555947.614308 + Penalty 846.549087 = -555101.065221 nChanged 16 SP:Iteration 27Q (443.984393 sec): 3 clusters Score: Raw -555949.113495 + Penalty 846.549087 = -555102.564408 nChanged 19 SP:Iteration 28Q (444.047823 sec): 3 clusters Score: Raw -555951.211633 + Penalty 846.549087 = -555104.662546 nChanged 13 SP:Iteration 29Q (444.104601 sec): 3 clusters Score: Raw -555952.759948 + Penalty 846.549087 = -555106.210861 nChanged 15 SP:Iteration 30Q (444.155568 sec): 3 clusters Score: Raw -555954.203089 + Penalty 846.549087 = -555107.654002 nChanged 15 SP:Iteration 31Q (444.207047 sec): 3 clusters Score: Raw -555955.348105 + Penalty 846.549087 = -555108.799018 nChanged 9 SP:Iteration 32Q (444.275534 sec): 3 clusters Score: Raw -555955.781819 + Penalty 846.549087 = -555109.232732 nChanged 9 SP:Iteration 33Q (444.334680 sec): 3 clusters Score: Raw -555956.076163 + Penalty 846.549087 = -555109.527076 nChanged 1 SP:Iteration 34Q (444.392063 sec): 3 clusters Score: Raw -555956.116824 + Penalty 846.549087 = -555109.567737 nChanged 0 SP:Iteration 35F (444.439937 sec): 3 clusters Score: Raw -555956.116824 + Penalty 846.549087 = -555109.567737 nChanged 0 Trying to split cluster 15 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.471519 sec): 2 clusters Score: Raw -41793.147596 + Penalty 307.493300 = -41485.654296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.522372 sec): 3 clusters Score: Raw -41394.180606 + Penalty 614.986600 = -40779.194006 nChanged 341 SP:Iteration 1F (444.569157 sec): 3 clusters Score: Raw -41683.837252 + Penalty 614.986600 = -41068.850652 nChanged 78 SP:Iteration 2F (444.615241 sec): 3 clusters Score: Raw -41769.490915 + Penalty 614.986600 = -41154.504315 nChanged 65 SP:Iteration 3F (444.663386 sec): 3 clusters Score: Raw -41827.286149 + Penalty 614.986600 = -41212.299550 nChanged 38 SP:Iteration 4Q (444.705325 sec): 3 clusters Score: Raw -41854.188539 + Penalty 614.986600 = -41239.201939 nChanged 26 SP:Iteration 5Q (444.741258 sec): 3 clusters Score: Raw -41874.673690 + Penalty 614.986600 = -41259.687090 nChanged 26 SP:Iteration 6Q (444.794710 sec): 3 clusters Score: Raw -41888.923581 + Penalty 614.986600 = -41273.936981 nChanged 12 SP:Iteration 7Q (444.837191 sec): 3 clusters Score: Raw -41896.184181 + Penalty 614.986600 = -41281.197581 nChanged 11 SP:Iteration 8Q (444.878914 sec): 3 clusters Score: Raw -41901.644308 + Penalty 614.986600 = -41286.657708 nChanged 13 SP:Iteration 9Q (444.925508 sec): 3 clusters Score: Raw -41908.729157 + Penalty 614.986600 = -41293.742557 nChanged 14 SP:Iteration 10Q (444.968918 sec): 3 clusters Score: Raw -41916.656280 + Penalty 614.986600 = -41301.669680 nChanged 14 SP:Iteration 11Q (445.022217 sec): 3 clusters Score: Raw -41926.208231 + Penalty 614.986600 = -41311.221631 nChanged 17 SP:Iteration 12Q (445.061757 sec): 3 clusters Score: Raw -41941.565941 + Penalty 614.986600 = -41326.579341 nChanged 15 SP:Iteration 13Q (445.119785 sec): 3 clusters Score: Raw -41958.976258 + Penalty 614.986600 = -41343.989659 nChanged 17 SP:Iteration 14Q (445.169670 sec): 3 clusters Score: Raw -41980.277629 + Penalty 614.986600 = -41365.291029 nChanged 17 SP:Iteration 15Q (445.216034 sec): 3 clusters Score: Raw -42004.920446 + Penalty 614.986600 = -41389.933846 nChanged 9 SP:Iteration 16Q (445.266896 sec): 3 clusters Score: Raw -42008.396678 + Penalty 614.986600 = -41393.410079 nChanged 2 SP:Iteration 17Q (445.309541 sec): 3 clusters Score: Raw -42010.234012 + Penalty 614.986600 = -41395.247412 nChanged 1 SP:Iteration 18Q (445.355479 sec): 3 clusters Score: Raw -42010.436263 + Penalty 614.986600 = -41395.449663 nChanged 1 SP:Iteration 19Q (445.398563 sec): 3 clusters Score: Raw -42010.758338 + Penalty 614.986600 = -41395.771738 nChanged 1 SP:Iteration 20F (445.450841 sec): 3 clusters Score: Raw -42012.107623 + Penalty 614.986600 = -41397.121024 nChanged 1 SP:Iteration 21Q (445.489368 sec): 3 clusters Score: Raw -42013.119302 + Penalty 614.986600 = -41398.132702 nChanged 1 SP:Iteration 22Q (445.548189 sec): 3 clusters Score: Raw -42013.265875 + Penalty 614.986600 = -41398.279275 nChanged 1 SP:Iteration 23Q (445.582028 sec): 3 clusters Score: Raw -42013.332602 + Penalty 614.986600 = -41398.346002 nChanged 1 SP:Iteration 24Q (445.627926 sec): 3 clusters Score: Raw -42013.488734 + Penalty 614.986600 = -41398.502134 nChanged 1 SP:Iteration 25Q (445.678127 sec): 3 clusters Score: Raw -42013.579792 + Penalty 614.986600 = -41398.593192 nChanged 1 SP:Iteration 26Q (445.726112 sec): 3 clusters Score: Raw -42013.779130 + Penalty 614.986600 = -41398.792530 nChanged 1 SP:Iteration 27Q (445.779071 sec): 3 clusters Score: Raw -42013.960122 + Penalty 614.986600 = -41398.973522 nChanged 2 SP:Iteration 28Q (445.829568 sec): 3 clusters Score: Raw -42014.747409 + Penalty 614.986600 = -41399.760809 nChanged 3 SP:Iteration 29Q (445.868565 sec): 3 clusters Score: Raw -42016.005034 + Penalty 614.986600 = -41401.018434 nChanged 2 SP:Iteration 30Q (445.927187 sec): 3 clusters Score: Raw -42017.208142 + Penalty 614.986600 = -41402.221542 nChanged 2 SP:Iteration 31Q (445.970717 sec): 3 clusters Score: Raw -42019.473774 + Penalty 614.986600 = -41404.487174 nChanged 6 SP:Iteration 32Q (446.019242 sec): 3 clusters Score: Raw -42022.331400 + Penalty 614.986600 = -41407.344800 nChanged 4 SP:Iteration 33Q (446.055223 sec): 3 clusters Score: Raw -42024.926839 + Penalty 614.986600 = -41409.940239 nChanged 1 SP:Iteration 34Q (446.105107 sec): 3 clusters Score: Raw -42025.335172 + Penalty 614.986600 = -41410.348572 nChanged 0 SP:Iteration 35F (446.145077 sec): 3 clusters Score: Raw -42025.335172 + Penalty 614.986600 = -41410.348572 nChanged 0 Trying to split cluster 16 (56867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.218721 sec): 2 clusters Score: Raw -3124596.960981 + Penalty 498.155407 = -3124098.805574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.313424 sec): 3 clusters Score: Raw -3086834.009122 + Penalty 996.310814 = -3085837.698308 nChanged 27504 SP:Iteration 1F (446.407329 sec): 3 clusters Score: Raw -3104123.604932 + Penalty 996.310814 = -3103127.294117 nChanged 3556 SP:Iteration 2F (446.508432 sec): 3 clusters Score: Raw -3106055.040164 + Penalty 996.310814 = -3105058.729349 nChanged 3863 SP:Iteration 3F (446.596043 sec): 3 clusters Score: Raw -3108844.342230 + Penalty 996.310814 = -3107848.031415 nChanged 4075 SP:Iteration 4F (446.697116 sec): 3 clusters Score: Raw -3112737.838326 + Penalty 996.310814 = -3111741.527512 nChanged 3727 SP:Iteration 5F (446.789083 sec): 3 clusters Score: Raw -3116510.210574 + Penalty 996.310814 = -3115513.899760 nChanged 2791 SP:Iteration 6Q (446.887514 sec): 3 clusters Score: Raw -3118625.804470 + Penalty 996.310814 = -3117629.493656 nChanged 1781 SP:Iteration 7Q (446.983038 sec): 3 clusters Score: Raw -3119572.059600 + Penalty 996.310814 = -3118575.748785 nChanged 1212 SP:Iteration 8Q (447.078232 sec): 3 clusters Score: Raw -3120220.322642 + Penalty 996.310814 = -3119224.011827 nChanged 1074 SP:Iteration 9Q (447.168243 sec): 3 clusters Score: Raw -3120800.179807 + Penalty 996.310814 = -3119803.868993 nChanged 956 SP:Iteration 10Q (447.260709 sec): 3 clusters Score: Raw -3121304.227267 + Penalty 996.310814 = -3120307.916453 nChanged 932 SP:Iteration 11Q (447.362392 sec): 3 clusters Score: Raw -3121789.761490 + Penalty 996.310814 = -3120793.450676 nChanged 872 SP:Iteration 12Q (447.454548 sec): 3 clusters Score: Raw -3122241.740182 + Penalty 996.310814 = -3121245.429367 nChanged 808 SP:Iteration 13Q (447.546856 sec): 3 clusters Score: Raw -3122702.439344 + Penalty 996.310814 = -3121706.128530 nChanged 785 SP:Iteration 14Q (447.633587 sec): 3 clusters Score: Raw -3123123.810406 + Penalty 996.310814 = -3122127.499591 nChanged 649 SP:Iteration 15Q (447.730032 sec): 3 clusters Score: Raw -3123448.541118 + Penalty 996.310814 = -3122452.230304 nChanged 598 SP:Iteration 16Q (447.814974 sec): 3 clusters Score: Raw -3123739.184677 + Penalty 996.310814 = -3122742.873863 nChanged 546 SP:Iteration 17Q (447.897816 sec): 3 clusters Score: Raw -3123984.849530 + Penalty 996.310814 = -3122988.538715 nChanged 470 SP:Iteration 18Q (447.992534 sec): 3 clusters Score: Raw -3124177.367294 + Penalty 996.310814 = -3123181.056480 nChanged 442 SP:Iteration 19Q (448.072729 sec): 3 clusters Score: Raw -3124338.830827 + Penalty 996.310814 = -3123342.520012 nChanged 382 SP:Iteration 20F (448.177115 sec): 3 clusters Score: Raw -3124461.186471 + Penalty 996.310814 = -3123464.875656 nChanged 314 SP:Iteration 21Q (448.261636 sec): 3 clusters Score: Raw -3124548.258779 + Penalty 996.310814 = -3123551.947964 nChanged 260 SP:Iteration 22Q (448.340833 sec): 3 clusters Score: Raw -3124609.424609 + Penalty 996.310814 = -3123613.113795 nChanged 224 SP:Iteration 23Q (448.431482 sec): 3 clusters Score: Raw -3124663.710944 + Penalty 996.310814 = -3123667.400129 nChanged 234 SP:Iteration 24Q (448.536268 sec): 3 clusters Score: Raw -3124717.865454 + Penalty 996.310814 = -3123721.554640 nChanged 222 SP:Iteration 25Q (448.620841 sec): 3 clusters Score: Raw -3124766.742820 + Penalty 996.310814 = -3123770.432006 nChanged 195 SP:Iteration 26Q (448.712900 sec): 3 clusters Score: Raw -3124803.984678 + Penalty 996.310814 = -3123807.673864 nChanged 189 SP:Iteration 27Q (448.800695 sec): 3 clusters Score: Raw -3124838.487933 + Penalty 996.310814 = -3123842.177119 nChanged 159 SP:Iteration 28Q (448.895881 sec): 3 clusters Score: Raw -3124862.934886 + Penalty 996.310814 = -3123866.624072 nChanged 146 SP:Iteration 29Q (448.980960 sec): 3 clusters Score: Raw -3124883.255802 + Penalty 996.310814 = -3123886.944987 nChanged 133 SP:Iteration 30Q (449.084934 sec): 3 clusters Score: Raw -3124901.776988 + Penalty 996.310814 = -3123905.466174 nChanged 121 SP:Iteration 31Q (449.165859 sec): 3 clusters Score: Raw -3124916.476873 + Penalty 996.310814 = -3123920.166059 nChanged 103 SP:Iteration 32Q (449.267212 sec): 3 clusters Score: Raw -3124927.876849 + Penalty 996.310814 = -3123931.566035 nChanged 90 SP:Iteration 33Q (449.358627 sec): 3 clusters Score: Raw -3124938.127986 + Penalty 996.310814 = -3123941.817172 nChanged 95 SP:Iteration 34Q (449.446443 sec): 3 clusters Score: Raw -3124949.719092 + Penalty 996.310814 = -3123953.408277 nChanged 92 SP:Iteration 35Q (449.531070 sec): 3 clusters Score: Raw -3124959.850996 + Penalty 996.310814 = -3123963.540181 nChanged 78 SP:Iteration 36Q (449.605030 sec): 3 clusters Score: Raw -3124967.511191 + Penalty 996.310814 = -3123971.200377 nChanged 62 SP:Iteration 37Q (449.702990 sec): 3 clusters Score: Raw -3124972.745404 + Penalty 996.310814 = -3123976.434589 nChanged 56 SP:Iteration 38Q (449.792686 sec): 3 clusters Score: Raw -3124977.157570 + Penalty 996.310814 = -3123980.846755 nChanged 51 SP:Iteration 39Q (449.879633 sec): 3 clusters Score: Raw -3124980.705833 + Penalty 996.310814 = -3123984.395019 nChanged 51 SP:Iteration 40F (449.975151 sec): 3 clusters Score: Raw -3124984.387338 + Penalty 996.310814 = -3123988.076524 nChanged 48 SP:Iteration 41Q (450.070429 sec): 3 clusters Score: Raw -3124988.083584 + Penalty 996.310814 = -3123991.772769 nChanged 50 SP:Iteration 42Q (450.160741 sec): 3 clusters Score: Raw -3124991.341775 + Penalty 996.310814 = -3123995.030961 nChanged 35 SP:Iteration 43Q (450.249216 sec): 3 clusters Score: Raw -3124993.569861 + Penalty 996.310814 = -3123997.259047 nChanged 32 SP:Iteration 44Q (450.339298 sec): 3 clusters Score: Raw -3124995.793788 + Penalty 996.310814 = -3123999.482974 nChanged 36 SP:Iteration 45Q (450.427110 sec): 3 clusters Score: Raw -3124998.378987 + Penalty 996.310814 = -3124002.068173 nChanged 30 SP:Iteration 46Q (450.514817 sec): 3 clusters Score: Raw -3125000.074699 + Penalty 996.310814 = -3124003.763885 nChanged 34 SP:Iteration 47Q (450.603748 sec): 3 clusters Score: Raw -3125001.920648 + Penalty 996.310814 = -3124005.609833 nChanged 22 SP:Iteration 48Q (450.694521 sec): 3 clusters Score: Raw -3125002.953003 + Penalty 996.310814 = -3124006.642189 nChanged 23 SP:Iteration 49Q (450.786281 sec): 3 clusters Score: Raw -3125004.157852 + Penalty 996.310814 = -3124007.847038 nChanged 23 SP:Iteration 50Q (450.872742 sec): 3 clusters Score: Raw -3125005.506973 + Penalty 996.310814 = -3124009.196158 nChanged 20 SP:Iteration 51Q (450.953608 sec): 3 clusters Score: Raw -3125006.707168 + Penalty 996.310814 = -3124010.396354 nChanged 24 SP:Iteration 52Q (451.052685 sec): 3 clusters Score: Raw -3125007.987578 + Penalty 996.310814 = -3124011.676764 nChanged 21 SP:Iteration 53Q (451.137728 sec): 3 clusters Score: Raw -3125009.017172 + Penalty 996.310814 = -3124012.706358 nChanged 19 SP:Iteration 54Q (451.231245 sec): 3 clusters Score: Raw -3125009.816008 + Penalty 996.310814 = -3124013.505194 nChanged 19 SP:Iteration 55Q (451.320674 sec): 3 clusters Score: Raw -3125010.625457 + Penalty 996.310814 = -3124014.314643 nChanged 12 SP:Iteration 56Q (451.409124 sec): 3 clusters Score: Raw -3125011.097191 + Penalty 996.310814 = -3124014.786376 nChanged 11 SP:Iteration 57Q (451.493688 sec): 3 clusters Score: Raw -3125011.469574 + Penalty 996.310814 = -3124015.158760 nChanged 10 SP:Iteration 58Q (451.579164 sec): 3 clusters Score: Raw -3125011.813688 + Penalty 996.310814 = -3124015.502874 nChanged 16 SP:Iteration 59Q (451.663300 sec): 3 clusters Score: Raw -3125012.532265 + Penalty 996.310814 = -3124016.221450 nChanged 13 SP:Iteration 60F (451.761154 sec): 3 clusters Score: Raw -3125012.926268 + Penalty 996.310814 = -3124016.615453 nChanged 8 SP:Iteration 61Q (451.839617 sec): 3 clusters Score: Raw -3125013.148839 + Penalty 996.310814 = -3124016.838024 nChanged 6 SP:Iteration 62Q (451.932525 sec): 3 clusters Score: Raw -3125013.287375 + Penalty 996.310814 = -3124016.976561 nChanged 8 SP:Iteration 63Q (452.005677 sec): 3 clusters Score: Raw -3125013.582133 + Penalty 996.310814 = -3124017.271319 nChanged 11 SP:Iteration 64Q (452.103796 sec): 3 clusters Score: Raw -3125014.093407 + Penalty 996.310814 = -3124017.782593 nChanged 14 SP:Iteration 65Q (452.176262 sec): 3 clusters Score: Raw -3125014.963463 + Penalty 996.310814 = -3124018.652649 nChanged 17 SP:Iteration 66Q (452.275496 sec): 3 clusters Score: Raw -3125016.127208 + Penalty 996.310814 = -3124019.816393 nChanged 24 SP:Iteration 67Q (452.361064 sec): 3 clusters Score: Raw -3125017.871370 + Penalty 996.310814 = -3124021.560555 nChanged 32 SP:Iteration 68Q (452.450629 sec): 3 clusters Score: Raw -3125019.755772 + Penalty 996.310814 = -3124023.444957 nChanged 24 SP:Iteration 69Q (452.542160 sec): 3 clusters Score: Raw -3125021.138567 + Penalty 996.310814 = -3124024.827753 nChanged 27 SP:Iteration 70Q (452.627734 sec): 3 clusters Score: Raw -3125022.766432 + Penalty 996.310814 = -3124026.455618 nChanged 19 SP:Iteration 71Q (452.703312 sec): 3 clusters Score: Raw -3125023.987935 + Penalty 996.310814 = -3124027.677121 nChanged 15 SP:Iteration 72Q (452.796590 sec): 3 clusters Score: Raw -3125024.642083 + Penalty 996.310814 = -3124028.331269 nChanged 9 SP:Iteration 73Q (452.867599 sec): 3 clusters Score: Raw -3125024.893440 + Penalty 996.310814 = -3124028.582626 nChanged 6 SP:Iteration 74Q (452.958529 sec): 3 clusters Score: Raw -3125025.060670 + Penalty 996.310814 = -3124028.749856 nChanged 9 SP:Iteration 75Q (453.042447 sec): 3 clusters Score: Raw -3125025.489598 + Penalty 996.310814 = -3124029.178783 nChanged 10 SP:Iteration 76Q (453.133281 sec): 3 clusters Score: Raw -3125025.778204 + Penalty 996.310814 = -3124029.467389 nChanged 10 SP:Iteration 77Q (453.218673 sec): 3 clusters Score: Raw -3125026.179534 + Penalty 996.310814 = -3124029.868720 nChanged 11 SP:Iteration 78Q (453.302538 sec): 3 clusters Score: Raw -3125026.435442 + Penalty 996.310814 = -3124030.124628 nChanged 8 SP:Iteration 79Q (453.396758 sec): 3 clusters Score: Raw -3125026.580984 + Penalty 996.310814 = -3124030.270170 nChanged 7 SP:Iteration 80F (453.493698 sec): 3 clusters Score: Raw -3125026.800316 + Penalty 996.310814 = -3124030.489501 nChanged 6 SP:Iteration 81Q (453.579950 sec): 3 clusters Score: Raw -3125026.999300 + Penalty 996.310814 = -3124030.688486 nChanged 10 SP:Iteration 82Q (453.668092 sec): 3 clusters Score: Raw -3125027.374308 + Penalty 996.310814 = -3124031.063494 nChanged 4 SP:Iteration 83Q (453.756860 sec): 3 clusters Score: Raw -3125027.493690 + Penalty 996.310814 = -3124031.182876 nChanged 5 SP:Iteration 84Q (453.851888 sec): 3 clusters Score: Raw -3125027.705283 + Penalty 996.310814 = -3124031.394469 nChanged 6 SP:Iteration 85Q (453.931907 sec): 3 clusters Score: Raw -3125027.807271 + Penalty 996.310814 = -3124031.496457 nChanged 2 SP:Iteration 86Q (454.026484 sec): 3 clusters Score: Raw -3125027.862944 + Penalty 996.310814 = -3124031.552130 nChanged 2 SP:Iteration 87Q (454.109369 sec): 3 clusters Score: Raw -3125027.895539 + Penalty 996.310814 = -3124031.584725 nChanged 2 SP:Iteration 88Q (454.192748 sec): 3 clusters Score: Raw -3125027.987283 + Penalty 996.310814 = -3124031.676469 nChanged 3 SP:Iteration 89Q (454.280391 sec): 3 clusters Score: Raw -3125028.086181 + Penalty 996.310814 = -3124031.775366 nChanged 3 SP:Iteration 90Q (454.370932 sec): 3 clusters Score: Raw -3125028.150561 + Penalty 996.310814 = -3124031.839747 nChanged 4 SP:Iteration 91Q (454.462695 sec): 3 clusters Score: Raw -3125028.271280 + Penalty 996.310814 = -3124031.960466 nChanged 3 SP:Iteration 92Q (454.540174 sec): 3 clusters Score: Raw -3125028.350407 + Penalty 996.310814 = -3124032.039592 nChanged 3 SP:Iteration 93Q (454.645016 sec): 3 clusters Score: Raw -3125028.479269 + Penalty 996.310814 = -3124032.168455 nChanged 6 SP:Iteration 94Q (454.729929 sec): 3 clusters Score: Raw -3125028.808387 + Penalty 996.310814 = -3124032.497573 nChanged 5 SP:Iteration 95Q (454.823068 sec): 3 clusters Score: Raw -3125029.068785 + Penalty 996.310814 = -3124032.757970 nChanged 3 SP:Iteration 96Q (454.907719 sec): 3 clusters Score: Raw -3125029.167404 + Penalty 996.310814 = -3124032.856590 nChanged 1 SP:Iteration 97Q (454.996513 sec): 3 clusters Score: Raw -3125029.189496 + Penalty 996.310814 = -3124032.878682 nChanged 0 SP:Iteration 98F (455.093952 sec): 3 clusters Score: Raw -3125029.189496 + Penalty 996.310814 = -3124032.878682 nChanged 0 Trying to split cluster 17 (20707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.135913 sec): 2 clusters Score: Raw -1114317.701800 + Penalty 452.189332 = -1113865.512467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.198458 sec): 3 clusters Score: Raw -1100858.767529 + Penalty 904.378665 = -1099954.388865 nChanged 9929 SP:Iteration 1F (455.263260 sec): 3 clusters Score: Raw -1107272.958153 + Penalty 904.378665 = -1106368.579488 nChanged 1553 SP:Iteration 2F (455.317660 sec): 3 clusters Score: Raw -1108331.978317 + Penalty 904.378665 = -1107427.599652 nChanged 1654 SP:Iteration 3F (455.393006 sec): 3 clusters Score: Raw -1109594.392156 + Penalty 904.378665 = -1108690.013491 nChanged 1495 SP:Iteration 4F (455.460892 sec): 3 clusters Score: Raw -1110900.535938 + Penalty 904.378665 = -1109996.157273 nChanged 1276 SP:Iteration 5F (455.521381 sec): 3 clusters Score: Raw -1112031.469574 + Penalty 904.378665 = -1111127.090909 nChanged 945 SP:Iteration 6Q (455.577804 sec): 3 clusters Score: Raw -1112642.405246 + Penalty 904.378665 = -1111738.026581 nChanged 651 SP:Iteration 7Q (455.648665 sec): 3 clusters Score: Raw -1113009.397247 + Penalty 904.378665 = -1112105.018582 nChanged 468 SP:Iteration 8Q (455.708876 sec): 3 clusters Score: Raw -1113262.538252 + Penalty 904.378665 = -1112358.159587 nChanged 409 SP:Iteration 9Q (455.779752 sec): 3 clusters Score: Raw -1113493.623452 + Penalty 904.378665 = -1112589.244787 nChanged 384 SP:Iteration 10Q (455.846576 sec): 3 clusters Score: Raw -1113740.660628 + Penalty 904.378665 = -1112836.281964 nChanged 365 SP:Iteration 11Q (455.915854 sec): 3 clusters Score: Raw -1113965.413385 + Penalty 904.378665 = -1113061.034720 nChanged 316 SP:Iteration 12Q (455.980572 sec): 3 clusters Score: Raw -1114130.695013 + Penalty 904.378665 = -1113226.316348 nChanged 256 SP:Iteration 13Q (456.033666 sec): 3 clusters Score: Raw -1114240.358094 + Penalty 904.378665 = -1113335.979429 nChanged 208 SP:Iteration 14Q (456.110305 sec): 3 clusters Score: Raw -1114302.239800 + Penalty 904.378665 = -1113397.861135 nChanged 145 SP:Iteration 15Q (456.173331 sec): 3 clusters Score: Raw -1114344.447202 + Penalty 904.378665 = -1113440.068537 nChanged 130 SP:Iteration 16Q (456.234211 sec): 3 clusters Score: Raw -1114373.346500 + Penalty 904.378665 = -1113468.967835 nChanged 105 SP:Iteration 17Q (456.305161 sec): 3 clusters Score: Raw -1114397.200307 + Penalty 904.378665 = -1113492.821642 nChanged 86 SP:Iteration 18Q (456.366688 sec): 3 clusters Score: Raw -1114411.541429 + Penalty 904.378665 = -1113507.162764 nChanged 71 SP:Iteration 19Q (456.419758 sec): 3 clusters Score: Raw -1114420.490746 + Penalty 904.378665 = -1113516.112081 nChanged 57 SP:Iteration 20F (456.479566 sec): 3 clusters Score: Raw -1114428.033348 + Penalty 904.378665 = -1113523.654683 nChanged 49 SP:Iteration 21Q (456.542979 sec): 3 clusters Score: Raw -1114432.908485 + Penalty 904.378665 = -1113528.529820 nChanged 36 SP:Iteration 22Q (456.613132 sec): 3 clusters Score: Raw -1114435.845468 + Penalty 904.378665 = -1113531.466804 nChanged 41 SP:Iteration 23Q (456.678173 sec): 3 clusters Score: Raw -1114440.396001 + Penalty 904.378665 = -1113536.017336 nChanged 52 SP:Iteration 24Q (456.740933 sec): 3 clusters Score: Raw -1114445.234111 + Penalty 904.378665 = -1113540.855447 nChanged 35 SP:Iteration 25Q (456.803389 sec): 3 clusters Score: Raw -1114447.825521 + Penalty 904.378665 = -1113543.446856 nChanged 36 SP:Iteration 26Q (456.867758 sec): 3 clusters Score: Raw -1114450.861487 + Penalty 904.378665 = -1113546.482822 nChanged 36 SP:Iteration 27Q (456.921890 sec): 3 clusters Score: Raw -1114454.185971 + Penalty 904.378665 = -1113549.807306 nChanged 39 SP:Iteration 28Q (456.983287 sec): 3 clusters Score: Raw -1114457.680924 + Penalty 904.378665 = -1113553.302259 nChanged 35 SP:Iteration 29Q (457.047801 sec): 3 clusters Score: Raw -1114460.325245 + Penalty 904.378665 = -1113555.946580 nChanged 31 SP:Iteration 30Q (457.110797 sec): 3 clusters Score: Raw -1114461.832222 + Penalty 904.378665 = -1113557.453557 nChanged 15 SP:Iteration 31Q (457.184754 sec): 3 clusters Score: Raw -1114462.347921 + Penalty 904.378665 = -1113557.969256 nChanged 14 SP:Iteration 32Q (457.251090 sec): 3 clusters Score: Raw -1114462.810248 + Penalty 904.378665 = -1113558.431583 nChanged 11 SP:Iteration 33Q (457.312581 sec): 3 clusters Score: Raw -1114463.171569 + Penalty 904.378665 = -1113558.792904 nChanged 13 SP:Iteration 34Q (457.382489 sec): 3 clusters Score: Raw -1114463.708042 + Penalty 904.378665 = -1113559.329377 nChanged 13 SP:Iteration 35Q (457.449111 sec): 3 clusters Score: Raw -1114464.432023 + Penalty 904.378665 = -1113560.053358 nChanged 13 SP:Iteration 36Q (457.512190 sec): 3 clusters Score: Raw -1114464.913324 + Penalty 904.378665 = -1113560.534659 nChanged 10 SP:Iteration 37Q (457.577314 sec): 3 clusters Score: Raw -1114465.394625 + Penalty 904.378665 = -1113561.015961 nChanged 14 SP:Iteration 38Q (457.646173 sec): 3 clusters Score: Raw -1114466.141809 + Penalty 904.378665 = -1113561.763144 nChanged 13 SP:Iteration 39Q (457.712162 sec): 3 clusters Score: Raw -1114466.645437 + Penalty 904.378665 = -1113562.266772 nChanged 19 SP:Iteration 40F (457.775505 sec): 3 clusters Score: Raw -1114467.372654 + Penalty 904.378665 = -1113562.993989 nChanged 10 SP:Iteration 41Q (457.828020 sec): 3 clusters Score: Raw -1114467.753489 + Penalty 904.378665 = -1113563.374824 nChanged 5 SP:Iteration 42Q (457.896037 sec): 3 clusters Score: Raw -1114467.971018 + Penalty 904.378665 = -1113563.592353 nChanged 8 SP:Iteration 43Q (457.965795 sec): 3 clusters Score: Raw -1114468.244218 + Penalty 904.378665 = -1113563.865553 nChanged 7 SP:Iteration 44Q (458.024998 sec): 3 clusters Score: Raw -1114468.484560 + Penalty 904.378665 = -1113564.105895 nChanged 13 SP:Iteration 45Q (458.102886 sec): 3 clusters Score: Raw -1114468.947847 + Penalty 904.378665 = -1113564.569182 nChanged 13 SP:Iteration 46Q (458.168085 sec): 3 clusters Score: Raw -1114469.310922 + Penalty 904.378665 = -1113564.932257 nChanged 8 SP:Iteration 47Q (458.222290 sec): 3 clusters Score: Raw -1114469.521068 + Penalty 904.378665 = -1113565.142403 nChanged 7 SP:Iteration 48Q (458.299775 sec): 3 clusters Score: Raw -1114469.759832 + Penalty 904.378665 = -1113565.381167 nChanged 9 SP:Iteration 49Q (458.364875 sec): 3 clusters Score: Raw -1114470.134781 + Penalty 904.378665 = -1113565.756116 nChanged 13 SP:Iteration 50Q (458.430867 sec): 3 clusters Score: Raw -1114470.632928 + Penalty 904.378665 = -1113566.254264 nChanged 10 SP:Iteration 51Q (458.487515 sec): 3 clusters Score: Raw -1114470.951779 + Penalty 904.378665 = -1113566.573114 nChanged 12 SP:Iteration 52Q (458.553356 sec): 3 clusters Score: Raw -1114471.349729 + Penalty 904.378665 = -1113566.971064 nChanged 10 SP:Iteration 53Q (458.628380 sec): 3 clusters Score: Raw -1114471.631379 + Penalty 904.378665 = -1113567.252714 nChanged 5 SP:Iteration 54Q (458.692706 sec): 3 clusters Score: Raw -1114471.693756 + Penalty 904.378665 = -1113567.315092 nChanged 4 SP:Iteration 55Q (458.757852 sec): 3 clusters Score: Raw -1114471.760945 + Penalty 904.378665 = -1113567.382280 nChanged 1 SP:Iteration 56Q (458.822291 sec): 3 clusters Score: Raw -1114471.768005 + Penalty 904.378665 = -1113567.389340 nChanged 1 SP:Iteration 57Q (458.883848 sec): 3 clusters Score: Raw -1114471.783850 + Penalty 904.378665 = -1113567.405185 nChanged 1 SP:Iteration 58Q (458.936957 sec): 3 clusters Score: Raw -1114471.790550 + Penalty 904.378665 = -1113567.411885 nChanged 1 SP:Iteration 59Q (459.015820 sec): 3 clusters Score: Raw -1114471.807208 + Penalty 904.378665 = -1113567.428543 nChanged 2 SP:Iteration 60F (459.084799 sec): 3 clusters Score: Raw -1114471.830713 + Penalty 904.378665 = -1113567.452048 nChanged 0 Iteration 59Q (459.811744 sec): 16 clusters Score: Raw -7352856.756413 + Penalty 8091.078594 = -7344765.677819 nChanged 1384 Iteration 60F (460.767267 sec): 16 clusters Score: Raw -7353389.894423 + Penalty 8091.078594 = -7345298.815829 nChanged 1252 Iteration 61Q (461.422581 sec): 16 clusters Score: Raw -7353720.686683 + Penalty 8091.078594 = -7345629.608090 nChanged 1002 Iteration 62Q (462.094702 sec): 16 clusters Score: Raw -7353963.754360 + Penalty 8091.078594 = -7345872.675766 nChanged 916 Iteration 63Q (462.726405 sec): 16 clusters Score: Raw -7354162.224637 + Penalty 8091.078594 = -7346071.146043 nChanged 874 Iteration 64Q (463.355954 sec): 16 clusters Score: Raw -7354329.758112 + Penalty 8091.078594 = -7346238.679518 nChanged 763 Iteration 65Q (464.039709 sec): 16 clusters Score: Raw -7354458.232114 + Penalty 8091.078594 = -7346367.153520 nChanged 735 Iteration 66Q (464.707598 sec): 16 clusters Score: Raw -7354581.505687 + Penalty 8091.078594 = -7346490.427093 nChanged 724 Iteration 67Q (465.400430 sec): 16 clusters Score: Raw -7354694.650403 + Penalty 8091.078594 = -7346603.571809 nChanged 698 Iteration 68Q (466.041445 sec): 16 clusters Score: Raw -7354799.956547 + Penalty 8091.078594 = -7346708.877953 nChanged 638 Iteration 69Q (466.693295 sec): 16 clusters Score: Raw -7354894.486170 + Penalty 8091.078594 = -7346803.407577 nChanged 618 Iteration 70Q (467.386978 sec): 16 clusters Score: Raw -7354988.703842 + Penalty 8091.078594 = -7346897.625248 nChanged 592 Iteration 71Q (468.049442 sec): 16 clusters Score: Raw -7355077.806680 + Penalty 8091.078594 = -7346986.728087 nChanged 567 Iteration 72Q (468.699375 sec): 16 clusters Score: Raw -7355153.092012 + Penalty 8091.078594 = -7347062.013418 nChanged 529 Iteration 73Q (469.344701 sec): 16 clusters Score: Raw -7355214.384481 + Penalty 8091.078594 = -7347123.305887 nChanged 474 Iteration 74Q (469.975018 sec): 16 clusters Score: Raw -7355264.807690 + Penalty 8091.078594 = -7347173.729096 nChanged 436 Iteration 75Q (470.602515 sec): 16 clusters Score: Raw -7355304.439280 + Penalty 8091.078594 = -7347213.360686 nChanged 393 Iteration 76Q (471.266521 sec): 16 clusters Score: Raw -7355336.817369 + Penalty 8091.078594 = -7347245.738776 nChanged 369 Iteration 77Q (471.941457 sec): 16 clusters Score: Raw -7355363.207727 + Penalty 8091.078594 = -7347272.129133 nChanged 336 Iteration 78Q (472.616507 sec): 16 clusters Score: Raw -7355388.531959 + Penalty 8091.078594 = -7347297.453365 nChanged 332 Iteration 79Q (473.282810 sec): 16 clusters Score: Raw -7355411.269718 + Penalty 8091.078594 = -7347320.191125 nChanged 312 Iteration 80F (474.274514 sec): 16 clusters Score: Raw -7355431.048971 + Penalty 8091.078594 = -7347339.970377 nChanged 281 Iteration 81Q (474.949687 sec): 16 clusters Score: Raw -7355449.790092 + Penalty 8091.078594 = -7347358.711498 nChanged 283 Iteration 82Q (475.560614 sec): 16 clusters Score: Raw -7355466.983193 + Penalty 8091.078594 = -7347375.904599 nChanged 283 Iteration 83Q (476.218250 sec): 16 clusters Score: Raw -7355484.557556 + Penalty 8091.078594 = -7347393.478962 nChanged 264 Iteration 84Q (476.872716 sec): 16 clusters Score: Raw -7355501.513558 + Penalty 8091.078594 = -7347410.434964 nChanged 285 Iteration 85Q (477.502132 sec): 16 clusters Score: Raw -7355517.100964 + Penalty 8091.078594 = -7347426.022370 nChanged 250 Iteration 86Q (478.165278 sec): 16 clusters Score: Raw -7355532.021729 + Penalty 8091.078594 = -7347440.943135 nChanged 267 Iteration 87Q (478.834376 sec): 16 clusters Score: Raw -7355547.108006 + Penalty 8091.078594 = -7347456.029412 nChanged 261 Iteration 88Q (479.490302 sec): 16 clusters Score: Raw -7355565.082455 + Penalty 8091.078594 = -7347474.003861 nChanged 254 Iteration 89Q (480.177941 sec): 16 clusters Score: Raw -7355580.907537 + Penalty 8091.078594 = -7347489.828943 nChanged 243 Iteration 90Q (480.841154 sec): 16 clusters Score: Raw -7355597.707121 + Penalty 8091.078594 = -7347506.628527 nChanged 239 Iteration 91Q (481.498363 sec): 16 clusters Score: Raw -7355616.327616 + Penalty 8091.078594 = -7347525.249022 nChanged 237 Iteration 92Q (482.195912 sec): 16 clusters Score: Raw -7355636.852568 + Penalty 8091.078594 = -7347545.773975 nChanged 262 Iteration 93Q (482.844153 sec): 16 clusters Score: Raw -7355662.131833 + Penalty 8091.078594 = -7347571.053239 nChanged 283 Iteration 94Q (483.475078 sec): 16 clusters Score: Raw -7355689.037561 + Penalty 8091.078594 = -7347597.958967 nChanged 307 Iteration 95Q (484.102236 sec): 16 clusters Score: Raw -7355719.570678 + Penalty 8091.078594 = -7347628.492085 nChanged 288 Iteration 96Q (484.764077 sec): 16 clusters Score: Raw -7355747.890214 + Penalty 8091.078594 = -7347656.811620 nChanged 268 Iteration 97Q (485.400455 sec): 16 clusters Score: Raw -7355772.818347 + Penalty 8091.078594 = -7347681.739754 nChanged 259 Iteration 98Q (486.037629 sec): 16 clusters Score: Raw -7355799.299653 + Penalty 8091.078594 = -7347708.221059 nChanged 261 Writing temp clu file Because OldScore, -7347681.739754, is greater than current (better) Score,-7347708.221059 Compute initial score before splitting: Score: Raw -7355799.299653 + Penalty 8091.078594 = -7347708.221059 Trying to split cluster 1 (1551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.103754 sec): 2 clusters Score: Raw -78327.966784 + Penalty 334.272810 = -77993.693974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.154884 sec): 3 clusters Score: Raw -77519.419555 + Penalty 668.545620 = -76850.873935 nChanged 666 SP:Iteration 1F (486.198667 sec): 3 clusters Score: Raw -78144.448585 + Penalty 668.545620 = -77475.902965 nChanged 206 SP:Iteration 2F (486.241790 sec): 3 clusters Score: Raw -78403.733264 + Penalty 668.545620 = -77735.187644 nChanged 137 SP:Iteration 3F (486.290966 sec): 3 clusters Score: Raw -78537.663849 + Penalty 668.545620 = -77869.118229 nChanged 88 SP:Iteration 4F (486.330661 sec): 3 clusters Score: Raw -78611.019262 + Penalty 668.545620 = -77942.473642 nChanged 63 SP:Iteration 5Q (486.387426 sec): 3 clusters Score: Raw -78648.412813 + Penalty 668.545620 = -77979.867193 nChanged 32 SP:Iteration 6Q (486.430213 sec): 3 clusters Score: Raw -78671.720045 + Penalty 668.545620 = -78003.174425 nChanged 17 SP:Iteration 7Q (486.477185 sec): 3 clusters Score: Raw -78679.691614 + Penalty 668.545620 = -78011.145994 nChanged 12 SP:Iteration 8Q (486.536888 sec): 3 clusters Score: Raw -78684.489516 + Penalty 668.545620 = -78015.943896 nChanged 4 SP:Iteration 9Q (486.580483 sec): 3 clusters Score: Raw -78686.719988 + Penalty 668.545620 = -78018.174368 nChanged 2 SP:Iteration 10Q (486.634434 sec): 3 clusters Score: Raw -78687.090615 + Penalty 668.545620 = -78018.544995 nChanged 1 SP:Iteration 11Q (486.682585 sec): 3 clusters Score: Raw -78687.367778 + Penalty 668.545620 = -78018.822159 nChanged 1 SP:Iteration 12Q (486.730778 sec): 3 clusters Score: Raw -78687.880895 + Penalty 668.545620 = -78019.335275 nChanged 1 SP:Iteration 13Q (486.773842 sec): 3 clusters Score: Raw -78687.964212 + Penalty 668.545620 = -78019.418593 nChanged 1 SP:Iteration 14Q (486.830391 sec): 3 clusters Score: Raw -78688.425191 + Penalty 668.545620 = -78019.879571 nChanged 3 SP:Iteration 15Q (486.873155 sec): 3 clusters Score: Raw -78689.047703 + Penalty 668.545620 = -78020.502083 nChanged 3 SP:Iteration 16Q (486.926671 sec): 3 clusters Score: Raw -78689.569501 + Penalty 668.545620 = -78021.023881 nChanged 0 SP:Iteration 17F (486.969775 sec): 3 clusters Score: Raw -78689.569501 + Penalty 668.545620 = -78021.023881 nChanged 0 Score: Raw -7356172.166075 + Penalty 8630.483833 = -7347541.682242 Splitting cluster 1 changes total score from -7347708.221059 to -7347541.682242 So it's not getting split. Trying to split cluster 2 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.039466 sec): 2 clusters Score: Raw -4809.219365 + Penalty 216.678914 = -4592.540451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.085552 sec): 3 clusters Score: Raw -4808.962814 + Penalty 433.357828 = -4375.604986 nChanged 31 SP:Iteration 1F (488.134710 sec): 3 clusters Score: Raw -4861.033937 + Penalty 433.357828 = -4427.676109 nChanged 5 SP:Iteration 2Q (488.183017 sec): 3 clusters Score: Raw -4869.969509 + Penalty 433.357828 = -4436.611681 nChanged 1 SP:Iteration 3Q (488.231303 sec): 3 clusters Score: Raw -4871.940410 + Penalty 433.357828 = -4438.582582 nChanged 2 SP:Iteration 4Q (488.277693 sec): 3 clusters Score: Raw -4877.486632 + Penalty 433.357828 = -4444.128804 nChanged 1 SP:Iteration 5Q (488.323686 sec): 3 clusters Score: Raw -4879.050237 + Penalty 433.357828 = -4445.692409 nChanged 1 SP:Iteration 6Q (488.363409 sec): 3 clusters Score: Raw -4883.466396 + Penalty 433.357828 = -4450.108568 nChanged 0 SP:Iteration 7F (488.403798 sec): 3 clusters Score: Raw -4883.466396 + Penalty 433.357828 = -4450.108568 nChanged 0 Trying to split cluster 3 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.433651 sec): 2 clusters Score: Raw -19541.467390 + Penalty 274.614405 = -19266.852985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.478990 sec): 3 clusters Score: Raw -19371.326598 + Penalty 549.228810 = -18822.097788 nChanged 136 SP:Iteration 1F (488.531940 sec): 3 clusters Score: Raw -19462.293257 + Penalty 549.228810 = -18913.064447 nChanged 33 SP:Iteration 2F (488.571384 sec): 3 clusters Score: Raw -19500.495163 + Penalty 549.228810 = -18951.266353 nChanged 31 SP:Iteration 3F (488.629532 sec): 3 clusters Score: Raw -19537.338206 + Penalty 549.228810 = -18988.109396 nChanged 18 SP:Iteration 4Q (488.672867 sec): 3 clusters Score: Raw -19556.711243 + Penalty 549.228810 = -19007.482433 nChanged 17 SP:Iteration 5Q (488.721931 sec): 3 clusters Score: Raw -19571.849900 + Penalty 549.228810 = -19022.621090 nChanged 10 SP:Iteration 6Q (488.767992 sec): 3 clusters Score: Raw -19581.028262 + Penalty 549.228810 = -19031.799452 nChanged 5 SP:Iteration 7Q (488.817576 sec): 3 clusters Score: Raw -19584.001047 + Penalty 549.228810 = -19034.772237 nChanged 2 SP:Iteration 8Q (488.870506 sec): 3 clusters Score: Raw -19584.753378 + Penalty 549.228810 = -19035.524568 nChanged 1 SP:Iteration 9Q (488.907766 sec): 3 clusters Score: Raw -19585.118182 + Penalty 549.228810 = -19035.889371 nChanged 2 SP:Iteration 10Q (488.968503 sec): 3 clusters Score: Raw -19586.885554 + Penalty 549.228810 = -19037.656744 nChanged 4 SP:Iteration 11Q (489.011736 sec): 3 clusters Score: Raw -19590.111605 + Penalty 549.228810 = -19040.882795 nChanged 4 SP:Iteration 12Q (489.066269 sec): 3 clusters Score: Raw -19592.709972 + Penalty 549.228810 = -19043.481162 nChanged 4 SP:Iteration 13Q (489.113735 sec): 3 clusters Score: Raw -19594.427871 + Penalty 549.228810 = -19045.199061 nChanged 4 SP:Iteration 14Q (489.164900 sec): 3 clusters Score: Raw -19597.057261 + Penalty 549.228810 = -19047.828450 nChanged 3 SP:Iteration 15Q (489.213127 sec): 3 clusters Score: Raw -19598.562222 + Penalty 549.228810 = -19049.333412 nChanged 0 SP:Iteration 16F (489.257236 sec): 3 clusters Score: Raw -19598.562222 + Penalty 549.228810 = -19049.333412 nChanged 0 Trying to split cluster 4 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.274331 sec): 2 clusters Score: Raw -38394.246505 + Penalty 294.562027 = -38099.684478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.329416 sec): 3 clusters Score: Raw -38112.391535 + Penalty 589.124053 = -37523.267481 nChanged 222 SP:Iteration 1F (489.379226 sec): 3 clusters Score: Raw -38273.315194 + Penalty 589.124053 = -37684.191140 nChanged 52 SP:Iteration 2F (489.423619 sec): 3 clusters Score: Raw -38310.843763 + Penalty 589.124053 = -37721.719710 nChanged 29 SP:Iteration 3Q (489.474354 sec): 3 clusters Score: Raw -38331.534315 + Penalty 589.124053 = -37742.410262 nChanged 26 SP:Iteration 4Q (489.517881 sec): 3 clusters Score: Raw -38355.980014 + Penalty 589.124053 = -37766.855961 nChanged 26 SP:Iteration 5Q (489.572117 sec): 3 clusters Score: Raw -38374.948321 + Penalty 589.124053 = -37785.824268 nChanged 12 SP:Iteration 6Q (489.621983 sec): 3 clusters Score: Raw -38385.853011 + Penalty 589.124053 = -37796.728958 nChanged 10 SP:Iteration 7Q (489.678019 sec): 3 clusters Score: Raw -38394.401085 + Penalty 589.124053 = -37805.277032 nChanged 12 SP:Iteration 8Q (489.726984 sec): 3 clusters Score: Raw -38404.743701 + Penalty 589.124053 = -37815.619647 nChanged 14 SP:Iteration 9Q (489.776258 sec): 3 clusters Score: Raw -38418.008598 + Penalty 589.124053 = -37828.884544 nChanged 10 SP:Iteration 10Q (489.819851 sec): 3 clusters Score: Raw -38422.859568 + Penalty 589.124053 = -37833.735515 nChanged 8 SP:Iteration 11Q (489.865260 sec): 3 clusters Score: Raw -38428.684101 + Penalty 589.124053 = -37839.560048 nChanged 9 SP:Iteration 12Q (489.907640 sec): 3 clusters Score: Raw -38434.699338 + Penalty 589.124053 = -37845.575284 nChanged 1 SP:Iteration 13Q (489.943883 sec): 3 clusters Score: Raw -38435.094601 + Penalty 589.124053 = -37845.970548 nChanged 0 SP:Iteration 14F (489.998889 sec): 3 clusters Score: Raw -38435.094601 + Penalty 589.124053 = -37845.970548 nChanged 0 Trying to split cluster 5 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.024209 sec): 2 clusters Score: Raw -25668.548021 + Penalty 276.428244 = -25392.119777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.067858 sec): 3 clusters Score: Raw -25483.186722 + Penalty 552.856489 = -24930.330234 nChanged 146 SP:Iteration 1F (490.120826 sec): 3 clusters Score: Raw -25595.883993 + Penalty 552.856489 = -25043.027504 nChanged 34 SP:Iteration 2F (490.163865 sec): 3 clusters Score: Raw -25621.290191 + Penalty 552.856489 = -25068.433702 nChanged 18 SP:Iteration 3Q (490.209462 sec): 3 clusters Score: Raw -25633.976418 + Penalty 552.856489 = -25081.119929 nChanged 11 SP:Iteration 4Q (490.257858 sec): 3 clusters Score: Raw -25641.158138 + Penalty 552.856489 = -25088.301649 nChanged 4 SP:Iteration 5Q (490.301556 sec): 3 clusters Score: Raw -25642.699738 + Penalty 552.856489 = -25089.843249 nChanged 3 SP:Iteration 6Q (490.354542 sec): 3 clusters Score: Raw -25643.854361 + Penalty 552.856489 = -25090.997872 nChanged 4 SP:Iteration 7Q (490.390781 sec): 3 clusters Score: Raw -25646.595402 + Penalty 552.856489 = -25093.738913 nChanged 2 SP:Iteration 8Q (490.439002 sec): 3 clusters Score: Raw -25647.815513 + Penalty 552.856489 = -25094.959024 nChanged 1 SP:Iteration 9Q (490.482993 sec): 3 clusters Score: Raw -25648.879756 + Penalty 552.856489 = -25096.023267 nChanged 4 SP:Iteration 10Q (490.534571 sec): 3 clusters Score: Raw -25652.408379 + Penalty 552.856489 = -25099.551890 nChanged 5 SP:Iteration 11Q (490.591722 sec): 3 clusters Score: Raw -25655.027642 + Penalty 552.856489 = -25102.171153 nChanged 3 SP:Iteration 12Q (490.633512 sec): 3 clusters Score: Raw -25656.945399 + Penalty 552.856489 = -25104.088911 nChanged 4 SP:Iteration 13Q (490.674550 sec): 3 clusters Score: Raw -25658.266942 + Penalty 552.856489 = -25105.410454 nChanged 4 SP:Iteration 14Q (490.721005 sec): 3 clusters Score: Raw -25659.555149 + Penalty 552.856489 = -25106.698660 nChanged 1 SP:Iteration 15Q (490.772322 sec): 3 clusters Score: Raw -25660.175677 + Penalty 552.856489 = -25107.319188 nChanged 0 SP:Iteration 16F (490.826274 sec): 3 clusters Score: Raw -25660.175677 + Penalty 552.856489 = -25107.319188 nChanged 0 Trying to split cluster 6 (3911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.852073 sec): 2 clusters Score: Raw -214894.199406 + Penalty 376.355451 = -214517.843955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.901749 sec): 3 clusters Score: Raw -212607.489875 + Penalty 752.710902 = -211854.778973 nChanged 1739 SP:Iteration 1F (490.961815 sec): 3 clusters Score: Raw -213595.023079 + Penalty 752.710902 = -212842.312177 nChanged 291 SP:Iteration 2F (491.018471 sec): 3 clusters Score: Raw -213802.671977 + Penalty 752.710902 = -213049.961074 nChanged 281 SP:Iteration 3F (491.067458 sec): 3 clusters Score: Raw -214031.634697 + Penalty 752.710902 = -213278.923795 nChanged 307 SP:Iteration 4F (491.109635 sec): 3 clusters Score: Raw -214331.655792 + Penalty 752.710902 = -213578.944890 nChanged 249 SP:Iteration 5F (491.155909 sec): 3 clusters Score: Raw -214568.002783 + Penalty 752.710902 = -213815.291881 nChanged 191 SP:Iteration 6Q (491.211908 sec): 3 clusters Score: Raw -214708.208350 + Penalty 752.710902 = -213955.497448 nChanged 131 SP:Iteration 7Q (491.257837 sec): 3 clusters Score: Raw -214782.075980 + Penalty 752.710902 = -214029.365078 nChanged 98 SP:Iteration 8Q (491.304020 sec): 3 clusters Score: Raw -214822.870057 + Penalty 752.710902 = -214070.159155 nChanged 67 SP:Iteration 9Q (491.350351 sec): 3 clusters Score: Raw -214852.823530 + Penalty 752.710902 = -214100.112628 nChanged 48 SP:Iteration 10Q (491.394700 sec): 3 clusters Score: Raw -214869.848812 + Penalty 752.710902 = -214117.137910 nChanged 35 SP:Iteration 11Q (491.442119 sec): 3 clusters Score: Raw -214883.653276 + Penalty 752.710902 = -214130.942374 nChanged 39 SP:Iteration 12Q (491.488418 sec): 3 clusters Score: Raw -214899.294172 + Penalty 752.710902 = -214146.583270 nChanged 33 SP:Iteration 13Q (491.534680 sec): 3 clusters Score: Raw -214911.388737 + Penalty 752.710902 = -214158.677835 nChanged 24 SP:Iteration 14Q (491.580151 sec): 3 clusters Score: Raw -214918.109352 + Penalty 752.710902 = -214165.398450 nChanged 18 SP:Iteration 15Q (491.626750 sec): 3 clusters Score: Raw -214923.915182 + Penalty 752.710902 = -214171.204279 nChanged 11 SP:Iteration 16Q (491.670941 sec): 3 clusters Score: Raw -214927.042062 + Penalty 752.710902 = -214174.331160 nChanged 10 SP:Iteration 17Q (491.728364 sec): 3 clusters Score: Raw -214929.345612 + Penalty 752.710902 = -214176.634710 nChanged 11 SP:Iteration 18Q (491.770426 sec): 3 clusters Score: Raw -214931.666820 + Penalty 752.710902 = -214178.955917 nChanged 9 SP:Iteration 19Q (491.827064 sec): 3 clusters Score: Raw -214934.149862 + Penalty 752.710902 = -214181.438960 nChanged 14 SP:Iteration 20F (491.866661 sec): 3 clusters Score: Raw -214938.145756 + Penalty 752.710902 = -214185.434854 nChanged 10 SP:Iteration 21Q (491.911053 sec): 3 clusters Score: Raw -214940.313449 + Penalty 752.710902 = -214187.602547 nChanged 8 SP:Iteration 22Q (491.968025 sec): 3 clusters Score: Raw -214941.124750 + Penalty 752.710902 = -214188.413848 nChanged 3 SP:Iteration 23Q (492.007445 sec): 3 clusters Score: Raw -214941.397557 + Penalty 752.710902 = -214188.686655 nChanged 5 SP:Iteration 24Q (492.056985 sec): 3 clusters Score: Raw -214943.365514 + Penalty 752.710902 = -214190.654612 nChanged 14 SP:Iteration 25Q (492.097200 sec): 3 clusters Score: Raw -214948.658802 + Penalty 752.710902 = -214195.947900 nChanged 12 SP:Iteration 26Q (492.137365 sec): 3 clusters Score: Raw -214950.747290 + Penalty 752.710902 = -214198.036388 nChanged 6 SP:Iteration 27Q (492.187529 sec): 3 clusters Score: Raw -214951.178351 + Penalty 752.710902 = -214198.467449 nChanged 4 SP:Iteration 28Q (492.224412 sec): 3 clusters Score: Raw -214952.170929 + Penalty 752.710902 = -214199.460027 nChanged 6 SP:Iteration 29Q (492.281043 sec): 3 clusters Score: Raw -214953.097849 + Penalty 752.710902 = -214200.386947 nChanged 6 SP:Iteration 30Q (492.316573 sec): 3 clusters Score: Raw -214954.376004 + Penalty 752.710902 = -214201.665102 nChanged 8 SP:Iteration 31Q (492.367771 sec): 3 clusters Score: Raw -214955.603030 + Penalty 752.710902 = -214202.892128 nChanged 6 SP:Iteration 32Q (492.423030 sec): 3 clusters Score: Raw -214956.951285 + Penalty 752.710902 = -214204.240383 nChanged 6 SP:Iteration 33Q (492.477173 sec): 3 clusters Score: Raw -214957.700595 + Penalty 752.710902 = -214204.989693 nChanged 3 SP:Iteration 34Q (492.528628 sec): 3 clusters Score: Raw -214957.999863 + Penalty 752.710902 = -214205.288961 nChanged 1 SP:Iteration 35Q (492.568801 sec): 3 clusters Score: Raw -214958.210133 + Penalty 752.710902 = -214205.499231 nChanged 0 SP:Iteration 36F (492.622219 sec): 3 clusters Score: Raw -214958.210133 + Penalty 752.710902 = -214205.499231 nChanged 0 Trying to split cluster 7 (2802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.647070 sec): 2 clusters Score: Raw -135195.906877 + Penalty 361.183037 = -134834.723840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.702842 sec): 3 clusters Score: Raw -133663.480321 + Penalty 722.366074 = -132941.114246 nChanged 1218 SP:Iteration 1F (492.749428 sec): 3 clusters Score: Raw -134619.065064 + Penalty 722.366074 = -133896.698990 nChanged 294 SP:Iteration 2F (492.799329 sec): 3 clusters Score: Raw -134907.090373 + Penalty 722.366074 = -134184.724299 nChanged 270 SP:Iteration 3F (492.853784 sec): 3 clusters Score: Raw -135104.565237 + Penalty 722.366074 = -134382.199163 nChanged 167 SP:Iteration 4F (492.898105 sec): 3 clusters Score: Raw -135207.444538 + Penalty 722.366074 = -134485.078464 nChanged 129 SP:Iteration 5Q (492.947447 sec): 3 clusters Score: Raw -135271.217506 + Penalty 722.366074 = -134548.851432 nChanged 81 SP:Iteration 6Q (492.992747 sec): 3 clusters Score: Raw -135303.443335 + Penalty 722.366074 = -134581.077261 nChanged 61 SP:Iteration 7Q (493.045539 sec): 3 clusters Score: Raw -135326.706886 + Penalty 722.366074 = -134604.340812 nChanged 55 SP:Iteration 8Q (493.080501 sec): 3 clusters Score: Raw -135347.994044 + Penalty 722.366074 = -134625.627970 nChanged 53 SP:Iteration 9Q (493.130982 sec): 3 clusters Score: Raw -135367.839885 + Penalty 722.366074 = -134645.473811 nChanged 46 SP:Iteration 10Q (493.180207 sec): 3 clusters Score: Raw -135386.466533 + Penalty 722.366074 = -134664.100459 nChanged 58 SP:Iteration 11Q (493.219908 sec): 3 clusters Score: Raw -135411.417547 + Penalty 722.366074 = -134689.051473 nChanged 53 SP:Iteration 12Q (493.265204 sec): 3 clusters Score: Raw -135433.802542 + Penalty 722.366074 = -134711.436468 nChanged 48 SP:Iteration 13Q (493.317508 sec): 3 clusters Score: Raw -135454.948672 + Penalty 722.366074 = -134732.582598 nChanged 46 SP:Iteration 14Q (493.353898 sec): 3 clusters Score: Raw -135481.441836 + Penalty 722.366074 = -134759.075762 nChanged 40 SP:Iteration 15Q (493.399433 sec): 3 clusters Score: Raw -135500.399633 + Penalty 722.366074 = -134778.033559 nChanged 24 SP:Iteration 16Q (493.448626 sec): 3 clusters Score: Raw -135508.720963 + Penalty 722.366074 = -134786.354889 nChanged 23 SP:Iteration 17Q (493.498033 sec): 3 clusters Score: Raw -135514.800161 + Penalty 722.366074 = -134792.434087 nChanged 11 SP:Iteration 18Q (493.554412 sec): 3 clusters Score: Raw -135517.095554 + Penalty 722.366074 = -134794.729479 nChanged 11 SP:Iteration 19Q (493.604142 sec): 3 clusters Score: Raw -135519.955396 + Penalty 722.366074 = -134797.589322 nChanged 8 SP:Iteration 20F (493.650880 sec): 3 clusters Score: Raw -135521.338929 + Penalty 722.366074 = -134798.972854 nChanged 7 SP:Iteration 21Q (493.694741 sec): 3 clusters Score: Raw -135523.462868 + Penalty 722.366074 = -134801.096794 nChanged 9 SP:Iteration 22Q (493.747737 sec): 3 clusters Score: Raw -135526.379408 + Penalty 722.366074 = -134804.013334 nChanged 11 SP:Iteration 23Q (493.798009 sec): 3 clusters Score: Raw -135529.356474 + Penalty 722.366074 = -134806.990400 nChanged 8 SP:Iteration 24Q (493.843729 sec): 3 clusters Score: Raw -135532.170736 + Penalty 722.366074 = -134809.804661 nChanged 5 SP:Iteration 25Q (493.895989 sec): 3 clusters Score: Raw -135534.850251 + Penalty 722.366074 = -134812.484176 nChanged 11 SP:Iteration 26Q (493.941704 sec): 3 clusters Score: Raw -135538.997292 + Penalty 722.366074 = -134816.631217 nChanged 6 SP:Iteration 27Q (493.979248 sec): 3 clusters Score: Raw -135540.801417 + Penalty 722.366074 = -134818.435343 nChanged 9 SP:Iteration 28Q (494.029430 sec): 3 clusters Score: Raw -135543.606097 + Penalty 722.366074 = -134821.240023 nChanged 9 SP:Iteration 29Q (494.077739 sec): 3 clusters Score: Raw -135547.041427 + Penalty 722.366074 = -134824.675353 nChanged 7 SP:Iteration 30Q (494.116237 sec): 3 clusters Score: Raw -135549.948129 + Penalty 722.366074 = -134827.582055 nChanged 4 SP:Iteration 31Q (494.164248 sec): 3 clusters Score: Raw -135550.909407 + Penalty 722.366074 = -134828.543333 nChanged 0 SP:Iteration 32F (494.204464 sec): 3 clusters Score: Raw -135550.909407 + Penalty 722.366074 = -134828.543333 nChanged 0 Trying to split cluster 8 (6350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.241266 sec): 2 clusters Score: Raw -340312.224403 + Penalty 398.407559 = -339913.816844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.280966 sec): 3 clusters Score: Raw -336520.279105 + Penalty 796.815118 = -335723.463987 nChanged 2807 SP:Iteration 1F (494.337342 sec): 3 clusters Score: Raw -338068.293101 + Penalty 796.815118 = -337271.477982 nChanged 472 SP:Iteration 2F (494.386268 sec): 3 clusters Score: Raw -338323.120365 + Penalty 796.815118 = -337526.305247 nChanged 476 SP:Iteration 3F (494.428967 sec): 3 clusters Score: Raw -338637.011852 + Penalty 796.815118 = -337840.196733 nChanged 488 SP:Iteration 4F (494.489787 sec): 3 clusters Score: Raw -338995.348559 + Penalty 796.815118 = -338198.533441 nChanged 414 SP:Iteration 5F (494.541117 sec): 3 clusters Score: Raw -339307.149561 + Penalty 796.815118 = -338510.334443 nChanged 346 SP:Iteration 6F (494.585288 sec): 3 clusters Score: Raw -339612.906109 + Penalty 796.815118 = -338816.090990 nChanged 259 SP:Iteration 7Q (494.638349 sec): 3 clusters Score: Raw -339860.829542 + Penalty 796.815118 = -339064.014424 nChanged 182 SP:Iteration 8Q (494.687430 sec): 3 clusters Score: Raw -340050.465000 + Penalty 796.815118 = -339253.649881 nChanged 170 SP:Iteration 9Q (494.728291 sec): 3 clusters Score: Raw -340228.174837 + Penalty 796.815118 = -339431.359719 nChanged 117 SP:Iteration 10Q (494.784929 sec): 3 clusters Score: Raw -340361.758100 + Penalty 796.815118 = -339564.942981 nChanged 79 SP:Iteration 11Q (494.825506 sec): 3 clusters Score: Raw -340441.213303 + Penalty 796.815118 = -339644.398184 nChanged 85 SP:Iteration 12Q (494.888854 sec): 3 clusters Score: Raw -340496.230254 + Penalty 796.815118 = -339699.415135 nChanged 58 SP:Iteration 13Q (494.941152 sec): 3 clusters Score: Raw -340526.174267 + Penalty 796.815118 = -339729.359149 nChanged 38 SP:Iteration 14Q (494.989199 sec): 3 clusters Score: Raw -340542.614032 + Penalty 796.815118 = -339745.798913 nChanged 24 SP:Iteration 15Q (495.030379 sec): 3 clusters Score: Raw -340550.113872 + Penalty 796.815118 = -339753.298754 nChanged 20 SP:Iteration 16Q (495.097019 sec): 3 clusters Score: Raw -340555.343660 + Penalty 796.815118 = -339758.528541 nChanged 15 SP:Iteration 17Q (495.137255 sec): 3 clusters Score: Raw -340557.925249 + Penalty 796.815118 = -339761.110130 nChanged 7 SP:Iteration 18Q (495.195592 sec): 3 clusters Score: Raw -340558.597664 + Penalty 796.815118 = -339761.782546 nChanged 3 SP:Iteration 19Q (495.244052 sec): 3 clusters Score: Raw -340558.777547 + Penalty 796.815118 = -339761.962428 nChanged 2 SP:Iteration 20F (495.293117 sec): 3 clusters Score: Raw -340558.928865 + Penalty 796.815118 = -339762.113746 nChanged 1 SP:Iteration 21Q (495.353079 sec): 3 clusters Score: Raw -340558.996684 + Penalty 796.815118 = -339762.181566 nChanged 1 SP:Iteration 22Q (495.403046 sec): 3 clusters Score: Raw -340559.174439 + Penalty 796.815118 = -339762.359320 nChanged 2 SP:Iteration 23Q (495.446899 sec): 3 clusters Score: Raw -340559.253312 + Penalty 796.815118 = -339762.438194 nChanged 0 SP:Iteration 24F (495.504679 sec): 3 clusters Score: Raw -340559.253312 + Penalty 796.815118 = -339762.438194 nChanged 0 Trying to split cluster 9 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.526737 sec): 2 clusters Score: Raw -10637.208106 + Penalty 249.369071 = -10387.839035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.579135 sec): 3 clusters Score: Raw -10584.879401 + Penalty 498.738142 = -10086.141259 nChanged 81 SP:Iteration 1F (495.628113 sec): 3 clusters Score: Raw -10693.994327 + Penalty 498.738142 = -10195.256184 nChanged 15 SP:Iteration 2F (495.675589 sec): 3 clusters Score: Raw -10737.355780 + Penalty 498.738142 = -10238.617638 nChanged 16 SP:Iteration 3F (495.718210 sec): 3 clusters Score: Raw -10792.902635 + Penalty 498.738142 = -10294.164492 nChanged 9 SP:Iteration 4Q (495.750340 sec): 3 clusters Score: Raw -10833.105268 + Penalty 498.738142 = -10334.367126 nChanged 9 SP:Iteration 5Q (495.802558 sec): 3 clusters Score: Raw -10852.815890 + Penalty 498.738142 = -10354.077748 nChanged 5 SP:Iteration 6Q (495.833752 sec): 3 clusters Score: Raw -10857.434007 + Penalty 498.738142 = -10358.695865 nChanged 3 SP:Iteration 7Q (495.875431 sec): 3 clusters Score: Raw -10859.620240 + Penalty 498.738142 = -10360.882098 nChanged 2 SP:Iteration 8Q (495.925909 sec): 3 clusters Score: Raw -10863.369825 + Penalty 498.738142 = -10364.631683 nChanged 3 SP:Iteration 9Q (495.968635 sec): 3 clusters Score: Raw -10867.132507 + Penalty 498.738142 = -10368.394365 nChanged 0 SP:Iteration 10F (496.004979 sec): 3 clusters Score: Raw -10867.132507 + Penalty 498.738142 = -10368.394365 nChanged 0 Trying to split cluster 10 (14560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.033791 sec): 2 clusters Score: Raw -785187.554819 + Penalty 436.164516 = -784751.390303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.089163 sec): 3 clusters Score: Raw -775882.768109 + Penalty 872.329032 = -775010.439077 nChanged 6856 SP:Iteration 1F (496.142854 sec): 3 clusters Score: Raw -780112.695455 + Penalty 872.329032 = -779240.366422 nChanged 1077 SP:Iteration 2F (496.204871 sec): 3 clusters Score: Raw -780840.710102 + Penalty 872.329032 = -779968.381069 nChanged 1210 SP:Iteration 3F (496.252550 sec): 3 clusters Score: Raw -781831.710685 + Penalty 872.329032 = -780959.381653 nChanged 1193 SP:Iteration 4F (496.318010 sec): 3 clusters Score: Raw -782975.687436 + Penalty 872.329032 = -782103.358404 nChanged 956 SP:Iteration 5F (496.377459 sec): 3 clusters Score: Raw -783909.565162 + Penalty 872.329032 = -783037.236130 nChanged 651 SP:Iteration 6Q (496.438241 sec): 3 clusters Score: Raw -784500.888691 + Penalty 872.329032 = -783628.559658 nChanged 408 SP:Iteration 7Q (496.485251 sec): 3 clusters Score: Raw -784781.460669 + Penalty 872.329032 = -783909.131636 nChanged 228 SP:Iteration 8Q (496.543214 sec): 3 clusters Score: Raw -784893.891734 + Penalty 872.329032 = -784021.562702 nChanged 157 SP:Iteration 9Q (496.609292 sec): 3 clusters Score: Raw -784963.489403 + Penalty 872.329032 = -784091.160371 nChanged 134 SP:Iteration 10Q (496.657050 sec): 3 clusters Score: Raw -785015.124231 + Penalty 872.329032 = -784142.795198 nChanged 111 SP:Iteration 11Q (496.713739 sec): 3 clusters Score: Raw -785060.944206 + Penalty 872.329032 = -784188.615174 nChanged 108 SP:Iteration 12Q (496.773335 sec): 3 clusters Score: Raw -785108.874308 + Penalty 872.329032 = -784236.545276 nChanged 101 SP:Iteration 13Q (496.818683 sec): 3 clusters Score: Raw -785170.309662 + Penalty 872.329032 = -784297.980629 nChanged 102 SP:Iteration 14Q (496.871190 sec): 3 clusters Score: Raw -785227.600020 + Penalty 872.329032 = -784355.270987 nChanged 84 SP:Iteration 15Q (496.934320 sec): 3 clusters Score: Raw -785270.066151 + Penalty 872.329032 = -784397.737119 nChanged 72 SP:Iteration 16Q (496.991506 sec): 3 clusters Score: Raw -785306.301961 + Penalty 872.329032 = -784433.972928 nChanged 82 SP:Iteration 17Q (497.043250 sec): 3 clusters Score: Raw -785350.538079 + Penalty 872.329032 = -784478.209047 nChanged 70 SP:Iteration 18Q (497.101709 sec): 3 clusters Score: Raw -785386.596798 + Penalty 872.329032 = -784514.267766 nChanged 61 SP:Iteration 19Q (497.154549 sec): 3 clusters Score: Raw -785421.891432 + Penalty 872.329032 = -784549.562400 nChanged 56 SP:Iteration 20F (497.222937 sec): 3 clusters Score: Raw -785452.824862 + Penalty 872.329032 = -784580.495830 nChanged 42 SP:Iteration 21Q (497.283532 sec): 3 clusters Score: Raw -785479.184768 + Penalty 872.329032 = -784606.855736 nChanged 39 SP:Iteration 22Q (497.343529 sec): 3 clusters Score: Raw -785499.245019 + Penalty 872.329032 = -784626.915987 nChanged 28 SP:Iteration 23Q (497.400639 sec): 3 clusters Score: Raw -785511.213740 + Penalty 872.329032 = -784638.884708 nChanged 27 SP:Iteration 24Q (497.452738 sec): 3 clusters Score: Raw -785521.271347 + Penalty 872.329032 = -784648.942315 nChanged 16 SP:Iteration 25Q (497.513108 sec): 3 clusters Score: Raw -785527.382838 + Penalty 872.329032 = -784655.053805 nChanged 20 SP:Iteration 26Q (497.572668 sec): 3 clusters Score: Raw -785537.321443 + Penalty 872.329032 = -784664.992411 nChanged 29 SP:Iteration 27Q (497.626834 sec): 3 clusters Score: Raw -785549.151796 + Penalty 872.329032 = -784676.822764 nChanged 19 SP:Iteration 28Q (497.675771 sec): 3 clusters Score: Raw -785555.955384 + Penalty 872.329032 = -784683.626352 nChanged 12 SP:Iteration 29Q (497.729402 sec): 3 clusters Score: Raw -785558.900530 + Penalty 872.329032 = -784686.571497 nChanged 10 SP:Iteration 30Q (497.793061 sec): 3 clusters Score: Raw -785561.734747 + Penalty 872.329032 = -784689.405715 nChanged 6 SP:Iteration 31Q (497.841677 sec): 3 clusters Score: Raw -785563.109333 + Penalty 872.329032 = -784690.780301 nChanged 4 SP:Iteration 32Q (497.898159 sec): 3 clusters Score: Raw -785564.110116 + Penalty 872.329032 = -784691.781084 nChanged 2 SP:Iteration 33Q (497.958944 sec): 3 clusters Score: Raw -785564.700811 + Penalty 872.329032 = -784692.371779 nChanged 1 SP:Iteration 34Q (498.016040 sec): 3 clusters Score: Raw -785564.747743 + Penalty 872.329032 = -784692.418710 nChanged 0 SP:Iteration 35F (498.069903 sec): 3 clusters Score: Raw -785564.747743 + Penalty 872.329032 = -784692.418710 nChanged 0 Trying to split cluster 12 (24747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (498.113750 sec): 2 clusters Score: Raw -1367984.024056 + Penalty 460.298909 = -1367523.725147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (498.177257 sec): 3 clusters Score: Raw -1351995.657572 + Penalty 920.597819 = -1351075.059753 nChanged 11741 SP:Iteration 1F (498.250998 sec): 3 clusters Score: Raw -1359019.069056 + Penalty 920.597819 = -1358098.471237 nChanged 1243 SP:Iteration 2F (498.324137 sec): 3 clusters Score: Raw -1359501.833926 + Penalty 920.597819 = -1358581.236107 nChanged 1234 SP:Iteration 3Q (498.395832 sec): 3 clusters Score: Raw -1360038.058401 + Penalty 920.597819 = -1359117.460582 nChanged 1242 SP:Iteration 4F (498.471374 sec): 3 clusters Score: Raw -1360671.336741 + Penalty 920.597819 = -1359750.738922 nChanged 1257 SP:Iteration 5F (498.529567 sec): 3 clusters Score: Raw -1361347.675935 + Penalty 920.597819 = -1360427.078116 nChanged 1232 SP:Iteration 6Q (498.613224 sec): 3 clusters Score: Raw -1362076.856608 + Penalty 920.597819 = -1361156.258789 nChanged 1207 SP:Iteration 7Q (498.688186 sec): 3 clusters Score: Raw -1362926.203308 + Penalty 920.597819 = -1362005.605489 nChanged 1172 SP:Iteration 8Q (498.759005 sec): 3 clusters Score: Raw -1363750.453774 + Penalty 920.597819 = -1362829.855956 nChanged 943 SP:Iteration 9Q (498.831598 sec): 3 clusters Score: Raw -1364360.963119 + Penalty 920.597819 = -1363440.365300 nChanged 755 SP:Iteration 10Q (498.902433 sec): 3 clusters Score: Raw -1364725.936057 + Penalty 920.597819 = -1363805.338238 nChanged 554 SP:Iteration 11Q (498.956983 sec): 3 clusters Score: Raw -1364955.448255 + Penalty 920.597819 = -1364034.850436 nChanged 461 SP:Iteration 12Q (499.024335 sec): 3 clusters Score: Raw -1365150.395077 + Penalty 920.597819 = -1364229.797258 nChanged 431 SP:Iteration 13Q (499.101679 sec): 3 clusters Score: Raw -1365334.089395 + Penalty 920.597819 = -1364413.491576 nChanged 488 SP:Iteration 14Q (499.168327 sec): 3 clusters Score: Raw -1365555.911992 + Penalty 920.597819 = -1364635.314173 nChanged 476 SP:Iteration 15Q (499.239052 sec): 3 clusters Score: Raw -1365771.763563 + Penalty 920.597819 = -1364851.165744 nChanged 485 SP:Iteration 16Q (499.296842 sec): 3 clusters Score: Raw -1366001.183101 + Penalty 920.597819 = -1365080.585282 nChanged 467 SP:Iteration 17Q (499.366342 sec): 3 clusters Score: Raw -1366240.745186 + Penalty 920.597819 = -1365320.147367 nChanged 457 SP:Iteration 18Q (499.445818 sec): 3 clusters Score: Raw -1366496.607032 + Penalty 920.597819 = -1365576.009213 nChanged 442 SP:Iteration 19Q (499.503679 sec): 3 clusters Score: Raw -1366768.045796 + Penalty 920.597819 = -1365847.447977 nChanged 418 SP:Iteration 20F (499.575661 sec): 3 clusters Score: Raw -1367039.131016 + Penalty 920.597819 = -1366118.533197 nChanged 374 SP:Iteration 21Q (499.643700 sec): 3 clusters Score: Raw -1367295.354830 + Penalty 920.597819 = -1366374.757011 nChanged 305 SP:Iteration 22Q (499.708632 sec): 3 clusters Score: Raw -1367500.630537 + Penalty 920.597819 = -1366580.032718 nChanged 230 SP:Iteration 23Q (499.774944 sec): 3 clusters Score: Raw -1367654.455711 + Penalty 920.597819 = -1366733.857892 nChanged 176 SP:Iteration 24Q (499.840909 sec): 3 clusters Score: Raw -1367789.091166 + Penalty 920.597819 = -1366868.493347 nChanged 118 SP:Iteration 25Q (499.907921 sec): 3 clusters Score: Raw -1367886.959160 + Penalty 920.597819 = -1366966.361342 nChanged 73 SP:Iteration 26Q (499.976209 sec): 3 clusters Score: Raw -1367947.455746 + Penalty 920.597819 = -1367026.857927 nChanged 45 SP:Iteration 27Q (500.044376 sec): 3 clusters Score: Raw -1367979.571310 + Penalty 920.597819 = -1367058.973491 nChanged 34 SP:Iteration 28Q (500.110317 sec): 3 clusters Score: Raw -1367995.124317 + Penalty 920.597819 = -1367074.526498 nChanged 25 SP:Iteration 29Q (500.165830 sec): 3 clusters Score: Raw -1368007.463685 + Penalty 920.597819 = -1367086.865866 nChanged 23 SP:Iteration 30Q (500.231960 sec): 3 clusters Score: Raw -1368016.232051 + Penalty 920.597819 = -1367095.634232 nChanged 14 SP:Iteration 31Q (500.303022 sec): 3 clusters Score: Raw -1368024.608806 + Penalty 920.597819 = -1367104.010987 nChanged 15 SP:Iteration 32Q (500.356518 sec): 3 clusters Score: Raw -1368033.846661 + Penalty 920.597819 = -1367113.248842 nChanged 12 SP:Iteration 33Q (500.428806 sec): 3 clusters Score: Raw -1368041.147553 + Penalty 920.597819 = -1367120.549734 nChanged 11 SP:Iteration 34Q (500.494643 sec): 3 clusters Score: Raw -1368049.257455 + Penalty 920.597819 = -1367128.659636 nChanged 8 SP:Iteration 35Q (500.561600 sec): 3 clusters Score: Raw -1368057.433949 + Penalty 920.597819 = -1367136.836131 nChanged 12 SP:Iteration 36Q (500.622305 sec): 3 clusters Score: Raw -1368065.031534 + Penalty 920.597819 = -1367144.433715 nChanged 8 SP:Iteration 37Q (500.678652 sec): 3 clusters Score: Raw -1368069.581357 + Penalty 920.597819 = -1367148.983538 nChanged 5 SP:Iteration 38Q (500.742568 sec): 3 clusters Score: Raw -1368073.170037 + Penalty 920.597819 = -1367152.572218 nChanged 5 SP:Iteration 39Q (500.809459 sec): 3 clusters Score: Raw -1368076.913381 + Penalty 920.597819 = -1367156.315562 nChanged 5 SP:Iteration 40F (500.877832 sec): 3 clusters Score: Raw -1368079.752606 + Penalty 920.597819 = -1367159.154787 nChanged 5 SP:Iteration 41Q (500.935741 sec): 3 clusters Score: Raw -1368082.146588 + Penalty 920.597819 = -1367161.548769 nChanged 2 SP:Iteration 42Q (501.004864 sec): 3 clusters Score: Raw -1368084.022110 + Penalty 920.597819 = -1367163.424291 nChanged 1 SP:Iteration 43Q (501.057401 sec): 3 clusters Score: Raw -1368084.279775 + Penalty 920.597819 = -1367163.681956 nChanged 1 SP:Iteration 44Q (501.135159 sec): 3 clusters Score: Raw -1368084.997759 + Penalty 920.597819 = -1367164.399940 nChanged 1 SP:Iteration 45Q (501.190426 sec): 3 clusters Score: Raw -1368086.221065 + Penalty 920.597819 = -1367165.623246 nChanged 3 SP:Iteration 46Q (501.266063 sec): 3 clusters Score: Raw -1368088.144478 + Penalty 920.597819 = -1367167.546659 nChanged 2 SP:Iteration 47Q (501.329649 sec): 3 clusters Score: Raw -1368089.289871 + Penalty 920.597819 = -1367168.692052 nChanged 3 SP:Iteration 48Q (501.389272 sec): 3 clusters Score: Raw -1368091.457839 + Penalty 920.597819 = -1367170.860020 nChanged 2 SP:Iteration 49Q (501.453136 sec): 3 clusters Score: Raw -1368092.768062 + Penalty 920.597819 = -1367172.170243 nChanged 0 SP:Iteration 50F (501.520491 sec): 3 clusters Score: Raw -1368092.768062 + Penalty 920.597819 = -1367172.170243 nChanged 0 Trying to split cluster 14 (15913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.555531 sec): 2 clusters Score: Raw -809763.174861 + Penalty 440.207571 = -809322.967290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.617140 sec): 3 clusters Score: Raw -799601.998036 + Penalty 880.415141 = -798721.582894 nChanged 7483 SP:Iteration 1F (501.680454 sec): 3 clusters Score: Raw -804403.813170 + Penalty 880.415141 = -803523.398028 nChanged 1038 SP:Iteration 2F (501.733461 sec): 3 clusters Score: Raw -805033.393853 + Penalty 880.415141 = -804152.978712 nChanged 1043 SP:Iteration 3F (501.793076 sec): 3 clusters Score: Raw -805731.161514 + Penalty 880.415141 = -804850.746373 nChanged 1044 SP:Iteration 4F (501.862110 sec): 3 clusters Score: Raw -806472.444488 + Penalty 880.415141 = -805592.029347 nChanged 982 SP:Iteration 5F (501.921082 sec): 3 clusters Score: Raw -807086.319743 + Penalty 880.415141 = -806205.904601 nChanged 782 SP:Iteration 6Q (501.986965 sec): 3 clusters Score: Raw -807464.497448 + Penalty 880.415141 = -806584.082306 nChanged 542 SP:Iteration 7Q (502.045019 sec): 3 clusters Score: Raw -807669.733005 + Penalty 880.415141 = -806789.317863 nChanged 419 SP:Iteration 8Q (502.098276 sec): 3 clusters Score: Raw -807792.927401 + Penalty 880.415141 = -806912.512260 nChanged 330 SP:Iteration 9Q (502.170105 sec): 3 clusters Score: Raw -807879.691746 + Penalty 880.415141 = -806999.276604 nChanged 272 SP:Iteration 10Q (502.229715 sec): 3 clusters Score: Raw -807947.462088 + Penalty 880.415141 = -807067.046947 nChanged 250 SP:Iteration 11Q (502.292206 sec): 3 clusters Score: Raw -808013.883140 + Penalty 880.415141 = -807133.467998 nChanged 253 SP:Iteration 12Q (502.342564 sec): 3 clusters Score: Raw -808087.823968 + Penalty 880.415141 = -807207.408827 nChanged 295 SP:Iteration 13Q (502.413344 sec): 3 clusters Score: Raw -808191.810871 + Penalty 880.415141 = -807311.395729 nChanged 307 SP:Iteration 14Q (502.469407 sec): 3 clusters Score: Raw -808306.797931 + Penalty 880.415141 = -807426.382790 nChanged 292 SP:Iteration 15Q (502.531785 sec): 3 clusters Score: Raw -808418.548486 + Penalty 880.415141 = -807538.133344 nChanged 315 SP:Iteration 16Q (502.592066 sec): 3 clusters Score: Raw -808558.033836 + Penalty 880.415141 = -807677.618695 nChanged 334 SP:Iteration 17Q (502.643930 sec): 3 clusters Score: Raw -808717.765552 + Penalty 880.415141 = -807837.350411 nChanged 336 SP:Iteration 18Q (502.708160 sec): 3 clusters Score: Raw -808897.771884 + Penalty 880.415141 = -808017.356743 nChanged 332 SP:Iteration 19Q (502.771901 sec): 3 clusters Score: Raw -809075.748959 + Penalty 880.415141 = -808195.333818 nChanged 276 SP:Iteration 20F (502.846097 sec): 3 clusters Score: Raw -809219.073074 + Penalty 880.415141 = -808338.657932 nChanged 269 SP:Iteration 21Q (502.905688 sec): 3 clusters Score: Raw -809361.183139 + Penalty 880.415141 = -808480.767998 nChanged 235 SP:Iteration 22Q (502.960441 sec): 3 clusters Score: Raw -809482.580443 + Penalty 880.415141 = -808602.165301 nChanged 206 SP:Iteration 23Q (503.021071 sec): 3 clusters Score: Raw -809583.878171 + Penalty 880.415141 = -808703.463029 nChanged 187 SP:Iteration 24Q (503.080102 sec): 3 clusters Score: Raw -809690.440514 + Penalty 880.415141 = -808810.025373 nChanged 153 SP:Iteration 25Q (503.138956 sec): 3 clusters Score: Raw -809777.624730 + Penalty 880.415141 = -808897.209588 nChanged 120 SP:Iteration 26Q (503.200519 sec): 3 clusters Score: Raw -809843.351860 + Penalty 880.415141 = -808962.936719 nChanged 91 SP:Iteration 27Q (503.264771 sec): 3 clusters Score: Raw -809894.937699 + Penalty 880.415141 = -809014.522557 nChanged 77 SP:Iteration 28Q (503.315589 sec): 3 clusters Score: Raw -809931.835228 + Penalty 880.415141 = -809051.420087 nChanged 54 SP:Iteration 29Q (503.382350 sec): 3 clusters Score: Raw -809957.706358 + Penalty 880.415141 = -809077.291217 nChanged 42 SP:Iteration 30Q (503.441150 sec): 3 clusters Score: Raw -809972.542855 + Penalty 880.415141 = -809092.127714 nChanged 35 SP:Iteration 31Q (503.496612 sec): 3 clusters Score: Raw -809986.766429 + Penalty 880.415141 = -809106.351287 nChanged 32 SP:Iteration 32Q (503.543572 sec): 3 clusters Score: Raw -810001.151486 + Penalty 880.415141 = -809120.736345 nChanged 28 SP:Iteration 33Q (503.611216 sec): 3 clusters Score: Raw -810015.953467 + Penalty 880.415141 = -809135.538325 nChanged 33 SP:Iteration 34Q (503.660122 sec): 3 clusters Score: Raw -810030.251064 + Penalty 880.415141 = -809149.835923 nChanged 16 SP:Iteration 35Q (503.723334 sec): 3 clusters Score: Raw -810037.038350 + Penalty 880.415141 = -809156.623209 nChanged 16 SP:Iteration 36Q (503.785410 sec): 3 clusters Score: Raw -810041.875378 + Penalty 880.415141 = -809161.460236 nChanged 15 SP:Iteration 37Q (503.836426 sec): 3 clusters Score: Raw -810046.193069 + Penalty 880.415141 = -809165.777927 nChanged 9 SP:Iteration 38Q (503.897739 sec): 3 clusters Score: Raw -810050.034601 + Penalty 880.415141 = -809169.619459 nChanged 13 SP:Iteration 39Q (503.945845 sec): 3 clusters Score: Raw -810053.565360 + Penalty 880.415141 = -809173.150219 nChanged 15 SP:Iteration 40F (504.015482 sec): 3 clusters Score: Raw -810057.482786 + Penalty 880.415141 = -809177.067645 nChanged 12 SP:Iteration 41Q (504.059359 sec): 3 clusters Score: Raw -810060.009939 + Penalty 880.415141 = -809179.594797 nChanged 5 SP:Iteration 42Q (504.121381 sec): 3 clusters Score: Raw -810060.497040 + Penalty 880.415141 = -809180.081899 nChanged 0 SP:Iteration 43F (504.175883 sec): 3 clusters Score: Raw -810060.497040 + Penalty 880.415141 = -809180.081899 nChanged 0 Trying to split cluster 15 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.199402 sec): 2 clusters Score: Raw -42314.734408 + Penalty 308.018710 = -42006.715698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.250035 sec): 3 clusters Score: Raw -41917.162771 + Penalty 616.037420 = -41301.125351 nChanged 335 SP:Iteration 1F (504.289853 sec): 3 clusters Score: Raw -42173.213560 + Penalty 616.037420 = -41557.176140 nChanged 91 SP:Iteration 2F (504.329551 sec): 3 clusters Score: Raw -42272.420989 + Penalty 616.037420 = -41656.383569 nChanged 64 SP:Iteration 3F (504.368719 sec): 3 clusters Score: Raw -42329.657003 + Penalty 616.037420 = -41713.619583 nChanged 46 SP:Iteration 4F (504.411376 sec): 3 clusters Score: Raw -42367.310237 + Penalty 616.037420 = -41751.272817 nChanged 38 SP:Iteration 5Q (504.461767 sec): 3 clusters Score: Raw -42408.203079 + Penalty 616.037420 = -41792.165659 nChanged 35 SP:Iteration 6Q (504.502318 sec): 3 clusters Score: Raw -42431.990958 + Penalty 616.037420 = -41815.953538 nChanged 19 SP:Iteration 7Q (504.538834 sec): 3 clusters Score: Raw -42444.600495 + Penalty 616.037420 = -41828.563075 nChanged 4 SP:Iteration 8Q (504.585322 sec): 3 clusters Score: Raw -42455.045852 + Penalty 616.037420 = -41839.008432 nChanged 4 SP:Iteration 9Q (504.628983 sec): 3 clusters Score: Raw -42457.755240 + Penalty 616.037420 = -41841.717820 nChanged 3 SP:Iteration 10Q (504.679713 sec): 3 clusters Score: Raw -42462.622379 + Penalty 616.037420 = -41846.584959 nChanged 5 SP:Iteration 11Q (504.722445 sec): 3 clusters Score: Raw -42471.965720 + Penalty 616.037420 = -41855.928300 nChanged 8 SP:Iteration 12Q (504.755622 sec): 3 clusters Score: Raw -42485.237353 + Penalty 616.037420 = -41869.199933 nChanged 11 SP:Iteration 13Q (504.801015 sec): 3 clusters Score: Raw -42503.858576 + Penalty 616.037420 = -41887.821156 nChanged 15 SP:Iteration 14Q (504.847838 sec): 3 clusters Score: Raw -42521.120958 + Penalty 616.037420 = -41905.083538 nChanged 12 SP:Iteration 15Q (504.893262 sec): 3 clusters Score: Raw -42528.239662 + Penalty 616.037420 = -41912.202242 nChanged 6 SP:Iteration 16Q (504.936485 sec): 3 clusters Score: Raw -42530.790266 + Penalty 616.037420 = -41914.752846 nChanged 12 SP:Iteration 17Q (504.972544 sec): 3 clusters Score: Raw -42537.453386 + Penalty 616.037420 = -41921.415966 nChanged 9 SP:Iteration 18Q (505.017716 sec): 3 clusters Score: Raw -42541.804586 + Penalty 616.037420 = -41925.767166 nChanged 8 SP:Iteration 19Q (505.060903 sec): 3 clusters Score: Raw -42547.088314 + Penalty 616.037420 = -41931.050895 nChanged 8 SP:Iteration 20F (505.102875 sec): 3 clusters Score: Raw -42551.086479 + Penalty 616.037420 = -41935.049059 nChanged 6 SP:Iteration 21Q (505.136992 sec): 3 clusters Score: Raw -42555.645229 + Penalty 616.037420 = -41939.607809 nChanged 6 SP:Iteration 22Q (505.183597 sec): 3 clusters Score: Raw -42558.148526 + Penalty 616.037420 = -41942.111106 nChanged 5 SP:Iteration 23Q (505.226375 sec): 3 clusters Score: Raw -42560.640078 + Penalty 616.037420 = -41944.602658 nChanged 6 SP:Iteration 24Q (505.270154 sec): 3 clusters Score: Raw -42562.619518 + Penalty 616.037420 = -41946.582098 nChanged 0 SP:Iteration 25F (505.314397 sec): 3 clusters Score: Raw -42562.619518 + Penalty 616.037420 = -41946.582098 nChanged 0 Trying to split cluster 16 (53741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.381243 sec): 2 clusters Score: Raw -2959526.987269 + Penalty 495.582883 = -2959031.404386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.474337 sec): 3 clusters Score: Raw -2923802.396151 + Penalty 991.165766 = -2922811.230385 nChanged 26051 SP:Iteration 1F (505.566611 sec): 3 clusters Score: Raw -2940230.147945 + Penalty 991.165766 = -2939238.982179 nChanged 2937 SP:Iteration 2F (505.666247 sec): 3 clusters Score: Raw -2941892.422182 + Penalty 991.165766 = -2940901.256416 nChanged 3218 SP:Iteration 3F (505.761283 sec): 3 clusters Score: Raw -2944024.851272 + Penalty 991.165766 = -2943033.685507 nChanged 3419 SP:Iteration 4F (505.856382 sec): 3 clusters Score: Raw -2946626.853678 + Penalty 991.165766 = -2945635.687913 nChanged 3398 SP:Iteration 5F (505.950659 sec): 3 clusters Score: Raw -2949140.821383 + Penalty 991.165766 = -2948149.655618 nChanged 2916 SP:Iteration 6F (506.045804 sec): 3 clusters Score: Raw -2950987.265510 + Penalty 991.165766 = -2949996.099744 nChanged 2175 SP:Iteration 7Q (506.142021 sec): 3 clusters Score: Raw -2951912.625151 + Penalty 991.165766 = -2950921.459386 nChanged 1395 SP:Iteration 8Q (506.231782 sec): 3 clusters Score: Raw -2952340.945826 + Penalty 991.165766 = -2951349.780060 nChanged 1022 SP:Iteration 9Q (506.326788 sec): 3 clusters Score: Raw -2952646.736245 + Penalty 991.165766 = -2951655.570479 nChanged 890 SP:Iteration 10Q (506.422431 sec): 3 clusters Score: Raw -2952958.062331 + Penalty 991.165766 = -2951966.896565 nChanged 1009 SP:Iteration 11Q (506.518022 sec): 3 clusters Score: Raw -2953355.893359 + Penalty 991.165766 = -2952364.727594 nChanged 1137 SP:Iteration 12Q (506.610564 sec): 3 clusters Score: Raw -2953873.045585 + Penalty 991.165766 = -2952881.879819 nChanged 1168 SP:Iteration 13Q (506.704590 sec): 3 clusters Score: Raw -2954427.344694 + Penalty 991.165766 = -2953436.178928 nChanged 1163 SP:Iteration 14Q (506.797505 sec): 3 clusters Score: Raw -2955000.829488 + Penalty 991.165766 = -2954009.663722 nChanged 1135 SP:Iteration 15Q (506.890055 sec): 3 clusters Score: Raw -2955611.500864 + Penalty 991.165766 = -2954620.335098 nChanged 1145 SP:Iteration 16Q (506.985365 sec): 3 clusters Score: Raw -2956240.592713 + Penalty 991.165766 = -2955249.426948 nChanged 1152 SP:Iteration 17Q (507.078746 sec): 3 clusters Score: Raw -2956886.189300 + Penalty 991.165766 = -2955895.023534 nChanged 1019 SP:Iteration 18Q (507.171222 sec): 3 clusters Score: Raw -2957448.384311 + Penalty 991.165766 = -2956457.218546 nChanged 898 SP:Iteration 19Q (507.256580 sec): 3 clusters Score: Raw -2957935.721571 + Penalty 991.165766 = -2956944.555806 nChanged 783 SP:Iteration 20F (507.347682 sec): 3 clusters Score: Raw -2958346.110745 + Penalty 991.165766 = -2957354.944980 nChanged 682 SP:Iteration 21Q (507.425674 sec): 3 clusters Score: Raw -2958649.797075 + Penalty 991.165766 = -2957658.631310 nChanged 597 SP:Iteration 22Q (507.516330 sec): 3 clusters Score: Raw -2958897.285354 + Penalty 991.165766 = -2957906.119588 nChanged 518 SP:Iteration 23Q (507.612472 sec): 3 clusters Score: Raw -2959092.119619 + Penalty 991.165766 = -2958100.953853 nChanged 476 SP:Iteration 24Q (507.699140 sec): 3 clusters Score: Raw -2959267.398705 + Penalty 991.165766 = -2958276.232939 nChanged 419 SP:Iteration 25Q (507.790817 sec): 3 clusters Score: Raw -2959400.486204 + Penalty 991.165766 = -2958409.320438 nChanged 351 SP:Iteration 26Q (507.882073 sec): 3 clusters Score: Raw -2959495.220750 + Penalty 991.165766 = -2958504.054985 nChanged 298 SP:Iteration 27Q (507.971820 sec): 3 clusters Score: Raw -2959578.624835 + Penalty 991.165766 = -2958587.459069 nChanged 294 SP:Iteration 28Q (508.065239 sec): 3 clusters Score: Raw -2959653.274215 + Penalty 991.165766 = -2958662.108450 nChanged 231 SP:Iteration 29Q (508.163054 sec): 3 clusters Score: Raw -2959706.523500 + Penalty 991.165766 = -2958715.357734 nChanged 212 SP:Iteration 30Q (508.251772 sec): 3 clusters Score: Raw -2959742.010553 + Penalty 991.165766 = -2958750.844787 nChanged 177 SP:Iteration 31Q (508.344497 sec): 3 clusters Score: Raw -2959771.035729 + Penalty 991.165766 = -2958779.869963 nChanged 151 SP:Iteration 32Q (508.431657 sec): 3 clusters Score: Raw -2959793.066587 + Penalty 991.165766 = -2958801.900821 nChanged 136 SP:Iteration 33Q (508.536273 sec): 3 clusters Score: Raw -2959810.250077 + Penalty 991.165766 = -2958819.084311 nChanged 127 SP:Iteration 34Q (508.623973 sec): 3 clusters Score: Raw -2959829.748315 + Penalty 991.165766 = -2958838.582549 nChanged 102 SP:Iteration 35Q (508.705885 sec): 3 clusters Score: Raw -2959843.700986 + Penalty 991.165766 = -2958852.535220 nChanged 98 SP:Iteration 36Q (508.801738 sec): 3 clusters Score: Raw -2959856.944682 + Penalty 991.165766 = -2958865.778916 nChanged 90 SP:Iteration 37Q (508.889534 sec): 3 clusters Score: Raw -2959865.557456 + Penalty 991.165766 = -2958874.391690 nChanged 73 SP:Iteration 38Q (508.975107 sec): 3 clusters Score: Raw -2959872.789206 + Penalty 991.165766 = -2958881.623441 nChanged 83 SP:Iteration 39Q (509.067966 sec): 3 clusters Score: Raw -2959881.936711 + Penalty 991.165766 = -2958890.770945 nChanged 83 SP:Iteration 40F (509.156243 sec): 3 clusters Score: Raw -2959913.388888 + Penalty 991.165766 = -2958922.223122 nChanged 102 SP:Iteration 41Q (509.239105 sec): 3 clusters Score: Raw -2959927.742313 + Penalty 991.165766 = -2958936.576547 nChanged 93 SP:Iteration 42Q (509.333055 sec): 3 clusters Score: Raw -2959935.629390 + Penalty 991.165766 = -2958944.463624 nChanged 76 SP:Iteration 43Q (509.424350 sec): 3 clusters Score: Raw -2959941.383967 + Penalty 991.165766 = -2958950.218201 nChanged 61 SP:Iteration 44Q (509.515490 sec): 3 clusters Score: Raw -2959945.297209 + Penalty 991.165766 = -2958954.131444 nChanged 60 SP:Iteration 45Q (509.599009 sec): 3 clusters Score: Raw -2959950.392122 + Penalty 991.165766 = -2958959.226356 nChanged 59 SP:Iteration 46Q (509.688936 sec): 3 clusters Score: Raw -2959954.818190 + Penalty 991.165766 = -2958963.652424 nChanged 58 SP:Iteration 47Q (509.779623 sec): 3 clusters Score: Raw -2959958.970383 + Penalty 991.165766 = -2958967.804618 nChanged 50 SP:Iteration 48Q (509.865036 sec): 3 clusters Score: Raw -2959961.475738 + Penalty 991.165766 = -2958970.309972 nChanged 30 SP:Iteration 49Q (509.952357 sec): 3 clusters Score: Raw -2959962.669507 + Penalty 991.165766 = -2958971.503741 nChanged 25 SP:Iteration 50Q (510.043841 sec): 3 clusters Score: Raw -2959963.469238 + Penalty 991.165766 = -2958972.303472 nChanged 16 SP:Iteration 51Q (510.128374 sec): 3 clusters Score: Raw -2959963.802021 + Penalty 991.165766 = -2958972.636256 nChanged 12 SP:Iteration 52Q (510.219904 sec): 3 clusters Score: Raw -2959964.001310 + Penalty 991.165766 = -2958972.835544 nChanged 7 SP:Iteration 53Q (510.306337 sec): 3 clusters Score: Raw -2959964.154868 + Penalty 991.165766 = -2958972.989102 nChanged 5 SP:Iteration 54Q (510.395507 sec): 3 clusters Score: Raw -2959964.215966 + Penalty 991.165766 = -2958973.050200 nChanged 3 SP:Iteration 55Q (510.486675 sec): 3 clusters Score: Raw -2959964.266924 + Penalty 991.165766 = -2958973.101159 nChanged 2 SP:Iteration 56Q (510.579795 sec): 3 clusters Score: Raw -2959964.292674 + Penalty 991.165766 = -2958973.126908 nChanged 1 SP:Iteration 57Q (510.672115 sec): 3 clusters Score: Raw -2959964.302853 + Penalty 991.165766 = -2958973.137087 nChanged 2 SP:Iteration 58Q (510.758502 sec): 3 clusters Score: Raw -2959964.330874 + Penalty 991.165766 = -2958973.165109 nChanged 1 SP:Iteration 59Q (510.856442 sec): 3 clusters Score: Raw -2959964.342912 + Penalty 991.165766 = -2958973.177147 nChanged 2 SP:Iteration 60F (510.953577 sec): 3 clusters Score: Raw -2959964.353732 + Penalty 991.165766 = -2958973.187967 nChanged 3 SP:Iteration 61Q (511.041901 sec): 3 clusters Score: Raw -2959964.434538 + Penalty 991.165766 = -2958973.268773 nChanged 4 SP:Iteration 62Q (511.130555 sec): 3 clusters Score: Raw -2959964.545044 + Penalty 991.165766 = -2958973.379279 nChanged 10 SP:Iteration 63Q (511.217727 sec): 3 clusters Score: Raw -2959964.973945 + Penalty 991.165766 = -2958973.808179 nChanged 13 SP:Iteration 64Q (511.309249 sec): 3 clusters Score: Raw -2959965.459582 + Penalty 991.165766 = -2958974.293816 nChanged 17 SP:Iteration 65Q (511.397372 sec): 3 clusters Score: Raw -2959966.224681 + Penalty 991.165766 = -2958975.058915 nChanged 21 SP:Iteration 66Q (511.490905 sec): 3 clusters Score: Raw -2959967.099549 + Penalty 991.165766 = -2958975.933784 nChanged 16 SP:Iteration 67Q (511.577086 sec): 3 clusters Score: Raw -2959967.703203 + Penalty 991.165766 = -2958976.537438 nChanged 13 SP:Iteration 68Q (511.667564 sec): 3 clusters Score: Raw -2959968.118156 + Penalty 991.165766 = -2958976.952390 nChanged 17 SP:Iteration 69Q (511.760112 sec): 3 clusters Score: Raw -2959968.772315 + Penalty 991.165766 = -2958977.606549 nChanged 18 SP:Iteration 70Q (511.850386 sec): 3 clusters Score: Raw -2959969.489739 + Penalty 991.165766 = -2958978.323974 nChanged 12 SP:Iteration 71Q (511.942146 sec): 3 clusters Score: Raw -2959969.800519 + Penalty 991.165766 = -2958978.634754 nChanged 10 SP:Iteration 72Q (512.032894 sec): 3 clusters Score: Raw -2959970.067160 + Penalty 991.165766 = -2958978.901394 nChanged 9 SP:Iteration 73Q (512.117449 sec): 3 clusters Score: Raw -2959970.284075 + Penalty 991.165766 = -2958979.118310 nChanged 11 SP:Iteration 74Q (512.211617 sec): 3 clusters Score: Raw -2959970.675851 + Penalty 991.165766 = -2958979.510085 nChanged 12 SP:Iteration 75Q (512.296896 sec): 3 clusters Score: Raw -2959971.298468 + Penalty 991.165766 = -2958980.132702 nChanged 10 SP:Iteration 76Q (512.383582 sec): 3 clusters Score: Raw -2959971.859565 + Penalty 991.165766 = -2958980.693799 nChanged 10 SP:Iteration 77Q (512.463443 sec): 3 clusters Score: Raw -2959972.217970 + Penalty 991.165766 = -2958981.052204 nChanged 7 SP:Iteration 78Q (512.538371 sec): 3 clusters Score: Raw -2959972.497432 + Penalty 991.165766 = -2958981.331666 nChanged 9 SP:Iteration 79Q (512.630099 sec): 3 clusters Score: Raw -2959972.788160 + Penalty 991.165766 = -2958981.622394 nChanged 7 SP:Iteration 80F (512.717142 sec): 3 clusters Score: Raw -2959973.138441 + Penalty 991.165766 = -2958981.972676 nChanged 7 SP:Iteration 81Q (512.805567 sec): 3 clusters Score: Raw -2959973.330856 + Penalty 991.165766 = -2958982.165091 nChanged 3 SP:Iteration 82Q (512.903270 sec): 3 clusters Score: Raw -2959973.388956 + Penalty 991.165766 = -2958982.223190 nChanged 3 SP:Iteration 83Q (512.988979 sec): 3 clusters Score: Raw -2959973.460232 + Penalty 991.165766 = -2958982.294466 nChanged 1 SP:Iteration 84Q (513.074126 sec): 3 clusters Score: Raw -2959973.515899 + Penalty 991.165766 = -2958982.350134 nChanged 3 SP:Iteration 85Q (513.166951 sec): 3 clusters Score: Raw -2959973.552955 + Penalty 991.165766 = -2958982.387190 nChanged 2 SP:Iteration 86Q (513.255463 sec): 3 clusters Score: Raw -2959973.580747 + Penalty 991.165766 = -2958982.414981 nChanged 2 SP:Iteration 87Q (513.347077 sec): 3 clusters Score: Raw -2959973.591177 + Penalty 991.165766 = -2958982.425411 nChanged 0 SP:Iteration 88F (513.451208 sec): 3 clusters Score: Raw -2959973.591177 + Penalty 991.165766 = -2958982.425411 nChanged 0 Trying to split cluster 17 (14448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.487304 sec): 2 clusters Score: Raw -785878.921642 + Penalty 435.813163 = -785443.108479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.549291 sec): 3 clusters Score: Raw -776756.392813 + Penalty 871.626326 = -775884.766487 nChanged 6723 SP:Iteration 1F (513.607334 sec): 3 clusters Score: Raw -780738.427091 + Penalty 871.626326 = -779866.800765 nChanged 741 SP:Iteration 2F (513.656753 sec): 3 clusters Score: Raw -781018.565325 + Penalty 871.626326 = -780146.938999 nChanged 714 SP:Iteration 3Q (513.722087 sec): 3 clusters Score: Raw -781314.711835 + Penalty 871.626326 = -780443.085509 nChanged 709 SP:Iteration 4Q (513.795671 sec): 3 clusters Score: Raw -781608.894555 + Penalty 871.626326 = -780737.268229 nChanged 705 SP:Iteration 5Q (513.855505 sec): 3 clusters Score: Raw -781961.298895 + Penalty 871.626326 = -781089.672569 nChanged 731 SP:Iteration 6F (513.920000 sec): 3 clusters Score: Raw -782394.568394 + Penalty 871.626326 = -781522.942068 nChanged 766 SP:Iteration 7F (513.982882 sec): 3 clusters Score: Raw -782844.662200 + Penalty 871.626326 = -781973.035874 nChanged 695 SP:Iteration 8Q (514.044944 sec): 3 clusters Score: Raw -783208.820667 + Penalty 871.626326 = -782337.194341 nChanged 605 SP:Iteration 9Q (514.105744 sec): 3 clusters Score: Raw -783509.328249 + Penalty 871.626326 = -782637.701923 nChanged 530 SP:Iteration 10Q (514.163226 sec): 3 clusters Score: Raw -783753.144260 + Penalty 871.626326 = -782881.517934 nChanged 446 SP:Iteration 11Q (514.226764 sec): 3 clusters Score: Raw -783952.324903 + Penalty 871.626326 = -783080.698577 nChanged 383 SP:Iteration 12Q (514.276689 sec): 3 clusters Score: Raw -784098.236092 + Penalty 871.626326 = -783226.609766 nChanged 316 SP:Iteration 13Q (514.345972 sec): 3 clusters Score: Raw -784208.177737 + Penalty 871.626326 = -783336.551411 nChanged 258 SP:Iteration 14Q (514.393126 sec): 3 clusters Score: Raw -784291.643684 + Penalty 871.626326 = -783420.017357 nChanged 222 SP:Iteration 15Q (514.463086 sec): 3 clusters Score: Raw -784353.094281 + Penalty 871.626326 = -783481.467955 nChanged 171 SP:Iteration 16Q (514.517926 sec): 3 clusters Score: Raw -784392.289466 + Penalty 871.626326 = -783520.663140 nChanged 149 SP:Iteration 17Q (514.567616 sec): 3 clusters Score: Raw -784423.811905 + Penalty 871.626326 = -783552.185579 nChanged 153 SP:Iteration 18Q (514.626527 sec): 3 clusters Score: Raw -784456.395099 + Penalty 871.626326 = -783584.768773 nChanged 137 SP:Iteration 19Q (514.679423 sec): 3 clusters Score: Raw -784485.264016 + Penalty 871.626326 = -783613.637690 nChanged 143 SP:Iteration 20F (514.747774 sec): 3 clusters Score: Raw -784515.438807 + Penalty 871.626326 = -783643.812481 nChanged 156 SP:Iteration 21Q (514.806158 sec): 3 clusters Score: Raw -784550.676031 + Penalty 871.626326 = -783679.049705 nChanged 159 SP:Iteration 22Q (514.855465 sec): 3 clusters Score: Raw -784590.580013 + Penalty 871.626326 = -783718.953687 nChanged 157 SP:Iteration 23Q (514.914979 sec): 3 clusters Score: Raw -784635.153395 + Penalty 871.626326 = -783763.527069 nChanged 166 SP:Iteration 24Q (514.969291 sec): 3 clusters Score: Raw -784683.509666 + Penalty 871.626326 = -783811.883340 nChanged 181 SP:Iteration 25Q (515.034587 sec): 3 clusters Score: Raw -784740.783438 + Penalty 871.626326 = -783869.157112 nChanged 184 SP:Iteration 26Q (515.090273 sec): 3 clusters Score: Raw -784803.676578 + Penalty 871.626326 = -783932.050251 nChanged 194 SP:Iteration 27Q (515.156731 sec): 3 clusters Score: Raw -784863.384725 + Penalty 871.626326 = -783991.758399 nChanged 178 SP:Iteration 28Q (515.216779 sec): 3 clusters Score: Raw -784913.897599 + Penalty 871.626326 = -784042.271273 nChanged 160 SP:Iteration 29Q (515.273949 sec): 3 clusters Score: Raw -784962.956850 + Penalty 871.626326 = -784091.330524 nChanged 182 SP:Iteration 30Q (515.322360 sec): 3 clusters Score: Raw -785023.336606 + Penalty 871.626326 = -784151.710280 nChanged 185 SP:Iteration 31Q (515.377076 sec): 3 clusters Score: Raw -785083.031701 + Penalty 871.626326 = -784211.405375 nChanged 178 SP:Iteration 32Q (515.441401 sec): 3 clusters Score: Raw -785144.636269 + Penalty 871.626326 = -784273.009943 nChanged 183 SP:Iteration 33Q (515.495059 sec): 3 clusters Score: Raw -785215.759858 + Penalty 871.626326 = -784344.133532 nChanged 186 SP:Iteration 34Q (515.548627 sec): 3 clusters Score: Raw -785289.541001 + Penalty 871.626326 = -784417.914675 nChanged 172 SP:Iteration 35Q (515.609748 sec): 3 clusters Score: Raw -785356.980454 + Penalty 871.626326 = -784485.354128 nChanged 153 SP:Iteration 36Q (515.660352 sec): 3 clusters Score: Raw -785416.449756 + Penalty 871.626326 = -784544.823430 nChanged 154 SP:Iteration 37Q (515.713767 sec): 3 clusters Score: Raw -785480.548183 + Penalty 871.626326 = -784608.921857 nChanged 153 SP:Iteration 38Q (515.779566 sec): 3 clusters Score: Raw -785546.165264 + Penalty 871.626326 = -784674.538938 nChanged 150 SP:Iteration 39Q (515.836225 sec): 3 clusters Score: Raw -785611.977736 + Penalty 871.626326 = -784740.351410 nChanged 150 SP:Iteration 40F (515.891953 sec): 3 clusters Score: Raw -785684.001981 + Penalty 871.626326 = -784812.375655 nChanged 119 SP:Iteration 41Q (515.937336 sec): 3 clusters Score: Raw -785741.937382 + Penalty 871.626326 = -784870.311056 nChanged 107 SP:Iteration 42Q (516.008982 sec): 3 clusters Score: Raw -785792.045286 + Penalty 871.626326 = -784920.418960 nChanged 81 SP:Iteration 43Q (516.056294 sec): 3 clusters Score: Raw -785836.063079 + Penalty 871.626326 = -784964.436753 nChanged 70 SP:Iteration 44Q (516.116157 sec): 3 clusters Score: Raw -785874.344149 + Penalty 871.626326 = -785002.717822 nChanged 55 SP:Iteration 45Q (516.176278 sec): 3 clusters Score: Raw -785907.983846 + Penalty 871.626326 = -785036.357520 nChanged 37 SP:Iteration 46Q (516.235322 sec): 3 clusters Score: Raw -785934.180359 + Penalty 871.626326 = -785062.554033 nChanged 30 SP:Iteration 47Q (516.306085 sec): 3 clusters Score: Raw -785959.184555 + Penalty 871.626326 = -785087.558229 nChanged 23 SP:Iteration 48Q (516.359215 sec): 3 clusters Score: Raw -785973.991973 + Penalty 871.626326 = -785102.365647 nChanged 21 SP:Iteration 49Q (516.411594 sec): 3 clusters Score: Raw -785987.518051 + Penalty 871.626326 = -785115.891725 nChanged 20 SP:Iteration 50Q (516.457457 sec): 3 clusters Score: Raw -785998.842973 + Penalty 871.626326 = -785127.216647 nChanged 16 SP:Iteration 51Q (516.523534 sec): 3 clusters Score: Raw -786010.872404 + Penalty 871.626326 = -785139.246078 nChanged 7 SP:Iteration 52Q (516.578594 sec): 3 clusters Score: Raw -786015.499531 + Penalty 871.626326 = -785143.873205 nChanged 6 SP:Iteration 53Q (516.639370 sec): 3 clusters Score: Raw -786017.803399 + Penalty 871.626326 = -785146.177073 nChanged 4 SP:Iteration 54Q (516.697842 sec): 3 clusters Score: Raw -786019.547255 + Penalty 871.626326 = -785147.920929 nChanged 3 SP:Iteration 55Q (516.754577 sec): 3 clusters Score: Raw -786020.370478 + Penalty 871.626326 = -785148.744152 nChanged 2 SP:Iteration 56Q (516.810701 sec): 3 clusters Score: Raw -786021.606137 + Penalty 871.626326 = -785149.979811 nChanged 3 SP:Iteration 57Q (516.863391 sec): 3 clusters Score: Raw -786023.659834 + Penalty 871.626326 = -785152.033508 nChanged 1 SP:Iteration 58Q (516.930519 sec): 3 clusters Score: Raw -786023.928291 + Penalty 871.626326 = -785152.301965 nChanged 0 SP:Iteration 59F (516.987914 sec): 3 clusters Score: Raw -786023.928291 + Penalty 871.626326 = -785152.301965 nChanged 0 Iteration 99Q (517.732416 sec): 16 clusters Score: Raw -7355820.299960 + Penalty 8091.078594 = -7347729.221366 nChanged 269 Iteration 100F (518.705482 sec): 16 clusters Score: Raw -7355843.289146 + Penalty 8091.078594 = -7347752.210552 nChanged 265 Iteration 101Q (519.439724 sec): 16 clusters Score: Raw -7355871.314854 + Penalty 8091.078594 = -7347780.236260 nChanged 272 Iteration 102Q (520.131157 sec): 16 clusters Score: Raw -7355903.989166 + Penalty 8091.078594 = -7347812.910572 nChanged 267 Iteration 103Q (520.819870 sec): 16 clusters Score: Raw -7355939.896568 + Penalty 8091.078594 = -7347848.817974 nChanged 301 Iteration 104Q (521.489204 sec): 16 clusters Score: Raw -7355984.095363 + Penalty 8091.078594 = -7347893.016769 nChanged 319 Iteration 105Q (522.185262 sec): 16 clusters Score: Raw -7356031.578981 + Penalty 8091.078594 = -7347940.500387 nChanged 338 Iteration 106Q (522.875150 sec): 16 clusters Score: Raw -7356082.263432 + Penalty 8091.078594 = -7347991.184838 nChanged 328 Iteration 107Q (523.558997 sec): 16 clusters Score: Raw -7356125.065369 + Penalty 8091.078594 = -7348033.986775 nChanged 283 Iteration 108Q (524.252958 sec): 16 clusters Score: Raw -7356158.877848 + Penalty 8091.078594 = -7348067.799254 nChanged 290 Iteration 109Q (524.955179 sec): 16 clusters Score: Raw -7356192.048120 + Penalty 8091.078594 = -7348100.969526 nChanged 261 Iteration 110Q (525.633459 sec): 16 clusters Score: Raw -7356219.954955 + Penalty 8091.078594 = -7348128.876361 nChanged 253 Iteration 111Q (526.293606 sec): 16 clusters Score: Raw -7356245.015539 + Penalty 8091.078594 = -7348153.936945 nChanged 227 Iteration 112Q (527.043579 sec): 16 clusters Score: Raw -7356264.335010 + Penalty 8091.078594 = -7348173.256416 nChanged 224 Iteration 113Q (527.677208 sec): 16 clusters Score: Raw -7356281.151860 + Penalty 8091.078594 = -7348190.073266 nChanged 199 Iteration 114Q (528.300215 sec): 16 clusters Score: Raw -7356293.537959 + Penalty 8091.078594 = -7348202.459365 nChanged 172 Iteration 115Q (529.001841 sec): 16 clusters Score: Raw -7356302.033545 + Penalty 8091.078594 = -7348210.954951 nChanged 130 Iteration 116Q (529.653847 sec): 16 clusters Score: Raw -7356307.456814 + Penalty 8091.078594 = -7348216.378220 nChanged 122 Iteration 117Q (530.287297 sec): 16 clusters Score: Raw -7356312.017520 + Penalty 8091.078594 = -7348220.938926 nChanged 87 Iteration 118Q (530.984134 sec): 16 clusters Score: Raw -7356314.857740 + Penalty 8091.078594 = -7348223.779147 nChanged 69 Iteration 119Q (531.647656 sec): 16 clusters Score: Raw -7356317.718401 + Penalty 8091.078594 = -7348226.639807 nChanged 72 Iteration 120F (532.596061 sec): 16 clusters Score: Raw -7356320.509144 + Penalty 8091.078594 = -7348229.430550 nChanged 77 Iteration 121Q (533.241632 sec): 16 clusters Score: Raw -7356324.089636 + Penalty 8091.078594 = -7348233.011042 nChanged 82 Iteration 122Q (533.910525 sec): 16 clusters Score: Raw -7356327.076719 + Penalty 8091.078594 = -7348235.998126 nChanged 64 Iteration 123Q (534.630910 sec): 16 clusters Score: Raw -7356329.102789 + Penalty 8091.078594 = -7348238.024195 nChanged 63 Iteration 124Q (535.305285 sec): 16 clusters Score: Raw -7356330.619997 + Penalty 8091.078594 = -7348239.541403 nChanged 58 Iteration 125Q (535.984453 sec): 16 clusters Score: Raw -7356331.942282 + Penalty 8091.078594 = -7348240.863688 nChanged 43 Iteration 126Q (536.704637 sec): 16 clusters Score: Raw -7356333.051721 + Penalty 8091.078594 = -7348241.973128 nChanged 31 Iteration 127Q (537.373220 sec): 16 clusters Score: Raw -7356334.131483 + Penalty 8091.078594 = -7348243.052889 nChanged 35 Iteration 128Q (538.053880 sec): 16 clusters Score: Raw -7356335.373603 + Penalty 8091.078594 = -7348244.295009 nChanged 21 Iteration 129Q (538.716407 sec): 16 clusters Score: Raw -7356335.946903 + Penalty 8091.078594 = -7348244.868309 nChanged 18 Iteration 130Q (539.417221 sec): 16 clusters Score: Raw -7356336.178720 + Penalty 8091.078594 = -7348245.100127 nChanged 16 Iteration 131Q (540.044636 sec): 16 clusters Score: Raw -7356336.435069 + Penalty 8091.078594 = -7348245.356475 nChanged 15 Iteration 132Q (540.660259 sec): 16 clusters Score: Raw -7356336.721095 + Penalty 8091.078594 = -7348245.642501 nChanged 19 Iteration 133Q (541.311383 sec): 16 clusters Score: Raw -7356337.135157 + Penalty 8091.078594 = -7348246.056563 nChanged 16 Iteration 134Q (541.991556 sec): 16 clusters Score: Raw -7356337.481349 + Penalty 8091.078594 = -7348246.402755 nChanged 23 Iteration 135Q (542.642778 sec): 16 clusters Score: Raw -7356337.971640 + Penalty 8091.078594 = -7348246.893046 nChanged 20 Iteration 136Q (543.352938 sec): 16 clusters Score: Raw -7356338.803663 + Penalty 8091.078594 = -7348247.725069 nChanged 18 Iteration 137Q (544.095686 sec): 16 clusters Score: Raw -7356339.287227 + Penalty 8091.078594 = -7348248.208633 nChanged 20 Iteration 138Q (544.793716 sec): 16 clusters Score: Raw -7356339.677217 + Penalty 8091.078594 = -7348248.598623 nChanged 28 Writing temp clu file Because OldScore, -7348248.208633, is greater than current (better) Score,-7348248.598623 Compute initial score before splitting: Score: Raw -7356339.677217 + Penalty 8091.078594 = -7348248.598623 Trying to split cluster 1 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.864387 sec): 2 clusters Score: Raw -79921.739471 + Penalty 335.173254 = -79586.566216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.904362 sec): 3 clusters Score: Raw -79123.986920 + Penalty 670.346508 = -78453.640412 nChanged 647 SP:Iteration 1F (544.951508 sec): 3 clusters Score: Raw -79502.830640 + Penalty 670.346508 = -78832.484132 nChanged 133 SP:Iteration 2F (544.993911 sec): 3 clusters Score: Raw -79604.639267 + Penalty 670.346508 = -78934.292758 nChanged 106 SP:Iteration 3F (545.048616 sec): 3 clusters Score: Raw -79711.399916 + Penalty 670.346508 = -79041.053408 nChanged 120 SP:Iteration 4F (545.087549 sec): 3 clusters Score: Raw -79833.642387 + Penalty 670.346508 = -79163.295879 nChanged 105 SP:Iteration 5F (545.134760 sec): 3 clusters Score: Raw -79927.734241 + Penalty 670.346508 = -79257.387732 nChanged 86 SP:Iteration 6F (545.183356 sec): 3 clusters Score: Raw -79987.882627 + Penalty 670.346508 = -79317.536119 nChanged 64 SP:Iteration 7Q (545.220302 sec): 3 clusters Score: Raw -80029.132913 + Penalty 670.346508 = -79358.786404 nChanged 48 SP:Iteration 8Q (545.263490 sec): 3 clusters Score: Raw -80060.041576 + Penalty 670.346508 = -79389.695068 nChanged 41 SP:Iteration 9Q (545.308037 sec): 3 clusters Score: Raw -80081.807612 + Penalty 670.346508 = -79411.461104 nChanged 32 SP:Iteration 10Q (545.352972 sec): 3 clusters Score: Raw -80095.510559 + Penalty 670.346508 = -79425.164051 nChanged 23 SP:Iteration 11Q (545.394473 sec): 3 clusters Score: Raw -80104.904903 + Penalty 670.346508 = -79434.558395 nChanged 23 SP:Iteration 12Q (545.441910 sec): 3 clusters Score: Raw -80113.084541 + Penalty 670.346508 = -79442.738033 nChanged 16 SP:Iteration 13Q (545.485592 sec): 3 clusters Score: Raw -80118.104060 + Penalty 670.346508 = -79447.757551 nChanged 17 SP:Iteration 14Q (545.527308 sec): 3 clusters Score: Raw -80123.911282 + Penalty 670.346508 = -79453.564774 nChanged 13 SP:Iteration 15Q (545.564016 sec): 3 clusters Score: Raw -80128.837895 + Penalty 670.346508 = -79458.491387 nChanged 12 SP:Iteration 16Q (545.610108 sec): 3 clusters Score: Raw -80133.455437 + Penalty 670.346508 = -79463.108928 nChanged 11 SP:Iteration 17Q (545.662129 sec): 3 clusters Score: Raw -80135.999614 + Penalty 670.346508 = -79465.653106 nChanged 9 SP:Iteration 18Q (545.705585 sec): 3 clusters Score: Raw -80137.870102 + Penalty 670.346508 = -79467.523593 nChanged 5 SP:Iteration 19Q (545.746285 sec): 3 clusters Score: Raw -80138.998670 + Penalty 670.346508 = -79468.652161 nChanged 5 SP:Iteration 20F (545.784373 sec): 3 clusters Score: Raw -80139.733801 + Penalty 670.346508 = -79469.387292 nChanged 3 SP:Iteration 21Q (545.828184 sec): 3 clusters Score: Raw -80140.437045 + Penalty 670.346508 = -79470.090537 nChanged 9 SP:Iteration 22Q (545.872651 sec): 3 clusters Score: Raw -80143.514571 + Penalty 670.346508 = -79473.168062 nChanged 12 SP:Iteration 23Q (545.922476 sec): 3 clusters Score: Raw -80148.327357 + Penalty 670.346508 = -79477.980848 nChanged 14 SP:Iteration 24Q (545.970151 sec): 3 clusters Score: Raw -80152.660587 + Penalty 670.346508 = -79482.314078 nChanged 11 SP:Iteration 25Q (546.013761 sec): 3 clusters Score: Raw -80157.720762 + Penalty 670.346508 = -79487.374253 nChanged 10 SP:Iteration 26Q (546.049341 sec): 3 clusters Score: Raw -80160.949202 + Penalty 670.346508 = -79490.602694 nChanged 5 SP:Iteration 27Q (546.096764 sec): 3 clusters Score: Raw -80162.587364 + Penalty 670.346508 = -79492.240855 nChanged 9 SP:Iteration 28Q (546.130843 sec): 3 clusters Score: Raw -80165.765370 + Penalty 670.346508 = -79495.418861 nChanged 8 SP:Iteration 29Q (546.177812 sec): 3 clusters Score: Raw -80168.549898 + Penalty 670.346508 = -79498.203389 nChanged 2 SP:Iteration 30Q (546.222554 sec): 3 clusters Score: Raw -80169.436020 + Penalty 670.346508 = -79499.089512 nChanged 5 SP:Iteration 31Q (546.274740 sec): 3 clusters Score: Raw -80171.058057 + Penalty 670.346508 = -79500.711549 nChanged 4 SP:Iteration 32Q (546.315158 sec): 3 clusters Score: Raw -80172.341636 + Penalty 670.346508 = -79501.995127 nChanged 3 SP:Iteration 33Q (546.360664 sec): 3 clusters Score: Raw -80174.211168 + Penalty 670.346508 = -79503.864659 nChanged 2 SP:Iteration 34Q (546.415316 sec): 3 clusters Score: Raw -80174.878731 + Penalty 670.346508 = -79504.532223 nChanged 1 SP:Iteration 35Q (546.464447 sec): 3 clusters Score: Raw -80176.027013 + Penalty 670.346508 = -79505.680504 nChanged 2 SP:Iteration 36Q (546.506375 sec): 3 clusters Score: Raw -80177.169998 + Penalty 670.346508 = -79506.823490 nChanged 3 SP:Iteration 37Q (546.562594 sec): 3 clusters Score: Raw -80178.413181 + Penalty 670.346508 = -79508.066672 nChanged 4 SP:Iteration 38Q (546.613030 sec): 3 clusters Score: Raw -80179.967764 + Penalty 670.346508 = -79509.621256 nChanged 3 SP:Iteration 39Q (546.656353 sec): 3 clusters Score: Raw -80181.171601 + Penalty 670.346508 = -79510.825093 nChanged 3 SP:Iteration 40F (546.706411 sec): 3 clusters Score: Raw -80181.482663 + Penalty 670.346508 = -79511.136155 nChanged 0 Trying to split cluster 2 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.729352 sec): 2 clusters Score: Raw -4766.512988 + Penalty 216.288354 = -4550.224634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.765538 sec): 3 clusters Score: Raw -4759.919601 + Penalty 432.576707 = -4327.342894 nChanged 25 SP:Iteration 1F (546.817656 sec): 3 clusters Score: Raw -4803.556453 + Penalty 432.576707 = -4370.979745 nChanged 6 SP:Iteration 2F (546.862806 sec): 3 clusters Score: Raw -4822.290551 + Penalty 432.576707 = -4389.713843 nChanged 3 SP:Iteration 3Q (546.897205 sec): 3 clusters Score: Raw -4840.380188 + Penalty 432.576707 = -4407.803480 nChanged 4 SP:Iteration 4Q (546.947777 sec): 3 clusters Score: Raw -4847.054655 + Penalty 432.576707 = -4414.477947 nChanged 0 SP:Iteration 5F (546.988400 sec): 3 clusters Score: Raw -4847.054655 + Penalty 432.576707 = -4414.477947 nChanged 0 Trying to split cluster 3 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.019731 sec): 2 clusters Score: Raw -19772.492475 + Penalty 275.155434 = -19497.337041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.055633 sec): 3 clusters Score: Raw -19612.824431 + Penalty 550.310868 = -19062.513562 nChanged 156 SP:Iteration 1F (547.104895 sec): 3 clusters Score: Raw -19734.423764 + Penalty 550.310868 = -19184.112896 nChanged 43 SP:Iteration 2F (547.147537 sec): 3 clusters Score: Raw -19780.923935 + Penalty 550.310868 = -19230.613067 nChanged 22 SP:Iteration 3F (547.179765 sec): 3 clusters Score: Raw -19816.748466 + Penalty 550.310868 = -19266.437597 nChanged 15 SP:Iteration 4Q (547.221741 sec): 3 clusters Score: Raw -19841.287722 + Penalty 550.310868 = -19290.976854 nChanged 17 SP:Iteration 5Q (547.266888 sec): 3 clusters Score: Raw -19859.678946 + Penalty 550.310868 = -19309.368077 nChanged 6 SP:Iteration 6Q (547.310223 sec): 3 clusters Score: Raw -19862.911950 + Penalty 550.310868 = -19312.601082 nChanged 4 SP:Iteration 7Q (547.356537 sec): 3 clusters Score: Raw -19865.415994 + Penalty 550.310868 = -19315.105126 nChanged 2 SP:Iteration 8Q (547.398027 sec): 3 clusters Score: Raw -19869.341936 + Penalty 550.310868 = -19319.031068 nChanged 2 SP:Iteration 9Q (547.443609 sec): 3 clusters Score: Raw -19870.512100 + Penalty 550.310868 = -19320.201232 nChanged 0 SP:Iteration 10F (547.488977 sec): 3 clusters Score: Raw -19870.512100 + Penalty 550.310868 = -19320.201232 nChanged 0 Trying to split cluster 4 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.504366 sec): 2 clusters Score: Raw -38618.318202 + Penalty 294.842028 = -38323.476174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.554113 sec): 3 clusters Score: Raw -38316.753032 + Penalty 589.684055 = -37727.068977 nChanged 236 SP:Iteration 1F (547.593378 sec): 3 clusters Score: Raw -38443.986864 + Penalty 589.684055 = -37854.302809 nChanged 43 SP:Iteration 2F (547.633316 sec): 3 clusters Score: Raw -38472.966105 + Penalty 589.684055 = -37883.282049 nChanged 37 SP:Iteration 3F (547.681022 sec): 3 clusters Score: Raw -38499.996280 + Penalty 589.684055 = -37910.312225 nChanged 32 SP:Iteration 4Q (547.728734 sec): 3 clusters Score: Raw -38519.126193 + Penalty 589.684055 = -37929.442138 nChanged 21 SP:Iteration 5Q (547.766143 sec): 3 clusters Score: Raw -38536.666847 + Penalty 589.684055 = -37946.982792 nChanged 10 SP:Iteration 6Q (547.812503 sec): 3 clusters Score: Raw -38542.457919 + Penalty 589.684055 = -37952.773863 nChanged 10 SP:Iteration 7Q (547.851423 sec): 3 clusters Score: Raw -38546.635954 + Penalty 589.684055 = -37956.951899 nChanged 6 SP:Iteration 8Q (547.890944 sec): 3 clusters Score: Raw -38549.028997 + Penalty 589.684055 = -37959.344942 nChanged 7 SP:Iteration 9Q (547.940217 sec): 3 clusters Score: Raw -38550.981432 + Penalty 589.684055 = -37961.297377 nChanged 1 SP:Iteration 10Q (547.972974 sec): 3 clusters Score: Raw -38551.159815 + Penalty 589.684055 = -37961.475759 nChanged 0 SP:Iteration 11F (548.022838 sec): 3 clusters Score: Raw -38551.159815 + Penalty 589.684055 = -37961.475759 nChanged 0 Trying to split cluster 5 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.035642 sec): 2 clusters Score: Raw -25668.548021 + Penalty 276.428244 = -25392.119777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.081978 sec): 3 clusters Score: Raw -25490.763532 + Penalty 552.856489 = -24937.907044 nChanged 139 SP:Iteration 1F (548.116229 sec): 3 clusters Score: Raw -25586.513919 + Penalty 552.856489 = -25033.657430 nChanged 37 SP:Iteration 2F (548.165067 sec): 3 clusters Score: Raw -25623.772859 + Penalty 552.856489 = -25070.916371 nChanged 14 SP:Iteration 3Q (548.222348 sec): 3 clusters Score: Raw -25632.760569 + Penalty 552.856489 = -25079.904080 nChanged 10 SP:Iteration 4Q (548.275962 sec): 3 clusters Score: Raw -25639.643371 + Penalty 552.856489 = -25086.786882 nChanged 12 SP:Iteration 5Q (548.315373 sec): 3 clusters Score: Raw -25649.444719 + Penalty 552.856489 = -25096.588230 nChanged 11 SP:Iteration 6Q (548.356098 sec): 3 clusters Score: Raw -25657.219508 + Penalty 552.856489 = -25104.363019 nChanged 10 SP:Iteration 7Q (548.404911 sec): 3 clusters Score: Raw -25665.755306 + Penalty 552.856489 = -25112.898817 nChanged 7 SP:Iteration 8Q (548.453882 sec): 3 clusters Score: Raw -25671.691635 + Penalty 552.856489 = -25118.835146 nChanged 2 SP:Iteration 9Q (548.501753 sec): 3 clusters Score: Raw -25672.447939 + Penalty 552.856489 = -25119.591451 nChanged 1 SP:Iteration 10Q (548.547277 sec): 3 clusters Score: Raw -25673.103337 + Penalty 552.856489 = -25120.246848 nChanged 1 SP:Iteration 11Q (548.588416 sec): 3 clusters Score: Raw -25673.636329 + Penalty 552.856489 = -25120.779840 nChanged 2 SP:Iteration 12Q (548.633272 sec): 3 clusters Score: Raw -25674.635698 + Penalty 552.856489 = -25121.779209 nChanged 1 SP:Iteration 13Q (548.681029 sec): 3 clusters Score: Raw -25674.922881 + Penalty 552.856489 = -25122.066393 nChanged 2 SP:Iteration 14Q (548.722126 sec): 3 clusters Score: Raw -25676.019702 + Penalty 552.856489 = -25123.163213 nChanged 0 SP:Iteration 15F (548.767178 sec): 3 clusters Score: Raw -25676.019702 + Penalty 552.856489 = -25123.163213 nChanged 0 Trying to split cluster 6 (3915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.790819 sec): 2 clusters Score: Raw -215108.544473 + Penalty 376.401963 = -214732.142510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.839689 sec): 3 clusters Score: Raw -212824.050003 + Penalty 752.803925 = -212071.246078 nChanged 1772 SP:Iteration 1F (548.900142 sec): 3 clusters Score: Raw -213862.645404 + Penalty 752.803925 = -213109.841478 nChanged 318 SP:Iteration 2F (548.945075 sec): 3 clusters Score: Raw -214058.506595 + Penalty 752.803925 = -213305.702670 nChanged 278 SP:Iteration 3F (548.993514 sec): 3 clusters Score: Raw -214228.559405 + Penalty 752.803925 = -213475.755479 nChanged 250 SP:Iteration 4F (549.039798 sec): 3 clusters Score: Raw -214382.522584 + Penalty 752.803925 = -213629.718659 nChanged 193 SP:Iteration 5Q (549.087570 sec): 3 clusters Score: Raw -214503.278484 + Penalty 752.803925 = -213750.474559 nChanged 166 SP:Iteration 6Q (549.135612 sec): 3 clusters Score: Raw -214619.106865 + Penalty 752.803925 = -213866.302940 nChanged 152 SP:Iteration 7Q (549.175372 sec): 3 clusters Score: Raw -214733.048411 + Penalty 752.803925 = -213980.244486 nChanged 120 SP:Iteration 8Q (549.224772 sec): 3 clusters Score: Raw -214829.656687 + Penalty 752.803925 = -214076.852762 nChanged 98 SP:Iteration 9Q (549.272483 sec): 3 clusters Score: Raw -214904.621031 + Penalty 752.803925 = -214151.817106 nChanged 69 SP:Iteration 10Q (549.322627 sec): 3 clusters Score: Raw -214950.083857 + Penalty 752.803925 = -214197.279932 nChanged 56 SP:Iteration 11Q (549.372337 sec): 3 clusters Score: Raw -214987.922612 + Penalty 752.803925 = -214235.118687 nChanged 45 SP:Iteration 12Q (549.418430 sec): 3 clusters Score: Raw -215015.507850 + Penalty 752.803925 = -214262.703924 nChanged 46 SP:Iteration 13Q (549.461160 sec): 3 clusters Score: Raw -215040.292699 + Penalty 752.803925 = -214287.488774 nChanged 37 SP:Iteration 14Q (549.509779 sec): 3 clusters Score: Raw -215060.062978 + Penalty 752.803925 = -214307.259053 nChanged 28 SP:Iteration 15Q (549.557539 sec): 3 clusters Score: Raw -215078.582430 + Penalty 752.803925 = -214325.778505 nChanged 23 SP:Iteration 16Q (549.608620 sec): 3 clusters Score: Raw -215094.982543 + Penalty 752.803925 = -214342.178617 nChanged 23 SP:Iteration 17Q (549.657027 sec): 3 clusters Score: Raw -215107.827949 + Penalty 752.803925 = -214355.024024 nChanged 26 SP:Iteration 18Q (549.707352 sec): 3 clusters Score: Raw -215118.914300 + Penalty 752.803925 = -214366.110374 nChanged 22 SP:Iteration 19Q (549.759039 sec): 3 clusters Score: Raw -215129.460488 + Penalty 752.803925 = -214376.656562 nChanged 19 SP:Iteration 20F (549.810373 sec): 3 clusters Score: Raw -215146.436346 + Penalty 752.803925 = -214393.632420 nChanged 23 SP:Iteration 21Q (549.866113 sec): 3 clusters Score: Raw -215165.056205 + Penalty 752.803925 = -214412.252279 nChanged 21 SP:Iteration 22Q (549.919123 sec): 3 clusters Score: Raw -215177.368542 + Penalty 752.803925 = -214424.564616 nChanged 14 SP:Iteration 23Q (549.966792 sec): 3 clusters Score: Raw -215185.370387 + Penalty 752.803925 = -214432.566462 nChanged 8 SP:Iteration 24Q (550.005551 sec): 3 clusters Score: Raw -215189.591071 + Penalty 752.803925 = -214436.787146 nChanged 8 SP:Iteration 25Q (550.058007 sec): 3 clusters Score: Raw -215194.082375 + Penalty 752.803925 = -214441.278449 nChanged 3 SP:Iteration 26Q (550.109848 sec): 3 clusters Score: Raw -215195.049165 + Penalty 752.803925 = -214442.245240 nChanged 1 SP:Iteration 27Q (550.156468 sec): 3 clusters Score: Raw -215195.798130 + Penalty 752.803925 = -214442.994205 nChanged 3 SP:Iteration 28Q (550.197855 sec): 3 clusters Score: Raw -215197.237194 + Penalty 752.803925 = -214444.433269 nChanged 2 SP:Iteration 29Q (550.252869 sec): 3 clusters Score: Raw -215197.862756 + Penalty 752.803925 = -214445.058831 nChanged 2 SP:Iteration 30Q (550.296839 sec): 3 clusters Score: Raw -215198.056986 + Penalty 752.803925 = -214445.253060 nChanged 0 SP:Iteration 31F (550.350218 sec): 3 clusters Score: Raw -215198.056986 + Penalty 752.803925 = -214445.253060 nChanged 0 Trying to split cluster 7 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.374804 sec): 2 clusters Score: Raw -155271.562510 + Penalty 367.467306 = -154904.095204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.420904 sec): 3 clusters Score: Raw -153464.196283 + Penalty 734.934612 = -152729.261671 nChanged 1419 SP:Iteration 1F (550.464841 sec): 3 clusters Score: Raw -154657.427106 + Penalty 734.934612 = -153922.492494 nChanged 400 SP:Iteration 2F (550.514048 sec): 3 clusters Score: Raw -155068.169161 + Penalty 734.934612 = -154333.234549 nChanged 306 SP:Iteration 3F (550.556500 sec): 3 clusters Score: Raw -155321.191634 + Penalty 734.934612 = -154586.257022 nChanged 200 SP:Iteration 4F (550.609747 sec): 3 clusters Score: Raw -155451.732417 + Penalty 734.934612 = -154716.797805 nChanged 114 SP:Iteration 5Q (550.651533 sec): 3 clusters Score: Raw -155530.904480 + Penalty 734.934612 = -154795.969868 nChanged 69 SP:Iteration 6Q (550.704413 sec): 3 clusters Score: Raw -155569.638994 + Penalty 734.934612 = -154834.704382 nChanged 45 SP:Iteration 7Q (550.739861 sec): 3 clusters Score: Raw -155584.899100 + Penalty 734.934612 = -154849.964488 nChanged 33 SP:Iteration 8Q (550.791975 sec): 3 clusters Score: Raw -155596.302048 + Penalty 734.934612 = -154861.367436 nChanged 23 SP:Iteration 9Q (550.830475 sec): 3 clusters Score: Raw -155601.218515 + Penalty 734.934612 = -154866.283903 nChanged 14 SP:Iteration 10Q (550.879725 sec): 3 clusters Score: Raw -155604.778891 + Penalty 734.934612 = -154869.844279 nChanged 16 SP:Iteration 11Q (550.918559 sec): 3 clusters Score: Raw -155607.725611 + Penalty 734.934612 = -154872.790999 nChanged 12 SP:Iteration 12Q (550.972230 sec): 3 clusters Score: Raw -155610.161589 + Penalty 734.934612 = -154875.226977 nChanged 11 SP:Iteration 13Q (551.011408 sec): 3 clusters Score: Raw -155612.022319 + Penalty 734.934612 = -154877.087707 nChanged 10 SP:Iteration 14Q (551.057606 sec): 3 clusters Score: Raw -155614.161138 + Penalty 734.934612 = -154879.226526 nChanged 11 SP:Iteration 15Q (551.104515 sec): 3 clusters Score: Raw -155617.863841 + Penalty 734.934612 = -154882.929229 nChanged 14 SP:Iteration 16Q (551.150781 sec): 3 clusters Score: Raw -155620.987997 + Penalty 734.934612 = -154886.053385 nChanged 11 SP:Iteration 17Q (551.201800 sec): 3 clusters Score: Raw -155624.638174 + Penalty 734.934612 = -154889.703562 nChanged 12 SP:Iteration 18Q (551.249242 sec): 3 clusters Score: Raw -155630.078701 + Penalty 734.934612 = -154895.144089 nChanged 10 SP:Iteration 19Q (551.294358 sec): 3 clusters Score: Raw -155634.137387 + Penalty 734.934612 = -154899.202775 nChanged 10 SP:Iteration 20F (551.344172 sec): 3 clusters Score: Raw -155637.105687 + Penalty 734.934612 = -154902.171075 nChanged 10 SP:Iteration 21Q (551.393084 sec): 3 clusters Score: Raw -155643.743865 + Penalty 734.934612 = -154908.809253 nChanged 14 SP:Iteration 22Q (551.440831 sec): 3 clusters Score: Raw -155652.578986 + Penalty 734.934612 = -154917.644374 nChanged 12 SP:Iteration 23Q (551.492093 sec): 3 clusters Score: Raw -155657.249204 + Penalty 734.934612 = -154922.314592 nChanged 10 SP:Iteration 24Q (551.542093 sec): 3 clusters Score: Raw -155660.963476 + Penalty 734.934612 = -154926.028864 nChanged 3 SP:Iteration 25Q (551.587711 sec): 3 clusters Score: Raw -155662.517763 + Penalty 734.934612 = -154927.583151 nChanged 3 SP:Iteration 26Q (551.629924 sec): 3 clusters Score: Raw -155663.513364 + Penalty 734.934612 = -154928.578752 nChanged 2 SP:Iteration 27Q (551.682393 sec): 3 clusters Score: Raw -155664.178146 + Penalty 734.934612 = -154929.243534 nChanged 0 SP:Iteration 28F (551.733627 sec): 3 clusters Score: Raw -155664.178146 + Penalty 734.934612 = -154929.243534 nChanged 0 Score: Raw -7356732.695429 + Penalty 8630.483833 = -7348102.211596 Splitting cluster 7 changes total score from -7348248.598623 to -7348102.211596 So it's not getting split. Trying to split cluster 8 (6366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.762910 sec): 2 clusters Score: Raw -341307.080429 + Penalty 398.522061 = -340908.558369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.816331 sec): 3 clusters Score: Raw -337417.337809 + Penalty 797.044121 = -336620.293688 nChanged 2889 SP:Iteration 1F (552.883249 sec): 3 clusters Score: Raw -339021.754676 + Penalty 797.044121 = -338224.710555 nChanged 345 SP:Iteration 2F (552.927740 sec): 3 clusters Score: Raw -339175.955530 + Penalty 797.044121 = -338378.911408 nChanged 356 SP:Iteration 3F (552.978395 sec): 3 clusters Score: Raw -339394.560869 + Penalty 797.044121 = -338597.516748 nChanged 444 SP:Iteration 4F (553.039614 sec): 3 clusters Score: Raw -339783.589429 + Penalty 797.044121 = -338986.545307 nChanged 487 SP:Iteration 5F (553.095304 sec): 3 clusters Score: Raw -340264.036787 + Penalty 797.044121 = -339466.992666 nChanged 470 SP:Iteration 6F (553.134587 sec): 3 clusters Score: Raw -340699.853951 + Penalty 797.044121 = -339902.809830 nChanged 331 SP:Iteration 7F (553.197824 sec): 3 clusters Score: Raw -340907.978708 + Penalty 797.044121 = -340110.934587 nChanged 214 SP:Iteration 8Q (553.246298 sec): 3 clusters Score: Raw -341006.070866 + Penalty 797.044121 = -340209.026745 nChanged 156 SP:Iteration 9Q (553.299641 sec): 3 clusters Score: Raw -341085.000592 + Penalty 797.044121 = -340287.956471 nChanged 138 SP:Iteration 10Q (553.357125 sec): 3 clusters Score: Raw -341146.359137 + Penalty 797.044121 = -340349.315015 nChanged 96 SP:Iteration 11Q (553.399121 sec): 3 clusters Score: Raw -341182.162214 + Penalty 797.044121 = -340385.118093 nChanged 81 SP:Iteration 12Q (553.459890 sec): 3 clusters Score: Raw -341204.551945 + Penalty 797.044121 = -340407.507823 nChanged 58 SP:Iteration 13Q (553.514419 sec): 3 clusters Score: Raw -341215.983847 + Penalty 797.044121 = -340418.939726 nChanged 45 SP:Iteration 14Q (553.562646 sec): 3 clusters Score: Raw -341225.183610 + Penalty 797.044121 = -340428.139489 nChanged 44 SP:Iteration 15Q (553.606567 sec): 3 clusters Score: Raw -341235.049335 + Penalty 797.044121 = -340438.005214 nChanged 40 SP:Iteration 16Q (553.666386 sec): 3 clusters Score: Raw -341242.790316 + Penalty 797.044121 = -340445.746195 nChanged 34 SP:Iteration 17Q (553.715758 sec): 3 clusters Score: Raw -341247.776556 + Penalty 797.044121 = -340450.732435 nChanged 25 SP:Iteration 18Q (553.780275 sec): 3 clusters Score: Raw -341250.407736 + Penalty 797.044121 = -340453.363615 nChanged 17 SP:Iteration 19Q (553.824964 sec): 3 clusters Score: Raw -341251.741976 + Penalty 797.044121 = -340454.697855 nChanged 14 SP:Iteration 20F (553.890172 sec): 3 clusters Score: Raw -341253.035644 + Penalty 797.044121 = -340455.991523 nChanged 9 SP:Iteration 21Q (553.946730 sec): 3 clusters Score: Raw -341253.499719 + Penalty 797.044121 = -340456.455598 nChanged 9 SP:Iteration 22Q (554.001758 sec): 3 clusters Score: Raw -341254.218546 + Penalty 797.044121 = -340457.174424 nChanged 8 SP:Iteration 23Q (554.042979 sec): 3 clusters Score: Raw -341255.039503 + Penalty 797.044121 = -340457.995382 nChanged 10 SP:Iteration 24Q (554.099941 sec): 3 clusters Score: Raw -341255.555782 + Penalty 797.044121 = -340458.511660 nChanged 2 SP:Iteration 25Q (554.156137 sec): 3 clusters Score: Raw -341255.665303 + Penalty 797.044121 = -340458.621181 nChanged 3 SP:Iteration 26Q (554.197752 sec): 3 clusters Score: Raw -341255.849907 + Penalty 797.044121 = -340458.805786 nChanged 0 SP:Iteration 27F (554.257609 sec): 3 clusters Score: Raw -341255.849907 + Penalty 797.044121 = -340458.805786 nChanged 0 Trying to split cluster 9 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.280029 sec): 2 clusters Score: Raw -10505.850869 + Penalty 248.796736 = -10257.054133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.312009 sec): 3 clusters Score: Raw -10483.453953 + Penalty 497.593473 = -9985.860480 nChanged 85 SP:Iteration 1F (554.353901 sec): 3 clusters Score: Raw -10604.874025 + Penalty 497.593473 = -10107.280552 nChanged 24 SP:Iteration 2F (554.403585 sec): 3 clusters Score: Raw -10645.341558 + Penalty 497.593473 = -10147.748085 nChanged 10 SP:Iteration 3Q (554.446386 sec): 3 clusters Score: Raw -10658.093757 + Penalty 497.593473 = -10160.500284 nChanged 10 SP:Iteration 4Q (554.483153 sec): 3 clusters Score: Raw -10696.645219 + Penalty 497.593473 = -10199.051746 nChanged 13 SP:Iteration 5F (554.531199 sec): 3 clusters Score: Raw -10712.915334 + Penalty 497.593473 = -10215.321861 nChanged 4 SP:Iteration 6Q (554.572162 sec): 3 clusters Score: Raw -10719.714064 + Penalty 497.593473 = -10222.120592 nChanged 2 SP:Iteration 7Q (554.612470 sec): 3 clusters Score: Raw -10722.600927 + Penalty 497.593473 = -10225.007454 nChanged 2 SP:Iteration 8Q (554.657224 sec): 3 clusters Score: Raw -10725.082283 + Penalty 497.593473 = -10227.488810 nChanged 2 SP:Iteration 9Q (554.698429 sec): 3 clusters Score: Raw -10728.546542 + Penalty 497.593473 = -10230.953069 nChanged 2 SP:Iteration 10Q (554.742909 sec): 3 clusters Score: Raw -10730.249558 + Penalty 497.593473 = -10232.656086 nChanged 0 SP:Iteration 11F (554.783933 sec): 3 clusters Score: Raw -10730.249558 + Penalty 497.593473 = -10232.656086 nChanged 0 Trying to split cluster 10 (16181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.819479 sec): 2 clusters Score: Raw -874647.862784 + Penalty 440.967481 = -874206.895303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.882601 sec): 3 clusters Score: Raw -864297.582831 + Penalty 881.934962 = -863415.647869 nChanged 7637 SP:Iteration 1F (554.929408 sec): 3 clusters Score: Raw -869101.889764 + Penalty 881.934962 = -868219.954802 nChanged 1077 SP:Iteration 2F (554.989694 sec): 3 clusters Score: Raw -869799.384871 + Penalty 881.934962 = -868917.449909 nChanged 1086 SP:Iteration 3F (555.056006 sec): 3 clusters Score: Raw -870614.672085 + Penalty 881.934962 = -869732.737123 nChanged 1149 SP:Iteration 4F (555.120182 sec): 3 clusters Score: Raw -871564.033934 + Penalty 881.934962 = -870682.098971 nChanged 1057 SP:Iteration 5F (555.173747 sec): 3 clusters Score: Raw -872271.155136 + Penalty 881.934962 = -871389.220174 nChanged 768 SP:Iteration 6Q (555.239001 sec): 3 clusters Score: Raw -872615.919503 + Penalty 881.934962 = -871733.984541 nChanged 500 SP:Iteration 7Q (555.297765 sec): 3 clusters Score: Raw -872776.142076 + Penalty 881.934962 = -871894.207114 nChanged 319 SP:Iteration 8Q (555.357445 sec): 3 clusters Score: Raw -872873.390612 + Penalty 881.934962 = -871991.455650 nChanged 300 SP:Iteration 9Q (555.418917 sec): 3 clusters Score: Raw -872976.212230 + Penalty 881.934962 = -872094.277267 nChanged 299 SP:Iteration 10Q (555.470439 sec): 3 clusters Score: Raw -873083.458242 + Penalty 881.934962 = -872201.523280 nChanged 262 SP:Iteration 11Q (555.543770 sec): 3 clusters Score: Raw -873168.873441 + Penalty 881.934962 = -872286.938479 nChanged 260 SP:Iteration 12Q (555.606448 sec): 3 clusters Score: Raw -873250.636920 + Penalty 881.934962 = -872368.701957 nChanged 255 SP:Iteration 13Q (555.668744 sec): 3 clusters Score: Raw -873338.120680 + Penalty 881.934962 = -872456.185718 nChanged 250 SP:Iteration 14Q (555.732134 sec): 3 clusters Score: Raw -873429.330078 + Penalty 881.934962 = -872547.395115 nChanged 253 SP:Iteration 15Q (555.793762 sec): 3 clusters Score: Raw -873516.164607 + Penalty 881.934962 = -872634.229644 nChanged 263 SP:Iteration 16Q (555.858106 sec): 3 clusters Score: Raw -873622.223960 + Penalty 881.934962 = -872740.288998 nChanged 296 SP:Iteration 17Q (555.908514 sec): 3 clusters Score: Raw -873745.289616 + Penalty 881.934962 = -872863.354653 nChanged 279 SP:Iteration 18Q (555.982914 sec): 3 clusters Score: Raw -873860.394014 + Penalty 881.934962 = -872978.459051 nChanged 279 SP:Iteration 19Q (556.043188 sec): 3 clusters Score: Raw -873981.335756 + Penalty 881.934962 = -873099.400793 nChanged 286 SP:Iteration 20F (556.103134 sec): 3 clusters Score: Raw -874106.455177 + Penalty 881.934962 = -873224.520214 nChanged 257 SP:Iteration 21Q (556.164236 sec): 3 clusters Score: Raw -874216.925020 + Penalty 881.934962 = -873334.990057 nChanged 205 SP:Iteration 22Q (556.218796 sec): 3 clusters Score: Raw -874299.671497 + Penalty 881.934962 = -873417.736534 nChanged 202 SP:Iteration 23Q (556.282193 sec): 3 clusters Score: Raw -874381.230251 + Penalty 881.934962 = -873499.295289 nChanged 179 SP:Iteration 24Q (556.343260 sec): 3 clusters Score: Raw -874471.298473 + Penalty 881.934962 = -873589.363510 nChanged 154 SP:Iteration 25Q (556.411799 sec): 3 clusters Score: Raw -874558.326057 + Penalty 881.934962 = -873676.391094 nChanged 139 SP:Iteration 26Q (556.460697 sec): 3 clusters Score: Raw -874655.416733 + Penalty 881.934962 = -873773.481771 nChanged 129 SP:Iteration 27Q (556.514874 sec): 3 clusters Score: Raw -874749.941992 + Penalty 881.934962 = -873868.007030 nChanged 112 SP:Iteration 28Q (556.581372 sec): 3 clusters Score: Raw -874813.541780 + Penalty 881.934962 = -873931.606818 nChanged 87 SP:Iteration 29Q (556.645116 sec): 3 clusters Score: Raw -874856.798619 + Penalty 881.934962 = -873974.863657 nChanged 77 SP:Iteration 30Q (556.696219 sec): 3 clusters Score: Raw -874884.393708 + Penalty 881.934962 = -874002.458746 nChanged 45 SP:Iteration 31Q (556.757523 sec): 3 clusters Score: Raw -874898.499561 + Penalty 881.934962 = -874016.564599 nChanged 52 SP:Iteration 32Q (556.811313 sec): 3 clusters Score: Raw -874913.741190 + Penalty 881.934962 = -874031.806228 nChanged 38 SP:Iteration 33Q (556.873234 sec): 3 clusters Score: Raw -874925.416833 + Penalty 881.934962 = -874043.481870 nChanged 30 SP:Iteration 34Q (556.919344 sec): 3 clusters Score: Raw -874932.182982 + Penalty 881.934962 = -874050.248020 nChanged 24 SP:Iteration 35Q (556.976710 sec): 3 clusters Score: Raw -874937.479045 + Penalty 881.934962 = -874055.544083 nChanged 19 SP:Iteration 36Q (557.040597 sec): 3 clusters Score: Raw -874939.968140 + Penalty 881.934962 = -874058.033178 nChanged 13 SP:Iteration 37Q (557.097482 sec): 3 clusters Score: Raw -874942.238851 + Penalty 881.934962 = -874060.303889 nChanged 16 SP:Iteration 38Q (557.155912 sec): 3 clusters Score: Raw -874945.455812 + Penalty 881.934962 = -874063.520849 nChanged 13 SP:Iteration 39Q (557.210654 sec): 3 clusters Score: Raw -874948.500574 + Penalty 881.934962 = -874066.565612 nChanged 12 SP:Iteration 40F (557.264603 sec): 3 clusters Score: Raw -874950.227900 + Penalty 881.934962 = -874068.292937 nChanged 9 SP:Iteration 41Q (557.331660 sec): 3 clusters Score: Raw -874951.566474 + Penalty 881.934962 = -874069.631512 nChanged 7 SP:Iteration 42Q (557.386018 sec): 3 clusters Score: Raw -874952.107267 + Penalty 881.934962 = -874070.172304 nChanged 4 SP:Iteration 43Q (557.436777 sec): 3 clusters Score: Raw -874952.462548 + Penalty 881.934962 = -874070.527586 nChanged 1 SP:Iteration 44Q (557.497192 sec): 3 clusters Score: Raw -874952.601367 + Penalty 881.934962 = -874070.666405 nChanged 1 SP:Iteration 45Q (557.562417 sec): 3 clusters Score: Raw -874952.985639 + Penalty 881.934962 = -874071.050677 nChanged 3 SP:Iteration 46Q (557.616736 sec): 3 clusters Score: Raw -874953.192621 + Penalty 881.934962 = -874071.257659 nChanged 1 SP:Iteration 47Q (557.683049 sec): 3 clusters Score: Raw -874953.296380 + Penalty 881.934962 = -874071.361418 nChanged 1 SP:Iteration 48Q (557.744527 sec): 3 clusters Score: Raw -874953.354224 + Penalty 881.934962 = -874071.419261 nChanged 1 SP:Iteration 49Q (557.803386 sec): 3 clusters Score: Raw -874953.413085 + Penalty 881.934962 = -874071.478122 nChanged 0 SP:Iteration 50F (557.868144 sec): 3 clusters Score: Raw -874953.413085 + Penalty 881.934962 = -874071.478122 nChanged 0 Trying to split cluster 12 (24692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.910599 sec): 2 clusters Score: Raw -1365090.781151 + Penalty 460.197674 = -1364630.583477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.981303 sec): 3 clusters Score: Raw -1349081.668255 + Penalty 920.395347 = -1348161.272908 nChanged 11796 SP:Iteration 1F (558.050045 sec): 3 clusters Score: Raw -1356307.354290 + Penalty 920.395347 = -1355386.958943 nChanged 1299 SP:Iteration 2F (558.121948 sec): 3 clusters Score: Raw -1356931.815767 + Penalty 920.395347 = -1356011.420420 nChanged 1442 SP:Iteration 3F (558.192887 sec): 3 clusters Score: Raw -1357777.498839 + Penalty 920.395347 = -1356857.103492 nChanged 1568 SP:Iteration 4F (558.261651 sec): 3 clusters Score: Raw -1358827.696521 + Penalty 920.395347 = -1357907.301174 nChanged 1562 SP:Iteration 5F (558.329068 sec): 3 clusters Score: Raw -1359898.670902 + Penalty 920.395347 = -1358978.275555 nChanged 1429 SP:Iteration 6F (558.402581 sec): 3 clusters Score: Raw -1360756.351523 + Penalty 920.395347 = -1359835.956176 nChanged 1177 SP:Iteration 7Q (558.471341 sec): 3 clusters Score: Raw -1361320.224314 + Penalty 920.395347 = -1360399.828967 nChanged 823 SP:Iteration 8Q (558.540010 sec): 3 clusters Score: Raw -1361633.900041 + Penalty 920.395347 = -1360713.504693 nChanged 571 SP:Iteration 9Q (558.602819 sec): 3 clusters Score: Raw -1361804.365059 + Penalty 920.395347 = -1360883.969712 nChanged 423 SP:Iteration 10Q (558.682824 sec): 3 clusters Score: Raw -1361908.335978 + Penalty 920.395347 = -1360987.940631 nChanged 356 SP:Iteration 11Q (558.754005 sec): 3 clusters Score: Raw -1361993.862047 + Penalty 920.395347 = -1361073.466700 nChanged 349 SP:Iteration 12Q (558.820258 sec): 3 clusters Score: Raw -1362074.431000 + Penalty 920.395347 = -1361154.035653 nChanged 354 SP:Iteration 13Q (558.880639 sec): 3 clusters Score: Raw -1362159.097747 + Penalty 920.395347 = -1361238.702400 nChanged 386 SP:Iteration 14Q (558.955108 sec): 3 clusters Score: Raw -1362260.237963 + Penalty 920.395347 = -1361339.842616 nChanged 416 SP:Iteration 15Q (559.028150 sec): 3 clusters Score: Raw -1362372.566099 + Penalty 920.395347 = -1361452.170752 nChanged 445 SP:Iteration 16Q (559.105188 sec): 3 clusters Score: Raw -1362502.226218 + Penalty 920.395347 = -1361581.830871 nChanged 521 SP:Iteration 17Q (559.177066 sec): 3 clusters Score: Raw -1362674.199988 + Penalty 920.395347 = -1361753.804641 nChanged 517 SP:Iteration 18Q (559.251577 sec): 3 clusters Score: Raw -1362852.959148 + Penalty 920.395347 = -1361932.563801 nChanged 539 SP:Iteration 19Q (559.311333 sec): 3 clusters Score: Raw -1363062.129680 + Penalty 920.395347 = -1362141.734333 nChanged 579 SP:Iteration 20F (559.382363 sec): 3 clusters Score: Raw -1363293.166842 + Penalty 920.395347 = -1362372.771495 nChanged 532 SP:Iteration 21Q (559.463389 sec): 3 clusters Score: Raw -1363493.450814 + Penalty 920.395347 = -1362573.055467 nChanged 471 SP:Iteration 22Q (559.522782 sec): 3 clusters Score: Raw -1363674.906133 + Penalty 920.395347 = -1362754.510786 nChanged 494 SP:Iteration 23Q (559.590625 sec): 3 clusters Score: Raw -1363877.886104 + Penalty 920.395347 = -1362957.490757 nChanged 492 SP:Iteration 24Q (559.668198 sec): 3 clusters Score: Raw -1364087.083257 + Penalty 920.395347 = -1363166.687910 nChanged 461 SP:Iteration 25Q (559.729188 sec): 3 clusters Score: Raw -1364295.676111 + Penalty 920.395347 = -1363375.280764 nChanged 460 SP:Iteration 26Q (559.798479 sec): 3 clusters Score: Raw -1364520.526164 + Penalty 920.395347 = -1363600.130817 nChanged 422 SP:Iteration 27Q (559.868080 sec): 3 clusters Score: Raw -1364730.183514 + Penalty 920.395347 = -1363809.788167 nChanged 359 SP:Iteration 28Q (559.930715 sec): 3 clusters Score: Raw -1364906.734567 + Penalty 920.395347 = -1363986.339220 nChanged 290 SP:Iteration 29Q (559.999072 sec): 3 clusters Score: Raw -1365042.625044 + Penalty 920.395347 = -1364122.229697 nChanged 232 SP:Iteration 30Q (560.071225 sec): 3 clusters Score: Raw -1365151.341587 + Penalty 920.395347 = -1364230.946240 nChanged 202 SP:Iteration 31Q (560.123751 sec): 3 clusters Score: Raw -1365235.663313 + Penalty 920.395347 = -1364315.267966 nChanged 165 SP:Iteration 32Q (560.185472 sec): 3 clusters Score: Raw -1365301.381690 + Penalty 920.395347 = -1364380.986342 nChanged 134 SP:Iteration 33Q (560.253420 sec): 3 clusters Score: Raw -1365357.155362 + Penalty 920.395347 = -1364436.760015 nChanged 101 SP:Iteration 34Q (560.325140 sec): 3 clusters Score: Raw -1365399.734638 + Penalty 920.395347 = -1364479.339291 nChanged 93 SP:Iteration 35Q (560.388861 sec): 3 clusters Score: Raw -1365440.287643 + Penalty 920.395347 = -1364519.892296 nChanged 61 SP:Iteration 36Q (560.452387 sec): 3 clusters Score: Raw -1365459.572981 + Penalty 920.395347 = -1364539.177634 nChanged 39 SP:Iteration 37Q (560.509811 sec): 3 clusters Score: Raw -1365469.626862 + Penalty 920.395347 = -1364549.231515 nChanged 29 SP:Iteration 38Q (560.580538 sec): 3 clusters Score: Raw -1365476.488918 + Penalty 920.395347 = -1364556.093571 nChanged 26 SP:Iteration 39Q (560.639513 sec): 3 clusters Score: Raw -1365480.112057 + Penalty 920.395347 = -1364559.716710 nChanged 21 SP:Iteration 40F (560.716667 sec): 3 clusters Score: Raw -1365483.831515 + Penalty 920.395347 = -1364563.436168 nChanged 23 SP:Iteration 41Q (560.782169 sec): 3 clusters Score: Raw -1365486.877368 + Penalty 920.395347 = -1364566.482021 nChanged 20 SP:Iteration 42Q (560.845181 sec): 3 clusters Score: Raw -1365488.837198 + Penalty 920.395347 = -1364568.441851 nChanged 14 SP:Iteration 43Q (560.908535 sec): 3 clusters Score: Raw -1365489.894700 + Penalty 920.395347 = -1364569.499353 nChanged 11 SP:Iteration 44Q (560.963416 sec): 3 clusters Score: Raw -1365491.451381 + Penalty 920.395347 = -1364571.056034 nChanged 7 SP:Iteration 45Q (561.039274 sec): 3 clusters Score: Raw -1365492.106215 + Penalty 920.395347 = -1364571.710868 nChanged 4 SP:Iteration 46Q (561.104717 sec): 3 clusters Score: Raw -1365492.359117 + Penalty 920.395347 = -1364571.963770 nChanged 3 SP:Iteration 47Q (561.157711 sec): 3 clusters Score: Raw -1365492.562980 + Penalty 920.395347 = -1364572.167633 nChanged 5 SP:Iteration 48Q (561.233681 sec): 3 clusters Score: Raw -1365492.811492 + Penalty 920.395347 = -1364572.416145 nChanged 6 SP:Iteration 49Q (561.296929 sec): 3 clusters Score: Raw -1365493.332785 + Penalty 920.395347 = -1364572.937438 nChanged 3 SP:Iteration 50Q (561.354383 sec): 3 clusters Score: Raw -1365493.845422 + Penalty 920.395347 = -1364573.450075 nChanged 4 SP:Iteration 51Q (561.426062 sec): 3 clusters Score: Raw -1365494.506206 + Penalty 920.395347 = -1364574.110859 nChanged 4 SP:Iteration 52Q (561.493660 sec): 3 clusters Score: Raw -1365494.892486 + Penalty 920.395347 = -1364574.497139 nChanged 3 SP:Iteration 53Q (561.563511 sec): 3 clusters Score: Raw -1365495.060956 + Penalty 920.395347 = -1364574.665609 nChanged 1 SP:Iteration 54Q (561.628014 sec): 3 clusters Score: Raw -1365495.142520 + Penalty 920.395347 = -1364574.747173 nChanged 1 SP:Iteration 55Q (561.692064 sec): 3 clusters Score: Raw -1365495.182877 + Penalty 920.395347 = -1364574.787530 nChanged 2 SP:Iteration 56Q (561.758916 sec): 3 clusters Score: Raw -1365495.293885 + Penalty 920.395347 = -1364574.898538 nChanged 0 SP:Iteration 57F (561.827581 sec): 3 clusters Score: Raw -1365495.293885 + Penalty 920.395347 = -1364574.898538 nChanged 0 Trying to split cluster 14 (16958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.864070 sec): 2 clusters Score: Raw -866189.089008 + Penalty 443.101521 = -865745.987486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.926527 sec): 3 clusters Score: Raw -855278.739757 + Penalty 886.203043 = -854392.536714 nChanged 8046 SP:Iteration 1F (561.986697 sec): 3 clusters Score: Raw -860553.050570 + Penalty 886.203043 = -859666.847527 nChanged 1252 SP:Iteration 2F (562.051928 sec): 3 clusters Score: Raw -861293.537348 + Penalty 886.203043 = -860407.334305 nChanged 1271 SP:Iteration 3F (562.104939 sec): 3 clusters Score: Raw -862180.813407 + Penalty 886.203043 = -861294.610364 nChanged 1198 SP:Iteration 4F (562.165764 sec): 3 clusters Score: Raw -863148.909175 + Penalty 886.203043 = -862262.706132 nChanged 970 SP:Iteration 5F (562.239521 sec): 3 clusters Score: Raw -863964.902162 + Penalty 886.203043 = -863078.699119 nChanged 750 SP:Iteration 6Q (562.304426 sec): 3 clusters Score: Raw -864612.552465 + Penalty 886.203043 = -863726.349422 nChanged 544 SP:Iteration 7Q (562.367169 sec): 3 clusters Score: Raw -865067.609881 + Penalty 886.203043 = -864181.406838 nChanged 423 SP:Iteration 8Q (562.429500 sec): 3 clusters Score: Raw -865377.790955 + Penalty 886.203043 = -864491.587912 nChanged 275 SP:Iteration 9Q (562.481379 sec): 3 clusters Score: Raw -865552.769083 + Penalty 886.203043 = -864666.566040 nChanged 193 SP:Iteration 10Q (562.542878 sec): 3 clusters Score: Raw -865659.530053 + Penalty 886.203043 = -864773.327010 nChanged 171 SP:Iteration 11Q (562.614197 sec): 3 clusters Score: Raw -865739.423927 + Penalty 886.203043 = -864853.220884 nChanged 145 SP:Iteration 12Q (562.674249 sec): 3 clusters Score: Raw -865799.088647 + Penalty 886.203043 = -864912.885604 nChanged 124 SP:Iteration 13Q (562.736723 sec): 3 clusters Score: Raw -865851.222416 + Penalty 886.203043 = -864965.019373 nChanged 115 SP:Iteration 14Q (562.789821 sec): 3 clusters Score: Raw -865903.778800 + Penalty 886.203043 = -865017.575757 nChanged 92 SP:Iteration 15Q (562.848496 sec): 3 clusters Score: Raw -865945.631954 + Penalty 886.203043 = -865059.428911 nChanged 98 SP:Iteration 16Q (562.916059 sec): 3 clusters Score: Raw -865984.863147 + Penalty 886.203043 = -865098.660104 nChanged 74 SP:Iteration 17Q (562.976429 sec): 3 clusters Score: Raw -866013.983662 + Penalty 886.203043 = -865127.780619 nChanged 67 SP:Iteration 18Q (563.033164 sec): 3 clusters Score: Raw -866042.558240 + Penalty 886.203043 = -865156.355197 nChanged 58 SP:Iteration 19Q (563.089684 sec): 3 clusters Score: Raw -866068.418461 + Penalty 886.203043 = -865182.215418 nChanged 58 SP:Iteration 20F (563.148323 sec): 3 clusters Score: Raw -866101.403208 + Penalty 886.203043 = -865215.200165 nChanged 53 SP:Iteration 21Q (563.205650 sec): 3 clusters Score: Raw -866127.349992 + Penalty 886.203043 = -865241.146949 nChanged 48 SP:Iteration 22Q (563.262030 sec): 3 clusters Score: Raw -866148.589341 + Penalty 886.203043 = -865262.386298 nChanged 35 SP:Iteration 23Q (563.322634 sec): 3 clusters Score: Raw -866162.350521 + Penalty 886.203043 = -865276.147478 nChanged 38 SP:Iteration 24Q (563.383000 sec): 3 clusters Score: Raw -866179.499636 + Penalty 886.203043 = -865293.296593 nChanged 30 SP:Iteration 25Q (563.441559 sec): 3 clusters Score: Raw -866195.143841 + Penalty 886.203043 = -865308.940798 nChanged 32 SP:Iteration 26Q (563.501195 sec): 3 clusters Score: Raw -866210.903155 + Penalty 886.203043 = -865324.700112 nChanged 28 SP:Iteration 27Q (563.557724 sec): 3 clusters Score: Raw -866223.681633 + Penalty 886.203043 = -865337.478590 nChanged 31 SP:Iteration 28Q (563.618983 sec): 3 clusters Score: Raw -866237.609554 + Penalty 886.203043 = -865351.406511 nChanged 18 SP:Iteration 29Q (563.675569 sec): 3 clusters Score: Raw -866244.258617 + Penalty 886.203043 = -865358.055574 nChanged 14 SP:Iteration 30Q (563.730657 sec): 3 clusters Score: Raw -866250.353115 + Penalty 886.203043 = -865364.150072 nChanged 10 SP:Iteration 31Q (563.781799 sec): 3 clusters Score: Raw -866254.638541 + Penalty 886.203043 = -865368.435498 nChanged 8 SP:Iteration 32Q (563.850717 sec): 3 clusters Score: Raw -866257.682995 + Penalty 886.203043 = -865371.479952 nChanged 6 SP:Iteration 33Q (563.898056 sec): 3 clusters Score: Raw -866259.732465 + Penalty 886.203043 = -865373.529422 nChanged 3 SP:Iteration 34Q (563.970199 sec): 3 clusters Score: Raw -866260.650888 + Penalty 886.203043 = -865374.447845 nChanged 3 SP:Iteration 35Q (564.027757 sec): 3 clusters Score: Raw -866261.383037 + Penalty 886.203043 = -865375.179994 nChanged 0 SP:Iteration 36F (564.078296 sec): 3 clusters Score: Raw -866261.383037 + Penalty 886.203043 = -865375.179994 nChanged 0 Trying to split cluster 15 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.116215 sec): 2 clusters Score: Raw -42320.345603 + Penalty 308.018710 = -42012.326893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.153932 sec): 3 clusters Score: Raw -41896.447011 + Penalty 616.037420 = -41280.409591 nChanged 339 SP:Iteration 1F (564.204090 sec): 3 clusters Score: Raw -42160.769162 + Penalty 616.037420 = -41544.731742 nChanged 76 SP:Iteration 2F (564.256503 sec): 3 clusters Score: Raw -42259.236010 + Penalty 616.037420 = -41643.198590 nChanged 73 SP:Iteration 3F (564.299831 sec): 3 clusters Score: Raw -42329.971370 + Penalty 616.037420 = -41713.933950 nChanged 46 SP:Iteration 4F (564.354192 sec): 3 clusters Score: Raw -42377.359639 + Penalty 616.037420 = -41761.322219 nChanged 39 SP:Iteration 5Q (564.402827 sec): 3 clusters Score: Raw -42413.526433 + Penalty 616.037420 = -41797.489013 nChanged 30 SP:Iteration 6Q (564.453123 sec): 3 clusters Score: Raw -42447.389988 + Penalty 616.037420 = -41831.352569 nChanged 19 SP:Iteration 7Q (564.494249 sec): 3 clusters Score: Raw -42463.355800 + Penalty 616.037420 = -41847.318380 nChanged 23 SP:Iteration 8Q (564.548164 sec): 3 clusters Score: Raw -42476.317763 + Penalty 616.037420 = -41860.280343 nChanged 22 SP:Iteration 9Q (564.597820 sec): 3 clusters Score: Raw -42491.889563 + Penalty 616.037420 = -41875.852143 nChanged 28 SP:Iteration 10Q (564.635042 sec): 3 clusters Score: Raw -42509.950921 + Penalty 616.037420 = -41893.913501 nChanged 28 SP:Iteration 11Q (564.690516 sec): 3 clusters Score: Raw -42532.734155 + Penalty 616.037420 = -41916.696735 nChanged 28 SP:Iteration 12Q (564.733856 sec): 3 clusters Score: Raw -42558.898585 + Penalty 616.037420 = -41942.861165 nChanged 25 SP:Iteration 13Q (564.788581 sec): 3 clusters Score: Raw -42579.316027 + Penalty 616.037420 = -41963.278607 nChanged 17 SP:Iteration 14Q (564.833858 sec): 3 clusters Score: Raw -42596.780993 + Penalty 616.037420 = -41980.743573 nChanged 13 SP:Iteration 15Q (564.873066 sec): 3 clusters Score: Raw -42608.876517 + Penalty 616.037420 = -41992.839097 nChanged 14 SP:Iteration 16Q (564.922944 sec): 3 clusters Score: Raw -42615.643361 + Penalty 616.037420 = -41999.605941 nChanged 14 SP:Iteration 17Q (564.955607 sec): 3 clusters Score: Raw -42625.219998 + Penalty 616.037420 = -42009.182578 nChanged 11 SP:Iteration 18Q (565.000373 sec): 3 clusters Score: Raw -42632.464999 + Penalty 616.037420 = -42016.427580 nChanged 7 SP:Iteration 19Q (565.047266 sec): 3 clusters Score: Raw -42635.160992 + Penalty 616.037420 = -42019.123572 nChanged 3 SP:Iteration 20F (565.085598 sec): 3 clusters Score: Raw -42635.920050 + Penalty 616.037420 = -42019.882630 nChanged 2 SP:Iteration 21Q (565.128705 sec): 3 clusters Score: Raw -42637.143942 + Penalty 616.037420 = -42021.106522 nChanged 2 SP:Iteration 22Q (565.168465 sec): 3 clusters Score: Raw -42638.564424 + Penalty 616.037420 = -42022.527005 nChanged 1 SP:Iteration 23Q (565.214983 sec): 3 clusters Score: Raw -42638.805038 + Penalty 616.037420 = -42022.767618 nChanged 1 SP:Iteration 24Q (565.260680 sec): 3 clusters Score: Raw -42638.991979 + Penalty 616.037420 = -42022.954559 nChanged 0 SP:Iteration 25F (565.293362 sec): 3 clusters Score: Raw -42638.991979 + Penalty 616.037420 = -42022.954559 nChanged 0 Score: Raw -7356658.726168 + Penalty 8630.483833 = -7348028.242335 Splitting cluster 15 changes total score from -7348248.598623 to -7348028.242335 So it's not getting split. Trying to split cluster 16 (53962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.409359 sec): 2 clusters Score: Raw -2971662.086133 + Penalty 495.769610 = -2971166.316523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.516426 sec): 3 clusters Score: Raw -2936084.532613 + Penalty 991.539219 = -2935092.993394 nChanged 26034 SP:Iteration 1F (566.606840 sec): 3 clusters Score: Raw -2951167.427094 + Penalty 991.539219 = -2950175.887875 nChanged 2048 SP:Iteration 2Q (566.705525 sec): 3 clusters Score: Raw -2951834.629444 + Penalty 991.539219 = -2950843.090225 nChanged 2401 SP:Iteration 3Q (566.802478 sec): 3 clusters Score: Raw -2952741.607086 + Penalty 991.539219 = -2951750.067867 nChanged 2692 SP:Iteration 4Q (566.888653 sec): 3 clusters Score: Raw -2953965.043557 + Penalty 991.539219 = -2952973.504338 nChanged 3022 SP:Iteration 5F (566.985477 sec): 3 clusters Score: Raw -2955679.705045 + Penalty 991.539219 = -2954688.165826 nChanged 3454 SP:Iteration 6F (567.083564 sec): 3 clusters Score: Raw -2957975.101003 + Penalty 991.539219 = -2956983.561784 nChanged 3632 SP:Iteration 7F (567.174473 sec): 3 clusters Score: Raw -2960776.856992 + Penalty 991.539219 = -2959785.317773 nChanged 3586 SP:Iteration 8F (567.263179 sec): 3 clusters Score: Raw -2963454.026886 + Penalty 991.539219 = -2962462.487667 nChanged 3120 SP:Iteration 9F (567.359194 sec): 3 clusters Score: Raw -2965365.237124 + Penalty 991.539219 = -2964373.697905 nChanged 2370 SP:Iteration 10Q (567.453617 sec): 3 clusters Score: Raw -2966482.612290 + Penalty 991.539219 = -2965491.073071 nChanged 1640 SP:Iteration 11Q (567.548379 sec): 3 clusters Score: Raw -2967093.858147 + Penalty 991.539219 = -2966102.318928 nChanged 1274 SP:Iteration 12Q (567.651534 sec): 3 clusters Score: Raw -2967573.704945 + Penalty 991.539219 = -2966582.165726 nChanged 1090 SP:Iteration 13Q (567.740636 sec): 3 clusters Score: Raw -2967979.964082 + Penalty 991.539219 = -2966988.424863 nChanged 986 SP:Iteration 14Q (567.841266 sec): 3 clusters Score: Raw -2968326.482313 + Penalty 991.539219 = -2967334.943094 nChanged 882 SP:Iteration 15Q (567.926500 sec): 3 clusters Score: Raw -2968626.325690 + Penalty 991.539219 = -2967634.786471 nChanged 827 SP:Iteration 16Q (568.030118 sec): 3 clusters Score: Raw -2968908.238818 + Penalty 991.539219 = -2967916.699599 nChanged 820 SP:Iteration 17Q (568.125611 sec): 3 clusters Score: Raw -2969181.568037 + Penalty 991.539219 = -2968190.028818 nChanged 768 SP:Iteration 18Q (568.219853 sec): 3 clusters Score: Raw -2969446.087521 + Penalty 991.539219 = -2968454.548302 nChanged 730 SP:Iteration 19Q (568.312819 sec): 3 clusters Score: Raw -2969668.651027 + Penalty 991.539219 = -2968677.111808 nChanged 637 SP:Iteration 20F (568.407055 sec): 3 clusters Score: Raw -2969860.089052 + Penalty 991.539219 = -2968868.549833 nChanged 607 SP:Iteration 21Q (568.488233 sec): 3 clusters Score: Raw -2970018.515570 + Penalty 991.539219 = -2969026.976351 nChanged 524 SP:Iteration 22Q (568.585666 sec): 3 clusters Score: Raw -2970143.896671 + Penalty 991.539219 = -2969152.357452 nChanged 488 SP:Iteration 23Q (568.681186 sec): 3 clusters Score: Raw -2970255.851829 + Penalty 991.539219 = -2969264.312610 nChanged 460 SP:Iteration 24Q (568.775456 sec): 3 clusters Score: Raw -2970353.556484 + Penalty 991.539219 = -2969362.017265 nChanged 465 SP:Iteration 25Q (568.868938 sec): 3 clusters Score: Raw -2970440.994500 + Penalty 991.539219 = -2969449.455281 nChanged 454 SP:Iteration 26Q (568.962587 sec): 3 clusters Score: Raw -2970518.836168 + Penalty 991.539219 = -2969527.296949 nChanged 420 SP:Iteration 27Q (569.058711 sec): 3 clusters Score: Raw -2970588.703892 + Penalty 991.539219 = -2969597.164673 nChanged 428 SP:Iteration 28Q (569.155277 sec): 3 clusters Score: Raw -2970658.355806 + Penalty 991.539219 = -2969666.816586 nChanged 413 SP:Iteration 29Q (569.248310 sec): 3 clusters Score: Raw -2970725.850221 + Penalty 991.539219 = -2969734.311002 nChanged 406 SP:Iteration 30Q (569.339707 sec): 3 clusters Score: Raw -2970794.008320 + Penalty 991.539219 = -2969802.469101 nChanged 414 SP:Iteration 31Q (569.431243 sec): 3 clusters Score: Raw -2970859.913908 + Penalty 991.539219 = -2969868.374689 nChanged 394 SP:Iteration 32Q (569.527852 sec): 3 clusters Score: Raw -2970921.352660 + Penalty 991.539219 = -2969929.813441 nChanged 400 SP:Iteration 33Q (569.619502 sec): 3 clusters Score: Raw -2970984.606534 + Penalty 991.539219 = -2969993.067315 nChanged 388 SP:Iteration 34Q (569.710675 sec): 3 clusters Score: Raw -2971046.694071 + Penalty 991.539219 = -2970055.154852 nChanged 371 SP:Iteration 35Q (569.800000 sec): 3 clusters Score: Raw -2971104.070643 + Penalty 991.539219 = -2970112.531424 nChanged 368 SP:Iteration 36Q (569.895565 sec): 3 clusters Score: Raw -2971161.461651 + Penalty 991.539219 = -2970169.922432 nChanged 363 SP:Iteration 37Q (569.988309 sec): 3 clusters Score: Raw -2971215.496462 + Penalty 991.539219 = -2970223.957243 nChanged 341 SP:Iteration 38Q (570.074932 sec): 3 clusters Score: Raw -2971262.561502 + Penalty 991.539219 = -2970271.022283 nChanged 320 SP:Iteration 39Q (570.165079 sec): 3 clusters Score: Raw -2971306.181446 + Penalty 991.539219 = -2970314.642227 nChanged 315 SP:Iteration 40F (570.252977 sec): 3 clusters Score: Raw -2971348.196753 + Penalty 991.539219 = -2970356.657533 nChanged 301 SP:Iteration 41Q (570.348781 sec): 3 clusters Score: Raw -2971387.773666 + Penalty 991.539219 = -2970396.234447 nChanged 294 SP:Iteration 42Q (570.432721 sec): 3 clusters Score: Raw -2971425.942649 + Penalty 991.539219 = -2970434.403430 nChanged 288 SP:Iteration 43Q (570.539964 sec): 3 clusters Score: Raw -2971459.899528 + Penalty 991.539219 = -2970468.360309 nChanged 268 SP:Iteration 44Q (570.636562 sec): 3 clusters Score: Raw -2971488.887091 + Penalty 991.539219 = -2970497.347872 nChanged 243 SP:Iteration 45Q (570.720251 sec): 3 clusters Score: Raw -2971513.221129 + Penalty 991.539219 = -2970521.681910 nChanged 197 SP:Iteration 46Q (570.814596 sec): 3 clusters Score: Raw -2971533.508681 + Penalty 991.539219 = -2970541.969462 nChanged 208 SP:Iteration 47Q (570.911698 sec): 3 clusters Score: Raw -2971555.011973 + Penalty 991.539219 = -2970563.472754 nChanged 203 SP:Iteration 48Q (570.999415 sec): 3 clusters Score: Raw -2971573.083724 + Penalty 991.539219 = -2970581.544505 nChanged 184 SP:Iteration 49Q (571.091758 sec): 3 clusters Score: Raw -2971588.005662 + Penalty 991.539219 = -2970596.466443 nChanged 167 SP:Iteration 50Q (571.178330 sec): 3 clusters Score: Raw -2971601.426927 + Penalty 991.539219 = -2970609.887708 nChanged 174 SP:Iteration 51Q (571.259416 sec): 3 clusters Score: Raw -2971616.007161 + Penalty 991.539219 = -2970624.467942 nChanged 160 SP:Iteration 52Q (571.360945 sec): 3 clusters Score: Raw -2971628.511864 + Penalty 991.539219 = -2970636.972645 nChanged 163 SP:Iteration 53Q (571.456816 sec): 3 clusters Score: Raw -2971641.754273 + Penalty 991.539219 = -2970650.215054 nChanged 156 SP:Iteration 54Q (571.542095 sec): 3 clusters Score: Raw -2971656.470807 + Penalty 991.539219 = -2970664.931588 nChanged 175 SP:Iteration 55Q (571.630176 sec): 3 clusters Score: Raw -2971672.243171 + Penalty 991.539219 = -2970680.703952 nChanged 165 SP:Iteration 56Q (571.712009 sec): 3 clusters Score: Raw -2971686.237483 + Penalty 991.539219 = -2970694.698264 nChanged 171 SP:Iteration 57Q (571.809752 sec): 3 clusters Score: Raw -2971701.136188 + Penalty 991.539219 = -2970709.596969 nChanged 154 SP:Iteration 58Q (571.902059 sec): 3 clusters Score: Raw -2971713.406725 + Penalty 991.539219 = -2970721.867506 nChanged 132 SP:Iteration 59Q (571.989209 sec): 3 clusters Score: Raw -2971725.022831 + Penalty 991.539219 = -2970733.483612 nChanged 137 SP:Iteration 60F (572.083794 sec): 3 clusters Score: Raw -2971737.673597 + Penalty 991.539219 = -2970746.134378 nChanged 150 SP:Iteration 61Q (572.170514 sec): 3 clusters Score: Raw -2971750.769421 + Penalty 991.539219 = -2970759.230202 nChanged 148 SP:Iteration 62Q (572.248015 sec): 3 clusters Score: Raw -2971763.201087 + Penalty 991.539219 = -2970771.661868 nChanged 129 SP:Iteration 63Q (572.351619 sec): 3 clusters Score: Raw -2971774.280511 + Penalty 991.539219 = -2970782.741292 nChanged 143 SP:Iteration 64Q (572.442972 sec): 3 clusters Score: Raw -2971788.356119 + Penalty 991.539219 = -2970796.816900 nChanged 158 SP:Iteration 65Q (572.529588 sec): 3 clusters Score: Raw -2971802.801521 + Penalty 991.539219 = -2970811.262302 nChanged 155 SP:Iteration 66Q (572.625259 sec): 3 clusters Score: Raw -2971816.136504 + Penalty 991.539219 = -2970824.597285 nChanged 147 SP:Iteration 67Q (572.708429 sec): 3 clusters Score: Raw -2971827.957488 + Penalty 991.539219 = -2970836.418269 nChanged 136 SP:Iteration 68Q (572.798667 sec): 3 clusters Score: Raw -2971838.364168 + Penalty 991.539219 = -2970846.824949 nChanged 141 SP:Iteration 69Q (572.895355 sec): 3 clusters Score: Raw -2971849.194899 + Penalty 991.539219 = -2970857.655680 nChanged 123 SP:Iteration 70Q (572.985453 sec): 3 clusters Score: Raw -2971857.952309 + Penalty 991.539219 = -2970866.413090 nChanged 115 SP:Iteration 71Q (573.081908 sec): 3 clusters Score: Raw -2971865.745518 + Penalty 991.539219 = -2970874.206299 nChanged 117 SP:Iteration 72Q (573.174861 sec): 3 clusters Score: Raw -2971874.938854 + Penalty 991.539219 = -2970883.399635 nChanged 116 SP:Iteration 73Q (573.254584 sec): 3 clusters Score: Raw -2971883.654477 + Penalty 991.539219 = -2970892.115258 nChanged 117 SP:Iteration 74Q (573.345487 sec): 3 clusters Score: Raw -2971891.986472 + Penalty 991.539219 = -2970900.447253 nChanged 118 SP:Iteration 75Q (573.441592 sec): 3 clusters Score: Raw -2971901.045238 + Penalty 991.539219 = -2970909.506019 nChanged 115 SP:Iteration 76Q (573.530515 sec): 3 clusters Score: Raw -2971909.447541 + Penalty 991.539219 = -2970917.908322 nChanged 104 SP:Iteration 77Q (573.609942 sec): 3 clusters Score: Raw -2971916.408664 + Penalty 991.539219 = -2970924.869445 nChanged 98 SP:Iteration 78Q (573.712989 sec): 3 clusters Score: Raw -2971922.246440 + Penalty 991.539219 = -2970930.707221 nChanged 77 SP:Iteration 79Q (573.806351 sec): 3 clusters Score: Raw -2971926.674417 + Penalty 991.539219 = -2970935.135198 nChanged 83 SP:Iteration 80F (573.899805 sec): 3 clusters Score: Raw -2971931.399578 + Penalty 991.539219 = -2970939.860359 nChanged 74 SP:Iteration 81Q (573.987756 sec): 3 clusters Score: Raw -2971935.026844 + Penalty 991.539219 = -2970943.487625 nChanged 64 SP:Iteration 82Q (574.076293 sec): 3 clusters Score: Raw -2971937.762032 + Penalty 991.539219 = -2970946.222813 nChanged 59 SP:Iteration 83Q (574.166750 sec): 3 clusters Score: Raw -2971940.599040 + Penalty 991.539219 = -2970949.059821 nChanged 56 SP:Iteration 84Q (574.246038 sec): 3 clusters Score: Raw -2971943.825689 + Penalty 991.539219 = -2970952.286470 nChanged 56 SP:Iteration 85Q (574.352289 sec): 3 clusters Score: Raw -2971946.729225 + Penalty 991.539219 = -2970955.190006 nChanged 59 SP:Iteration 86Q (574.445002 sec): 3 clusters Score: Raw -2971949.540146 + Penalty 991.539219 = -2970958.000927 nChanged 57 SP:Iteration 87Q (574.528893 sec): 3 clusters Score: Raw -2971951.953991 + Penalty 991.539219 = -2970960.414772 nChanged 42 SP:Iteration 88Q (574.622797 sec): 3 clusters Score: Raw -2971953.560325 + Penalty 991.539219 = -2970962.021106 nChanged 50 SP:Iteration 89Q (574.719295 sec): 3 clusters Score: Raw -2971956.048183 + Penalty 991.539219 = -2970964.508964 nChanged 49 SP:Iteration 90Q (574.814649 sec): 3 clusters Score: Raw -2971958.060313 + Penalty 991.539219 = -2970966.521094 nChanged 41 SP:Iteration 91Q (574.900889 sec): 3 clusters Score: Raw -2971959.599629 + Penalty 991.539219 = -2970968.060410 nChanged 40 SP:Iteration 92Q (574.993777 sec): 3 clusters Score: Raw -2971961.524847 + Penalty 991.539219 = -2970969.985627 nChanged 47 SP:Iteration 93Q (575.083599 sec): 3 clusters Score: Raw -2971963.720336 + Penalty 991.539219 = -2970972.181117 nChanged 52 SP:Iteration 94Q (575.170273 sec): 3 clusters Score: Raw -2971965.831198 + Penalty 991.539219 = -2970974.291979 nChanged 54 SP:Iteration 95Q (575.254805 sec): 3 clusters Score: Raw -2971968.406173 + Penalty 991.539219 = -2970976.866954 nChanged 52 SP:Iteration 96Q (575.352373 sec): 3 clusters Score: Raw -2971970.686264 + Penalty 991.539219 = -2970979.147045 nChanged 48 SP:Iteration 97Q (575.439021 sec): 3 clusters Score: Raw -2971972.595914 + Penalty 991.539219 = -2970981.056695 nChanged 40 SP:Iteration 98Q (575.540659 sec): 3 clusters Score: Raw -2971974.113764 + Penalty 991.539219 = -2970982.574545 nChanged 35 SP:Iteration 99Q (575.631577 sec): 3 clusters Score: Raw -2971975.231925 + Penalty 991.539219 = -2970983.692706 nChanged 30 SP:Iteration 100F (575.727449 sec): 3 clusters Score: Raw -2971976.133599 + Penalty 991.539219 = -2970984.594380 nChanged 27 SP:Iteration 101Q (575.815426 sec): 3 clusters Score: Raw -2971977.210875 + Penalty 991.539219 = -2970985.671656 nChanged 31 SP:Iteration 102Q (575.907074 sec): 3 clusters Score: Raw -2971978.517039 + Penalty 991.539219 = -2970986.977819 nChanged 37 SP:Iteration 103Q (575.995203 sec): 3 clusters Score: Raw -2971980.114560 + Penalty 991.539219 = -2970988.575341 nChanged 33 SP:Iteration 104Q (576.087273 sec): 3 clusters Score: Raw -2971981.771670 + Penalty 991.539219 = -2970990.232451 nChanged 40 SP:Iteration 105Q (576.174080 sec): 3 clusters Score: Raw -2971984.230220 + Penalty 991.539219 = -2970992.691001 nChanged 54 SP:Iteration 106Q (576.273209 sec): 3 clusters Score: Raw -2971987.016367 + Penalty 991.539219 = -2970995.477148 nChanged 53 SP:Iteration 107Q (576.367594 sec): 3 clusters Score: Raw -2971989.921725 + Penalty 991.539219 = -2970998.382506 nChanged 59 SP:Iteration 108Q (576.454718 sec): 3 clusters Score: Raw -2971993.577944 + Penalty 991.539219 = -2971002.038725 nChanged 56 SP:Iteration 109Q (576.549015 sec): 3 clusters Score: Raw -2971996.595701 + Penalty 991.539219 = -2971005.056481 nChanged 46 SP:Iteration 110Q (576.637843 sec): 3 clusters Score: Raw -2971998.731963 + Penalty 991.539219 = -2971007.192744 nChanged 40 SP:Iteration 111Q (576.729689 sec): 3 clusters Score: Raw -2972000.524470 + Penalty 991.539219 = -2971008.985251 nChanged 43 SP:Iteration 112Q (576.817441 sec): 3 clusters Score: Raw -2972002.617693 + Penalty 991.539219 = -2971011.078474 nChanged 51 SP:Iteration 113Q (576.906566 sec): 3 clusters Score: Raw -2972005.510609 + Penalty 991.539219 = -2971013.971390 nChanged 54 SP:Iteration 114Q (576.996867 sec): 3 clusters Score: Raw -2972009.017548 + Penalty 991.539219 = -2971017.478329 nChanged 66 SP:Iteration 115Q (577.086005 sec): 3 clusters Score: Raw -2972013.339148 + Penalty 991.539219 = -2971021.799929 nChanged 62 SP:Iteration 116Q (577.171842 sec): 3 clusters Score: Raw -2972017.278161 + Penalty 991.539219 = -2971025.738942 nChanged 63 SP:Iteration 117Q (577.262033 sec): 3 clusters Score: Raw -2972021.164746 + Penalty 991.539219 = -2971029.625527 nChanged 60 SP:Iteration 118Q (577.350002 sec): 3 clusters Score: Raw -2972025.247370 + Penalty 991.539219 = -2971033.708151 nChanged 63 SP:Iteration 119Q (577.440349 sec): 3 clusters Score: Raw -2972029.789013 + Penalty 991.539219 = -2971038.249794 nChanged 75 SP:Iteration 120F (577.537103 sec): 3 clusters Score: Raw -2972034.727683 + Penalty 991.539219 = -2971043.188464 nChanged 77 SP:Iteration 121Q (577.622987 sec): 3 clusters Score: Raw -2972040.760733 + Penalty 991.539219 = -2971049.221514 nChanged 84 SP:Iteration 122Q (577.711960 sec): 3 clusters Score: Raw -2972048.939484 + Penalty 991.539219 = -2971057.400265 nChanged 77 SP:Iteration 123Q (577.801259 sec): 3 clusters Score: Raw -2972054.244233 + Penalty 991.539219 = -2971062.705014 nChanged 54 SP:Iteration 124Q (577.894739 sec): 3 clusters Score: Raw -2972057.945391 + Penalty 991.539219 = -2971066.406171 nChanged 53 SP:Iteration 125Q (577.985042 sec): 3 clusters Score: Raw -2972061.490469 + Penalty 991.539219 = -2971069.951250 nChanged 51 SP:Iteration 126Q (578.076104 sec): 3 clusters Score: Raw -2972064.408513 + Penalty 991.539219 = -2971072.869294 nChanged 50 SP:Iteration 127Q (578.167863 sec): 3 clusters Score: Raw -2972066.816063 + Penalty 991.539219 = -2971075.276844 nChanged 41 SP:Iteration 128Q (578.257529 sec): 3 clusters Score: Raw -2972068.992681 + Penalty 991.539219 = -2971077.453462 nChanged 42 SP:Iteration 129Q (578.343587 sec): 3 clusters Score: Raw -2972071.737588 + Penalty 991.539219 = -2971080.198368 nChanged 40 SP:Iteration 130Q (578.442691 sec): 3 clusters Score: Raw -2972074.212527 + Penalty 991.539219 = -2971082.673308 nChanged 39 SP:Iteration 131Q (578.535043 sec): 3 clusters Score: Raw -2972076.372763 + Penalty 991.539219 = -2971084.833544 nChanged 45 SP:Iteration 132Q (578.628271 sec): 3 clusters Score: Raw -2972079.322853 + Penalty 991.539219 = -2971087.783634 nChanged 54 SP:Iteration 133Q (578.720330 sec): 3 clusters Score: Raw -2972082.526826 + Penalty 991.539219 = -2971090.987607 nChanged 37 SP:Iteration 134Q (578.812046 sec): 3 clusters Score: Raw -2972084.649022 + Penalty 991.539219 = -2971093.109803 nChanged 40 SP:Iteration 135Q (578.905557 sec): 3 clusters Score: Raw -2972087.767352 + Penalty 991.539219 = -2971096.228133 nChanged 51 SP:Iteration 136Q (578.994037 sec): 3 clusters Score: Raw -2972091.674011 + Penalty 991.539219 = -2971100.134792 nChanged 52 SP:Iteration 137Q (579.085802 sec): 3 clusters Score: Raw -2972096.043925 + Penalty 991.539219 = -2971104.504706 nChanged 54 SP:Iteration 138Q (579.176164 sec): 3 clusters Score: Raw -2972099.950005 + Penalty 991.539219 = -2971108.410786 nChanged 49 SP:Iteration 139Q (579.261137 sec): 3 clusters Score: Raw -2972103.665993 + Penalty 991.539219 = -2971112.126774 nChanged 46 SP:Iteration 140F (579.356167 sec): 3 clusters Score: Raw -2972106.815323 + Penalty 991.539219 = -2971115.276104 nChanged 54 SP:Iteration 141Q (579.435665 sec): 3 clusters Score: Raw -2972110.204958 + Penalty 991.539219 = -2971118.665739 nChanged 55 SP:Iteration 142Q (579.531395 sec): 3 clusters Score: Raw -2972113.724472 + Penalty 991.539219 = -2971122.185253 nChanged 37 SP:Iteration 143Q (579.605165 sec): 3 clusters Score: Raw -2972115.721583 + Penalty 991.539219 = -2971124.182364 nChanged 37 SP:Iteration 144Q (579.703178 sec): 3 clusters Score: Raw -2972117.127657 + Penalty 991.539219 = -2971125.588438 nChanged 29 SP:Iteration 145Q (579.795868 sec): 3 clusters Score: Raw -2972118.114760 + Penalty 991.539219 = -2971126.575541 nChanged 26 SP:Iteration 146Q (579.888606 sec): 3 clusters Score: Raw -2972118.960230 + Penalty 991.539219 = -2971127.421011 nChanged 20 SP:Iteration 147Q (579.976334 sec): 3 clusters Score: Raw -2972119.627833 + Penalty 991.539219 = -2971128.088614 nChanged 21 SP:Iteration 148Q (580.068801 sec): 3 clusters Score: Raw -2972120.273923 + Penalty 991.539219 = -2971128.734704 nChanged 26 SP:Iteration 149Q (580.162029 sec): 3 clusters Score: Raw -2972121.226509 + Penalty 991.539219 = -2971129.687290 nChanged 22 SP:Iteration 150Q (580.251315 sec): 3 clusters Score: Raw -2972121.958648 + Penalty 991.539219 = -2971130.419429 nChanged 17 SP:Iteration 151Q (580.339428 sec): 3 clusters Score: Raw -2972122.439205 + Penalty 991.539219 = -2971130.899986 nChanged 15 SP:Iteration 152Q (580.425729 sec): 3 clusters Score: Raw -2972122.951704 + Penalty 991.539219 = -2971131.412485 nChanged 14 SP:Iteration 153Q (580.515727 sec): 3 clusters Score: Raw -2972123.502481 + Penalty 991.539219 = -2971131.963262 nChanged 14 SP:Iteration 154Q (580.601011 sec): 3 clusters Score: Raw -2972123.866690 + Penalty 991.539219 = -2971132.327470 nChanged 8 SP:Iteration 155Q (580.676410 sec): 3 clusters Score: Raw -2972124.052753 + Penalty 991.539219 = -2971132.513534 nChanged 12 SP:Iteration 156Q (580.775902 sec): 3 clusters Score: Raw -2972124.467229 + Penalty 991.539219 = -2971132.928010 nChanged 12 SP:Iteration 157Q (580.865268 sec): 3 clusters Score: Raw -2972124.938419 + Penalty 991.539219 = -2971133.399200 nChanged 13 SP:Iteration 158Q (580.954254 sec): 3 clusters Score: Raw -2972125.244833 + Penalty 991.539219 = -2971133.705614 nChanged 11 SP:Iteration 159Q (581.046803 sec): 3 clusters Score: Raw -2972125.533681 + Penalty 991.539219 = -2971133.994462 nChanged 13 SP:Iteration 160F (581.140199 sec): 3 clusters Score: Raw -2972125.887455 + Penalty 991.539219 = -2971134.348236 nChanged 9 SP:Iteration 161Q (581.229823 sec): 3 clusters Score: Raw -2972126.139120 + Penalty 991.539219 = -2971134.599901 nChanged 11 SP:Iteration 162Q (581.326835 sec): 3 clusters Score: Raw -2972126.259403 + Penalty 991.539219 = -2971134.720184 nChanged 5 SP:Iteration 163Q (581.417627 sec): 3 clusters Score: Raw -2972126.329775 + Penalty 991.539219 = -2971134.790556 nChanged 3 SP:Iteration 164Q (581.508319 sec): 3 clusters Score: Raw -2972126.408256 + Penalty 991.539219 = -2971134.869037 nChanged 3 SP:Iteration 165Q (581.596178 sec): 3 clusters Score: Raw -2972126.485077 + Penalty 991.539219 = -2971134.945858 nChanged 4 SP:Iteration 166Q (581.687160 sec): 3 clusters Score: Raw -2972126.619785 + Penalty 991.539219 = -2971135.080566 nChanged 9 SP:Iteration 167Q (581.777376 sec): 3 clusters Score: Raw -2972126.967772 + Penalty 991.539219 = -2971135.428553 nChanged 13 SP:Iteration 168Q (581.864469 sec): 3 clusters Score: Raw -2972127.394521 + Penalty 991.539219 = -2971135.855302 nChanged 6 SP:Iteration 169Q (581.957778 sec): 3 clusters Score: Raw -2972127.502871 + Penalty 991.539219 = -2971135.963652 nChanged 7 SP:Iteration 170Q (582.032859 sec): 3 clusters Score: Raw -2972127.618804 + Penalty 991.539219 = -2971136.079585 nChanged 5 SP:Iteration 171Q (582.129040 sec): 3 clusters Score: Raw -2972127.678398 + Penalty 991.539219 = -2971136.139179 nChanged 1 SP:Iteration 172Q (582.215624 sec): 3 clusters Score: Raw -2972127.690908 + Penalty 991.539219 = -2971136.151689 nChanged 2 SP:Iteration 173Q (582.311831 sec): 3 clusters Score: Raw -2972127.740922 + Penalty 991.539219 = -2971136.201703 nChanged 1 SP:Iteration 174Q (582.406559 sec): 3 clusters Score: Raw -2972127.788452 + Penalty 991.539219 = -2971136.249233 nChanged 3 SP:Iteration 175Q (582.491192 sec): 3 clusters Score: Raw -2972127.824162 + Penalty 991.539219 = -2971136.284943 nChanged 1 SP:Iteration 176Q (582.577400 sec): 3 clusters Score: Raw -2972127.838613 + Penalty 991.539219 = -2971136.299394 nChanged 2 SP:Iteration 177Q (582.666092 sec): 3 clusters Score: Raw -2972127.913013 + Penalty 991.539219 = -2971136.373794 nChanged 4 SP:Iteration 178Q (582.754852 sec): 3 clusters Score: Raw -2972128.010135 + Penalty 991.539219 = -2971136.470916 nChanged 5 SP:Iteration 179Q (582.841692 sec): 3 clusters Score: Raw -2972128.137552 + Penalty 991.539219 = -2971136.598333 nChanged 6 SP:Iteration 180F (582.927051 sec): 3 clusters Score: Raw -2972128.278606 + Penalty 991.539219 = -2971136.739387 nChanged 8 SP:Iteration 181Q (583.014695 sec): 3 clusters Score: Raw -2972128.631922 + Penalty 991.539219 = -2971137.092703 nChanged 5 SP:Iteration 182Q (583.099198 sec): 3 clusters Score: Raw -2972128.762109 + Penalty 991.539219 = -2971137.222890 nChanged 8 SP:Iteration 183Q (583.192451 sec): 3 clusters Score: Raw -2972128.939382 + Penalty 991.539219 = -2971137.400163 nChanged 5 SP:Iteration 184Q (583.275871 sec): 3 clusters Score: Raw -2972129.014168 + Penalty 991.539219 = -2971137.474949 nChanged 4 SP:Iteration 185Q (583.359748 sec): 3 clusters Score: Raw -2972129.200648 + Penalty 991.539219 = -2971137.661429 nChanged 2 SP:Iteration 186Q (583.444488 sec): 3 clusters Score: Raw -2972129.242695 + Penalty 991.539219 = -2971137.703476 nChanged 1 SP:Iteration 187Q (583.529439 sec): 3 clusters Score: Raw -2972129.267630 + Penalty 991.539219 = -2971137.728411 nChanged 0 SP:Iteration 188F (583.625541 sec): 3 clusters Score: Raw -2972129.267630 + Penalty 991.539219 = -2971137.728411 nChanged 0 Trying to split cluster 17 (11145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.662051 sec): 2 clusters Score: Raw -607961.185013 + Penalty 424.002954 = -607537.182058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.720282 sec): 3 clusters Score: Raw -600985.630068 + Penalty 848.005908 = -600137.624159 nChanged 5159 SP:Iteration 1F (583.779727 sec): 3 clusters Score: Raw -604229.357789 + Penalty 848.005908 = -603381.351881 nChanged 847 SP:Iteration 2F (583.825460 sec): 3 clusters Score: Raw -604744.013681 + Penalty 848.005908 = -603896.007773 nChanged 815 SP:Iteration 3F (583.895481 sec): 3 clusters Score: Raw -605280.885616 + Penalty 848.005908 = -604432.879708 nChanged 780 SP:Iteration 4F (583.950527 sec): 3 clusters Score: Raw -605870.634255 + Penalty 848.005908 = -605022.628346 nChanged 728 SP:Iteration 5F (583.997047 sec): 3 clusters Score: Raw -606493.890151 + Penalty 848.005908 = -605645.884243 nChanged 599 SP:Iteration 6F (584.062236 sec): 3 clusters Score: Raw -606940.516663 + Penalty 848.005908 = -606092.510755 nChanged 433 SP:Iteration 7Q (584.118921 sec): 3 clusters Score: Raw -607167.398339 + Penalty 848.005908 = -606319.392430 nChanged 287 SP:Iteration 8Q (584.170080 sec): 3 clusters Score: Raw -607256.128788 + Penalty 848.005908 = -606408.122880 nChanged 158 SP:Iteration 9Q (584.220555 sec): 3 clusters Score: Raw -607297.047512 + Penalty 848.005908 = -606449.041604 nChanged 125 SP:Iteration 10Q (584.274280 sec): 3 clusters Score: Raw -607325.046569 + Penalty 848.005908 = -606477.040660 nChanged 109 SP:Iteration 11Q (584.336527 sec): 3 clusters Score: Raw -607348.458489 + Penalty 848.005908 = -606500.452580 nChanged 107 SP:Iteration 12Q (584.398660 sec): 3 clusters Score: Raw -607373.003150 + Penalty 848.005908 = -606524.997241 nChanged 111 SP:Iteration 13Q (584.457573 sec): 3 clusters Score: Raw -607395.985151 + Penalty 848.005908 = -606547.979243 nChanged 91 SP:Iteration 14Q (584.506133 sec): 3 clusters Score: Raw -607413.612058 + Penalty 848.005908 = -606565.606150 nChanged 89 SP:Iteration 15Q (584.575071 sec): 3 clusters Score: Raw -607430.978650 + Penalty 848.005908 = -606582.972741 nChanged 90 SP:Iteration 16Q (584.630033 sec): 3 clusters Score: Raw -607450.456086 + Penalty 848.005908 = -606602.450178 nChanged 88 SP:Iteration 17Q (584.677589 sec): 3 clusters Score: Raw -607467.404355 + Penalty 848.005908 = -606619.398447 nChanged 87 SP:Iteration 18Q (584.738201 sec): 3 clusters Score: Raw -607484.784557 + Penalty 848.005908 = -606636.778648 nChanged 79 SP:Iteration 19Q (584.793792 sec): 3 clusters Score: Raw -607498.866021 + Penalty 848.005908 = -606650.860113 nChanged 74 SP:Iteration 20F (584.843410 sec): 3 clusters Score: Raw -607514.282080 + Penalty 848.005908 = -606666.276171 nChanged 90 SP:Iteration 21Q (584.912853 sec): 3 clusters Score: Raw -607532.630237 + Penalty 848.005908 = -606684.624329 nChanged 91 SP:Iteration 22Q (584.971857 sec): 3 clusters Score: Raw -607554.319338 + Penalty 848.005908 = -606706.313429 nChanged 94 SP:Iteration 23Q (585.021942 sec): 3 clusters Score: Raw -607577.537904 + Penalty 848.005908 = -606729.531996 nChanged 88 SP:Iteration 24Q (585.088371 sec): 3 clusters Score: Raw -607596.548707 + Penalty 848.005908 = -606748.542799 nChanged 70 SP:Iteration 25Q (585.136950 sec): 3 clusters Score: Raw -607611.171674 + Penalty 848.005908 = -606763.165766 nChanged 73 SP:Iteration 26Q (585.204090 sec): 3 clusters Score: Raw -607628.802493 + Penalty 848.005908 = -606780.796584 nChanged 70 SP:Iteration 27Q (585.264016 sec): 3 clusters Score: Raw -607648.211100 + Penalty 848.005908 = -606800.205191 nChanged 71 SP:Iteration 28Q (585.318886 sec): 3 clusters Score: Raw -607663.526317 + Penalty 848.005908 = -606815.520409 nChanged 48 SP:Iteration 29Q (585.382220 sec): 3 clusters Score: Raw -607672.508594 + Penalty 848.005908 = -606824.502686 nChanged 47 SP:Iteration 30Q (585.427078 sec): 3 clusters Score: Raw -607682.233177 + Penalty 848.005908 = -606834.227269 nChanged 51 SP:Iteration 31Q (585.484067 sec): 3 clusters Score: Raw -607693.546530 + Penalty 848.005908 = -606845.540622 nChanged 55 SP:Iteration 32Q (585.544069 sec): 3 clusters Score: Raw -607705.320380 + Penalty 848.005908 = -606857.314471 nChanged 53 SP:Iteration 33Q (585.612345 sec): 3 clusters Score: Raw -607721.203859 + Penalty 848.005908 = -606873.197951 nChanged 65 SP:Iteration 34Q (585.667642 sec): 3 clusters Score: Raw -607741.556601 + Penalty 848.005908 = -606893.550693 nChanged 75 SP:Iteration 35Q (585.713199 sec): 3 clusters Score: Raw -607763.076407 + Penalty 848.005908 = -606915.070499 nChanged 55 SP:Iteration 36Q (585.780331 sec): 3 clusters Score: Raw -607775.598059 + Penalty 848.005908 = -606927.592151 nChanged 50 SP:Iteration 37Q (585.826647 sec): 3 clusters Score: Raw -607785.823920 + Penalty 848.005908 = -606937.818012 nChanged 54 SP:Iteration 38Q (585.891888 sec): 3 clusters Score: Raw -607798.239253 + Penalty 848.005908 = -606950.233344 nChanged 51 SP:Iteration 39Q (585.947148 sec): 3 clusters Score: Raw -607812.228614 + Penalty 848.005908 = -606964.222706 nChanged 56 SP:Iteration 40F (586.008317 sec): 3 clusters Score: Raw -607829.959992 + Penalty 848.005908 = -606981.954083 nChanged 55 SP:Iteration 41Q (586.048997 sec): 3 clusters Score: Raw -607864.143805 + Penalty 848.005908 = -607016.137897 nChanged 61 SP:Iteration 42Q (586.107354 sec): 3 clusters Score: Raw -607905.585143 + Penalty 848.005908 = -607057.579235 nChanged 53 SP:Iteration 43Q (586.154984 sec): 3 clusters Score: Raw -607922.794789 + Penalty 848.005908 = -607074.788881 nChanged 30 SP:Iteration 44Q (586.208285 sec): 3 clusters Score: Raw -607931.615773 + Penalty 848.005908 = -607083.609865 nChanged 38 SP:Iteration 45Q (586.272895 sec): 3 clusters Score: Raw -607940.920072 + Penalty 848.005908 = -607092.914164 nChanged 40 SP:Iteration 46Q (586.332924 sec): 3 clusters Score: Raw -607948.646666 + Penalty 848.005908 = -607100.640757 nChanged 27 SP:Iteration 47Q (586.378529 sec): 3 clusters Score: Raw -607952.869324 + Penalty 848.005908 = -607104.863416 nChanged 18 SP:Iteration 48Q (586.434881 sec): 3 clusters Score: Raw -607955.738018 + Penalty 848.005908 = -607107.732110 nChanged 15 SP:Iteration 49Q (586.504484 sec): 3 clusters Score: Raw -607961.011504 + Penalty 848.005908 = -607113.005596 nChanged 23 SP:Iteration 50Q (586.556962 sec): 3 clusters Score: Raw -607968.419691 + Penalty 848.005908 = -607120.413782 nChanged 23 SP:Iteration 51Q (586.613982 sec): 3 clusters Score: Raw -607972.057377 + Penalty 848.005908 = -607124.051469 nChanged 14 SP:Iteration 52Q (586.666695 sec): 3 clusters Score: Raw -607973.387901 + Penalty 848.005908 = -607125.381992 nChanged 5 SP:Iteration 53Q (586.721016 sec): 3 clusters Score: Raw -607974.676833 + Penalty 848.005908 = -607126.670925 nChanged 10 SP:Iteration 54Q (586.774188 sec): 3 clusters Score: Raw -607977.678959 + Penalty 848.005908 = -607129.673050 nChanged 9 SP:Iteration 55Q (586.838085 sec): 3 clusters Score: Raw -607979.014748 + Penalty 848.005908 = -607131.008840 nChanged 5 SP:Iteration 56Q (586.898763 sec): 3 clusters Score: Raw -607979.413029 + Penalty 848.005908 = -607131.407121 nChanged 4 SP:Iteration 57Q (586.949462 sec): 3 clusters Score: Raw -607979.958845 + Penalty 848.005908 = -607131.952937 nChanged 6 SP:Iteration 58Q (587.008661 sec): 3 clusters Score: Raw -607980.602796 + Penalty 848.005908 = -607132.596888 nChanged 5 SP:Iteration 59Q (587.054128 sec): 3 clusters Score: Raw -607981.186776 + Penalty 848.005908 = -607133.180868 nChanged 8 SP:Iteration 60F (587.123600 sec): 3 clusters Score: Raw -607982.023695 + Penalty 848.005908 = -607134.017787 nChanged 5 SP:Iteration 61Q (587.172014 sec): 3 clusters Score: Raw -607982.896209 + Penalty 848.005908 = -607134.890301 nChanged 2 SP:Iteration 62Q (587.238335 sec): 3 clusters Score: Raw -607983.004023 + Penalty 848.005908 = -607134.998115 nChanged 1 SP:Iteration 63Q (587.292558 sec): 3 clusters Score: Raw -607983.312944 + Penalty 848.005908 = -607135.307036 nChanged 3 SP:Iteration 64Q (587.351321 sec): 3 clusters Score: Raw -607983.567657 + Penalty 848.005908 = -607135.561749 nChanged 4 SP:Iteration 65Q (587.394467 sec): 3 clusters Score: Raw -607984.101230 + Penalty 848.005908 = -607136.095321 nChanged 5 SP:Iteration 66Q (587.450357 sec): 3 clusters Score: Raw -607985.064402 + Penalty 848.005908 = -607137.058493 nChanged 4 SP:Iteration 67Q (587.519822 sec): 3 clusters Score: Raw -607985.713003 + Penalty 848.005908 = -607137.707095 nChanged 6 SP:Iteration 68Q (587.574760 sec): 3 clusters Score: Raw -607986.291270 + Penalty 848.005908 = -607138.285361 nChanged 3 SP:Iteration 69Q (587.628651 sec): 3 clusters Score: Raw -607986.560945 + Penalty 848.005908 = -607138.555037 nChanged 2 SP:Iteration 70Q (587.684054 sec): 3 clusters Score: Raw -607986.798369 + Penalty 848.005908 = -607138.792460 nChanged 3 SP:Iteration 71Q (587.734932 sec): 3 clusters Score: Raw -607986.992178 + Penalty 848.005908 = -607138.986270 nChanged 1 SP:Iteration 72Q (587.796295 sec): 3 clusters Score: Raw -607987.034882 + Penalty 848.005908 = -607139.028974 nChanged 1 SP:Iteration 73Q (587.847915 sec): 3 clusters Score: Raw -607987.115558 + Penalty 848.005908 = -607139.109650 nChanged 1 SP:Iteration 74Q (587.909923 sec): 3 clusters Score: Raw -607987.164999 + Penalty 848.005908 = -607139.159090 nChanged 1 SP:Iteration 75Q (587.953080 sec): 3 clusters Score: Raw -607987.192947 + Penalty 848.005908 = -607139.187039 nChanged 0 SP:Iteration 76F (588.018779 sec): 3 clusters Score: Raw -607987.192947 + Penalty 848.005908 = -607139.187039 nChanged 0 Iteration 139Q (588.655914 sec): 16 clusters Score: Raw -7356340.280591 + Penalty 8091.078594 = -7348249.201997 nChanged 27 Iteration 140F (589.662840 sec): 16 clusters Score: Raw -7356340.929396 + Penalty 8091.078594 = -7348249.850802 nChanged 35 Iteration 141Q (590.421737 sec): 16 clusters Score: Raw -7356341.619524 + Penalty 8091.078594 = -7348250.540930 nChanged 31 Iteration 142Q (591.100237 sec): 16 clusters Score: Raw -7356342.205156 + Penalty 8091.078594 = -7348251.126562 nChanged 27 Iteration 143Q (591.732454 sec): 16 clusters Score: Raw -7356342.690194 + Penalty 8091.078594 = -7348251.611600 nChanged 28 Iteration 144Q (592.474719 sec): 16 clusters Score: Raw -7356343.287509 + Penalty 8091.078594 = -7348252.208915 nChanged 38 Iteration 145Q (593.141881 sec): 16 clusters Score: Raw -7356343.921271 + Penalty 8091.078594 = -7348252.842677 nChanged 21 Iteration 146Q (593.858822 sec): 16 clusters Score: Raw -7356344.291212 + Penalty 8091.078594 = -7348253.212618 nChanged 23 Iteration 147Q (594.530802 sec): 16 clusters Score: Raw -7356344.840492 + Penalty 8091.078594 = -7348253.761898 nChanged 29 Iteration 148Q (595.246733 sec): 16 clusters Score: Raw -7356345.364579 + Penalty 8091.078594 = -7348254.285985 nChanged 26 Iteration 149Q (595.933530 sec): 16 clusters Score: Raw -7356345.752120 + Penalty 8091.078594 = -7348254.673526 nChanged 25 Iteration 150Q (596.632780 sec): 16 clusters Score: Raw -7356346.072099 + Penalty 8091.078594 = -7348254.993506 nChanged 19 Iteration 151Q (597.302782 sec): 16 clusters Score: Raw -7356346.366279 + Penalty 8091.078594 = -7348255.287686 nChanged 11 Iteration 152Q (598.037835 sec): 16 clusters Score: Raw -7356346.495733 + Penalty 8091.078594 = -7348255.417139 nChanged 17 Iteration 153Q (598.775163 sec): 16 clusters Score: Raw -7356346.679292 + Penalty 8091.078594 = -7348255.600698 nChanged 9 Iteration 154Q (599.453714 sec): 16 clusters Score: Raw -7356346.761458 + Penalty 8091.078594 = -7348255.682864 nChanged 7 Iteration 155Q (600.159062 sec): 16 clusters Score: Raw -7356346.809486 + Penalty 8091.078594 = -7348255.730892 nChanged 4 Iteration 156Q (600.853287 sec): 16 clusters Score: Raw -7356346.839652 + Penalty 8091.078594 = -7348255.761058 nChanged 6 Iteration 157Q (601.587563 sec): 16 clusters Score: Raw -7356346.937315 + Penalty 8091.078594 = -7348255.858722 nChanged 7 Iteration 158Q (602.284290 sec): 16 clusters Score: Raw -7356347.003949 + Penalty 8091.078594 = -7348255.925355 nChanged 7 Iteration 159Q (602.906972 sec): 16 clusters Score: Raw -7356347.107633 + Penalty 8091.078594 = -7348256.029039 nChanged 12 Iteration 160F (603.902061 sec): 16 clusters Score: Raw -7356347.213131 + Penalty 8091.078594 = -7348256.134537 nChanged 9 Iteration 161Q (604.575368 sec): 16 clusters Score: Raw -7356347.308920 + Penalty 8091.078594 = -7348256.230326 nChanged 5 Iteration 162Q (605.230268 sec): 16 clusters Score: Raw -7356347.383877 + Penalty 8091.078594 = -7348256.305283 nChanged 14 Iteration 163Q (605.855156 sec): 16 clusters Score: Raw -7356347.514257 + Penalty 8091.078594 = -7348256.435663 nChanged 10 Iteration 164Q (606.472731 sec): 16 clusters Score: Raw -7356347.575554 + Penalty 8091.078594 = -7348256.496960 nChanged 7 Iteration 165Q (607.205192 sec): 16 clusters Score: Raw -7356347.638911 + Penalty 8091.078594 = -7348256.560317 nChanged 9 Iteration 166Q (607.858536 sec): 16 clusters Score: Raw -7356347.750381 + Penalty 8091.078594 = -7348256.671787 nChanged 7 Iteration 167Q (608.573929 sec): 16 clusters Score: Raw -7356347.825730 + Penalty 8091.078594 = -7348256.747136 nChanged 8 Iteration 168Q (609.256475 sec): 16 clusters Score: Raw -7356347.901514 + Penalty 8091.078594 = -7348256.822920 nChanged 4 Iteration 169Q (609.960257 sec): 16 clusters Score: Raw -7356347.923511 + Penalty 8091.078594 = -7348256.844917 nChanged 3 Iteration 170Q (610.680796 sec): 16 clusters Score: Raw -7356347.963305 + Penalty 8091.078594 = -7348256.884711 nChanged 4 Iteration 171Q (611.382976 sec): 16 clusters Score: Raw -7356347.993423 + Penalty 8091.078594 = -7348256.914829 nChanged 4 Iteration 172Q (612.117221 sec): 16 clusters Score: Raw -7356348.033427 + Penalty 8091.078594 = -7348256.954833 nChanged 6 Iteration 173Q (612.811097 sec): 16 clusters Score: Raw -7356348.073227 + Penalty 8091.078594 = -7348256.994633 nChanged 2 Iteration 174Q (613.494477 sec): 16 clusters Score: Raw -7356348.085417 + Penalty 8091.078594 = -7348257.006823 nChanged 2 Iteration 175Q (614.155957 sec): 16 clusters Score: Raw -7356348.120692 + Penalty 8091.078594 = -7348257.042098 nChanged 5 Iteration 176Q (614.829963 sec): 16 clusters Score: Raw -7356348.166250 + Penalty 8091.078594 = -7348257.087656 nChanged 3 Iteration 177Q (615.534247 sec): 16 clusters Score: Raw -7356348.207175 + Penalty 8091.078594 = -7348257.128581 nChanged 4 Iteration 178Q (616.166915 sec): 16 clusters Score: Raw -7356348.302481 + Penalty 8091.078594 = -7348257.223887 nChanged 4 Writing temp clu file Because OldScore, -7348257.128581, is greater than current (better) Score,-7348257.223887 Compute initial score before splitting: Score: Raw -7356348.302481 + Penalty 8091.078594 = -7348257.223887 Trying to split cluster 1 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.238344 sec): 2 clusters Score: Raw -79921.739471 + Penalty 335.173254 = -79586.566216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.284994 sec): 3 clusters Score: Raw -79095.259952 + Penalty 670.346508 = -78424.913444 nChanged 698 SP:Iteration 1F (616.321408 sec): 3 clusters Score: Raw -79533.410693 + Penalty 670.346508 = -78863.064184 nChanged 132 SP:Iteration 2F (616.371200 sec): 3 clusters Score: Raw -79631.847221 + Penalty 670.346508 = -78961.500712 nChanged 104 SP:Iteration 3F (616.418710 sec): 3 clusters Score: Raw -79721.977228 + Penalty 670.346508 = -79051.630719 nChanged 109 SP:Iteration 4F (616.464696 sec): 3 clusters Score: Raw -79806.840913 + Penalty 670.346508 = -79136.494404 nChanged 93 SP:Iteration 5F (616.527558 sec): 3 clusters Score: Raw -79885.805979 + Penalty 670.346508 = -79215.459471 nChanged 86 SP:Iteration 6F (616.568415 sec): 3 clusters Score: Raw -79946.179551 + Penalty 670.346508 = -79275.833042 nChanged 68 SP:Iteration 7Q (616.622052 sec): 3 clusters Score: Raw -79992.320438 + Penalty 670.346508 = -79321.973929 nChanged 66 SP:Iteration 8Q (616.674417 sec): 3 clusters Score: Raw -80029.354029 + Penalty 670.346508 = -79359.007521 nChanged 53 SP:Iteration 9Q (616.722148 sec): 3 clusters Score: Raw -80053.813121 + Penalty 670.346508 = -79383.466613 nChanged 43 SP:Iteration 10Q (616.773823 sec): 3 clusters Score: Raw -80071.121505 + Penalty 670.346508 = -79400.774997 nChanged 43 SP:Iteration 11Q (616.809589 sec): 3 clusters Score: Raw -80091.871125 + Penalty 670.346508 = -79421.524617 nChanged 34 SP:Iteration 12Q (616.862399 sec): 3 clusters Score: Raw -80108.791390 + Penalty 670.346508 = -79438.444882 nChanged 45 SP:Iteration 13Q (616.915793 sec): 3 clusters Score: Raw -80138.178997 + Penalty 670.346508 = -79467.832488 nChanged 39 SP:Iteration 14Q (616.959748 sec): 3 clusters Score: Raw -80173.036233 + Penalty 670.346508 = -79502.689724 nChanged 42 SP:Iteration 15Q (617.002807 sec): 3 clusters Score: Raw -80198.315181 + Penalty 670.346508 = -79527.968673 nChanged 26 SP:Iteration 16Q (617.048289 sec): 3 clusters Score: Raw -80207.979010 + Penalty 670.346508 = -79537.632501 nChanged 15 SP:Iteration 17Q (617.093979 sec): 3 clusters Score: Raw -80213.309875 + Penalty 670.346508 = -79542.963366 nChanged 19 SP:Iteration 18Q (617.134417 sec): 3 clusters Score: Raw -80220.536363 + Penalty 670.346508 = -79550.189855 nChanged 16 SP:Iteration 19Q (617.178371 sec): 3 clusters Score: Raw -80225.640402 + Penalty 670.346508 = -79555.293893 nChanged 12 SP:Iteration 20F (617.231892 sec): 3 clusters Score: Raw -80228.782874 + Penalty 670.346508 = -79558.436366 nChanged 9 SP:Iteration 21Q (617.276811 sec): 3 clusters Score: Raw -80231.507098 + Penalty 670.346508 = -79561.160589 nChanged 7 SP:Iteration 22Q (617.329946 sec): 3 clusters Score: Raw -80233.121129 + Penalty 670.346508 = -79562.774621 nChanged 2 SP:Iteration 23Q (617.375786 sec): 3 clusters Score: Raw -80233.423467 + Penalty 670.346508 = -79563.076958 nChanged 2 SP:Iteration 24Q (617.435627 sec): 3 clusters Score: Raw -80233.721373 + Penalty 670.346508 = -79563.374865 nChanged 1 SP:Iteration 25Q (617.478938 sec): 3 clusters Score: Raw -80233.788873 + Penalty 670.346508 = -79563.442364 nChanged 0 SP:Iteration 26F (617.540210 sec): 3 clusters Score: Raw -80233.788873 + Penalty 670.346508 = -79563.442364 nChanged 0 Trying to split cluster 2 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.554939 sec): 2 clusters Score: Raw -4766.512988 + Penalty 216.288354 = -4550.224634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.609717 sec): 3 clusters Score: Raw -4759.882397 + Penalty 432.576707 = -4327.305690 nChanged 25 SP:Iteration 1F (617.658840 sec): 3 clusters Score: Raw -4802.275809 + Penalty 432.576707 = -4369.699102 nChanged 6 SP:Iteration 2F (617.707341 sec): 3 clusters Score: Raw -4810.853944 + Penalty 432.576707 = -4378.277237 nChanged 0 Trying to split cluster 3 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.725807 sec): 2 clusters Score: Raw -19772.492475 + Penalty 275.155434 = -19497.337041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.787247 sec): 3 clusters Score: Raw -19610.954082 + Penalty 550.310868 = -19060.643214 nChanged 145 SP:Iteration 1F (617.824177 sec): 3 clusters Score: Raw -19709.606920 + Penalty 550.310868 = -19159.296052 nChanged 34 SP:Iteration 2F (617.883579 sec): 3 clusters Score: Raw -19735.532543 + Penalty 550.310868 = -19185.221674 nChanged 15 SP:Iteration 3Q (617.929098 sec): 3 clusters Score: Raw -19746.754707 + Penalty 550.310868 = -19196.443838 nChanged 13 SP:Iteration 4Q (617.968920 sec): 3 clusters Score: Raw -19761.933171 + Penalty 550.310868 = -19211.622303 nChanged 15 SP:Iteration 5Q (618.020052 sec): 3 clusters Score: Raw -19775.868199 + Penalty 550.310868 = -19225.557331 nChanged 8 SP:Iteration 6Q (618.071953 sec): 3 clusters Score: Raw -19782.735709 + Penalty 550.310868 = -19232.424840 nChanged 6 SP:Iteration 7Q (618.108096 sec): 3 clusters Score: Raw -19792.824967 + Penalty 550.310868 = -19242.514099 nChanged 11 SP:Iteration 8Q (618.150359 sec): 3 clusters Score: Raw -19804.413295 + Penalty 550.310868 = -19254.102427 nChanged 6 SP:Iteration 9Q (618.197052 sec): 3 clusters Score: Raw -19814.758115 + Penalty 550.310868 = -19264.447246 nChanged 6 SP:Iteration 10Q (618.242496 sec): 3 clusters Score: Raw -19821.552261 + Penalty 550.310868 = -19271.241393 nChanged 8 SP:Iteration 11Q (618.286920 sec): 3 clusters Score: Raw -19830.414366 + Penalty 550.310868 = -19280.103498 nChanged 10 SP:Iteration 12Q (618.329771 sec): 3 clusters Score: Raw -19839.701917 + Penalty 550.310868 = -19289.391048 nChanged 6 SP:Iteration 13Q (618.372564 sec): 3 clusters Score: Raw -19844.734668 + Penalty 550.310868 = -19294.423799 nChanged 5 SP:Iteration 14Q (618.404169 sec): 3 clusters Score: Raw -19851.500886 + Penalty 550.310868 = -19301.190017 nChanged 5 SP:Iteration 15Q (618.448406 sec): 3 clusters Score: Raw -19856.756351 + Penalty 550.310868 = -19306.445483 nChanged 5 SP:Iteration 16Q (618.493809 sec): 3 clusters Score: Raw -19865.207593 + Penalty 550.310868 = -19314.896725 nChanged 7 SP:Iteration 17Q (618.536456 sec): 3 clusters Score: Raw -19875.480769 + Penalty 550.310868 = -19325.169900 nChanged 5 SP:Iteration 18Q (618.581870 sec): 3 clusters Score: Raw -19880.570221 + Penalty 550.310868 = -19330.259353 nChanged 4 SP:Iteration 19Q (618.618265 sec): 3 clusters Score: Raw -19885.285608 + Penalty 550.310868 = -19334.974740 nChanged 4 SP:Iteration 20F (618.657367 sec): 3 clusters Score: Raw -19887.975501 + Penalty 550.310868 = -19337.664633 nChanged 1 SP:Iteration 21Q (618.710809 sec): 3 clusters Score: Raw -19888.727659 + Penalty 550.310868 = -19338.416790 nChanged 2 SP:Iteration 22Q (618.752408 sec): 3 clusters Score: Raw -19889.430177 + Penalty 550.310868 = -19339.119309 nChanged 0 SP:Iteration 23F (618.800642 sec): 3 clusters Score: Raw -19889.430177 + Penalty 550.310868 = -19339.119309 nChanged 0 Trying to split cluster 4 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.825706 sec): 2 clusters Score: Raw -38618.318202 + Penalty 294.842028 = -38323.476174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.882435 sec): 3 clusters Score: Raw -38335.789699 + Penalty 589.684055 = -37746.105644 nChanged 243 SP:Iteration 1F (618.928493 sec): 3 clusters Score: Raw -38520.915752 + Penalty 589.684055 = -37931.231697 nChanged 49 SP:Iteration 2F (618.978123 sec): 3 clusters Score: Raw -38555.645934 + Penalty 589.684055 = -37965.961879 nChanged 23 SP:Iteration 3Q (619.018552 sec): 3 clusters Score: Raw -38572.976505 + Penalty 589.684055 = -37983.292450 nChanged 14 SP:Iteration 4Q (619.067955 sec): 3 clusters Score: Raw -38581.057593 + Penalty 589.684055 = -37991.373537 nChanged 7 SP:Iteration 5Q (619.122004 sec): 3 clusters Score: Raw -38583.835862 + Penalty 589.684055 = -37994.151807 nChanged 7 SP:Iteration 6Q (619.170759 sec): 3 clusters Score: Raw -38587.714615 + Penalty 589.684055 = -37998.030560 nChanged 7 SP:Iteration 7Q (619.213205 sec): 3 clusters Score: Raw -38590.869955 + Penalty 589.684055 = -38001.185900 nChanged 4 SP:Iteration 8Q (619.268283 sec): 3 clusters Score: Raw -38592.303084 + Penalty 589.684055 = -38002.619029 nChanged 2 SP:Iteration 9Q (619.314577 sec): 3 clusters Score: Raw -38592.910474 + Penalty 589.684055 = -38003.226419 nChanged 1 SP:Iteration 10Q (619.351936 sec): 3 clusters Score: Raw -38592.994048 + Penalty 589.684055 = -38003.309992 nChanged 0 SP:Iteration 11F (619.393957 sec): 3 clusters Score: Raw -38592.994048 + Penalty 589.684055 = -38003.309992 nChanged 0 Trying to split cluster 5 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (619.423118 sec): 2 clusters Score: Raw -25668.548021 + Penalty 276.428244 = -25392.119777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.475036 sec): 3 clusters Score: Raw -25486.558064 + Penalty 552.856489 = -24933.701575 nChanged 143 SP:Iteration 1F (619.521584 sec): 3 clusters Score: Raw -25586.163261 + Penalty 552.856489 = -25033.306773 nChanged 42 SP:Iteration 2F (619.560481 sec): 3 clusters Score: Raw -25628.760476 + Penalty 552.856489 = -25075.903988 nChanged 28 SP:Iteration 3F (619.621065 sec): 3 clusters Score: Raw -25653.038021 + Penalty 552.856489 = -25100.181532 nChanged 14 SP:Iteration 4Q (619.662920 sec): 3 clusters Score: Raw -25663.506528 + Penalty 552.856489 = -25110.650039 nChanged 11 SP:Iteration 5Q (619.715280 sec): 3 clusters Score: Raw -25673.285448 + Penalty 552.856489 = -25120.428960 nChanged 8 SP:Iteration 6Q (619.765882 sec): 3 clusters Score: Raw -25678.798071 + Penalty 552.856489 = -25125.941582 nChanged 10 SP:Iteration 7Q (619.811888 sec): 3 clusters Score: Raw -25684.807167 + Penalty 552.856489 = -25131.950678 nChanged 7 SP:Iteration 8Q (619.851226 sec): 3 clusters Score: Raw -25689.651875 + Penalty 552.856489 = -25136.795386 nChanged 8 SP:Iteration 9Q (619.908396 sec): 3 clusters Score: Raw -25696.107377 + Penalty 552.856489 = -25143.250888 nChanged 4 SP:Iteration 10Q (619.949862 sec): 3 clusters Score: Raw -25698.637688 + Penalty 552.856489 = -25145.781199 nChanged 1 SP:Iteration 11Q (619.997038 sec): 3 clusters Score: Raw -25699.679818 + Penalty 552.856489 = -25146.823329 nChanged 2 SP:Iteration 12Q (620.046605 sec): 3 clusters Score: Raw -25701.523460 + Penalty 552.856489 = -25148.666971 nChanged 0 SP:Iteration 13F (620.090935 sec): 3 clusters Score: Raw -25701.523460 + Penalty 552.856489 = -25148.666971 nChanged 0 Trying to split cluster 6 (3915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.120685 sec): 2 clusters Score: Raw -215108.544473 + Penalty 376.401963 = -214732.142510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.169831 sec): 3 clusters Score: Raw -212847.011768 + Penalty 752.803925 = -212094.207843 nChanged 1719 SP:Iteration 1F (620.213143 sec): 3 clusters Score: Raw -213829.788028 + Penalty 752.803925 = -213076.984103 nChanged 299 SP:Iteration 2F (620.265659 sec): 3 clusters Score: Raw -214031.264198 + Penalty 752.803925 = -213278.460273 nChanged 294 SP:Iteration 3F (620.316594 sec): 3 clusters Score: Raw -214299.596622 + Penalty 752.803925 = -213546.792697 nChanged 269 SP:Iteration 4F (620.364354 sec): 3 clusters Score: Raw -214574.258175 + Penalty 752.803925 = -213821.454250 nChanged 229 SP:Iteration 5F (620.403869 sec): 3 clusters Score: Raw -214777.602721 + Penalty 752.803925 = -214024.798795 nChanged 171 SP:Iteration 6Q (620.456242 sec): 3 clusters Score: Raw -214909.684351 + Penalty 752.803925 = -214156.880426 nChanged 102 SP:Iteration 7Q (620.504559 sec): 3 clusters Score: Raw -214959.270662 + Penalty 752.803925 = -214206.466737 nChanged 57 SP:Iteration 8Q (620.554718 sec): 3 clusters Score: Raw -214990.019836 + Penalty 752.803925 = -214237.215911 nChanged 48 SP:Iteration 9Q (620.600896 sec): 3 clusters Score: Raw -215011.434592 + Penalty 752.803925 = -214258.630666 nChanged 39 SP:Iteration 10Q (620.649913 sec): 3 clusters Score: Raw -215026.987224 + Penalty 752.803925 = -214274.183298 nChanged 34 SP:Iteration 11Q (620.698862 sec): 3 clusters Score: Raw -215038.739065 + Penalty 752.803925 = -214285.935140 nChanged 27 SP:Iteration 12Q (620.753692 sec): 3 clusters Score: Raw -215047.700793 + Penalty 752.803925 = -214294.896868 nChanged 27 SP:Iteration 13Q (620.800209 sec): 3 clusters Score: Raw -215056.058375 + Penalty 752.803925 = -214303.254450 nChanged 27 SP:Iteration 14Q (620.842083 sec): 3 clusters Score: Raw -215063.723442 + Penalty 752.803925 = -214310.919516 nChanged 25 SP:Iteration 15Q (620.901364 sec): 3 clusters Score: Raw -215074.343632 + Penalty 752.803925 = -214321.539706 nChanged 34 SP:Iteration 16Q (620.940434 sec): 3 clusters Score: Raw -215088.761293 + Penalty 752.803925 = -214335.957368 nChanged 40 SP:Iteration 17Q (620.994573 sec): 3 clusters Score: Raw -215101.786849 + Penalty 752.803925 = -214348.982924 nChanged 31 SP:Iteration 18Q (621.043912 sec): 3 clusters Score: Raw -215109.418419 + Penalty 752.803925 = -214356.614494 nChanged 24 SP:Iteration 19Q (621.096224 sec): 3 clusters Score: Raw -215118.589126 + Penalty 752.803925 = -214365.785201 nChanged 24 SP:Iteration 20F (621.150164 sec): 3 clusters Score: Raw -215126.777510 + Penalty 752.803925 = -214373.973585 nChanged 28 SP:Iteration 21Q (621.195053 sec): 3 clusters Score: Raw -215139.664168 + Penalty 752.803925 = -214386.860243 nChanged 30 SP:Iteration 22Q (621.243312 sec): 3 clusters Score: Raw -215150.763575 + Penalty 752.803925 = -214397.959649 nChanged 33 SP:Iteration 23Q (621.298778 sec): 3 clusters Score: Raw -215162.796073 + Penalty 752.803925 = -214409.992148 nChanged 19 SP:Iteration 24Q (621.354071 sec): 3 clusters Score: Raw -215167.411590 + Penalty 752.803925 = -214414.607665 nChanged 13 SP:Iteration 25Q (621.406011 sec): 3 clusters Score: Raw -215170.552950 + Penalty 752.803925 = -214417.749025 nChanged 17 SP:Iteration 26Q (621.457062 sec): 3 clusters Score: Raw -215174.662914 + Penalty 752.803925 = -214421.858989 nChanged 15 SP:Iteration 27Q (621.500350 sec): 3 clusters Score: Raw -215178.519855 + Penalty 752.803925 = -214425.715930 nChanged 11 SP:Iteration 28Q (621.545275 sec): 3 clusters Score: Raw -215181.320953 + Penalty 752.803925 = -214428.517028 nChanged 7 SP:Iteration 29Q (621.596510 sec): 3 clusters Score: Raw -215183.306936 + Penalty 752.803925 = -214430.503011 nChanged 12 SP:Iteration 30Q (621.650350 sec): 3 clusters Score: Raw -215185.885048 + Penalty 752.803925 = -214433.081123 nChanged 6 SP:Iteration 31Q (621.697110 sec): 3 clusters Score: Raw -215188.219398 + Penalty 752.803925 = -214435.415472 nChanged 3 SP:Iteration 32Q (621.743075 sec): 3 clusters Score: Raw -215188.706667 + Penalty 752.803925 = -214435.902741 nChanged 2 SP:Iteration 33Q (621.789290 sec): 3 clusters Score: Raw -215189.006858 + Penalty 752.803925 = -214436.202933 nChanged 1 SP:Iteration 34Q (621.835210 sec): 3 clusters Score: Raw -215189.354181 + Penalty 752.803925 = -214436.550256 nChanged 1 SP:Iteration 35Q (621.881226 sec): 3 clusters Score: Raw -215189.571522 + Penalty 752.803925 = -214436.767596 nChanged 0 SP:Iteration 36F (621.927744 sec): 3 clusters Score: Raw -215189.571522 + Penalty 752.803925 = -214436.767596 nChanged 0 Trying to split cluster 7 (3247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.953010 sec): 2 clusters Score: Raw -156736.092278 + Penalty 367.889648 = -156368.202630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.001049 sec): 3 clusters Score: Raw -154860.127370 + Penalty 735.779296 = -154124.348073 nChanged 1442 SP:Iteration 1F (622.048969 sec): 3 clusters Score: Raw -155966.912731 + Penalty 735.779296 = -155231.133435 nChanged 374 SP:Iteration 2F (622.084705 sec): 3 clusters Score: Raw -156475.282046 + Penalty 735.779296 = -155739.502749 nChanged 341 SP:Iteration 3F (622.142954 sec): 3 clusters Score: Raw -156818.199363 + Penalty 735.779296 = -156082.420066 nChanged 189 SP:Iteration 4F (622.182085 sec): 3 clusters Score: Raw -156942.587652 + Penalty 735.779296 = -156206.808355 nChanged 82 SP:Iteration 5Q (622.236672 sec): 3 clusters Score: Raw -156980.347518 + Penalty 735.779296 = -156244.568221 nChanged 51 SP:Iteration 6Q (622.290576 sec): 3 clusters Score: Raw -156999.200028 + Penalty 735.779296 = -156263.420732 nChanged 35 SP:Iteration 7Q (622.335905 sec): 3 clusters Score: Raw -157010.567380 + Penalty 735.779296 = -156274.788083 nChanged 29 SP:Iteration 8Q (622.387157 sec): 3 clusters Score: Raw -157020.641222 + Penalty 735.779296 = -156284.861925 nChanged 23 SP:Iteration 9Q (622.443255 sec): 3 clusters Score: Raw -157029.608482 + Penalty 735.779296 = -156293.829185 nChanged 19 SP:Iteration 10Q (622.487901 sec): 3 clusters Score: Raw -157036.933839 + Penalty 735.779296 = -156301.154543 nChanged 20 SP:Iteration 11Q (622.544998 sec): 3 clusters Score: Raw -157042.994905 + Penalty 735.779296 = -156307.215609 nChanged 13 SP:Iteration 12Q (622.598793 sec): 3 clusters Score: Raw -157047.070568 + Penalty 735.779296 = -156311.291272 nChanged 17 SP:Iteration 13Q (622.650265 sec): 3 clusters Score: Raw -157053.320115 + Penalty 735.779296 = -156317.540819 nChanged 16 SP:Iteration 14Q (622.703238 sec): 3 clusters Score: Raw -157058.449245 + Penalty 735.779296 = -156322.669949 nChanged 15 SP:Iteration 15Q (622.758292 sec): 3 clusters Score: Raw -157064.577362 + Penalty 735.779296 = -156328.798066 nChanged 20 SP:Iteration 16Q (622.796830 sec): 3 clusters Score: Raw -157073.934753 + Penalty 735.779296 = -156338.155457 nChanged 20 SP:Iteration 17Q (622.850992 sec): 3 clusters Score: Raw -157083.038118 + Penalty 735.779296 = -156347.258822 nChanged 18 SP:Iteration 18Q (622.896926 sec): 3 clusters Score: Raw -157101.317855 + Penalty 735.779296 = -156365.538559 nChanged 10 SP:Iteration 19Q (622.959568 sec): 3 clusters Score: Raw -157113.018804 + Penalty 735.779296 = -156377.239508 nChanged 11 SP:Iteration 20F (623.007260 sec): 3 clusters Score: Raw -157119.789014 + Penalty 735.779296 = -156384.009717 nChanged 11 SP:Iteration 21Q (623.057611 sec): 3 clusters Score: Raw -157125.759955 + Penalty 735.779296 = -156389.980659 nChanged 9 SP:Iteration 22Q (623.111481 sec): 3 clusters Score: Raw -157129.039675 + Penalty 735.779296 = -156393.260379 nChanged 5 SP:Iteration 23Q (623.161301 sec): 3 clusters Score: Raw -157131.503764 + Penalty 735.779296 = -156395.724468 nChanged 7 SP:Iteration 24Q (623.216870 sec): 3 clusters Score: Raw -157133.896584 + Penalty 735.779296 = -156398.117288 nChanged 1 SP:Iteration 25Q (623.257905 sec): 3 clusters Score: Raw -157134.606078 + Penalty 735.779296 = -156398.826782 nChanged 2 SP:Iteration 26Q (623.312934 sec): 3 clusters Score: Raw -157134.866791 + Penalty 735.779296 = -156399.087495 nChanged 0 SP:Iteration 27F (623.362517 sec): 3 clusters Score: Raw -157134.866791 + Penalty 735.779296 = -156399.087495 nChanged 0 Score: Raw -7356747.123240 + Penalty 8630.483833 = -7348116.639407 Splitting cluster 7 changes total score from -7348257.223887 to -7348116.639407 So it's not getting split. Trying to split cluster 8 (6366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.443369 sec): 2 clusters Score: Raw -341307.080429 + Penalty 398.522061 = -340908.558369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.485499 sec): 3 clusters Score: Raw -337376.830064 + Penalty 797.044121 = -336579.785942 nChanged 2921 SP:Iteration 1F (624.545378 sec): 3 clusters Score: Raw -339125.834775 + Penalty 797.044121 = -338328.790654 nChanged 351 SP:Iteration 2F (624.596721 sec): 3 clusters Score: Raw -339286.741762 + Penalty 797.044121 = -338489.697640 nChanged 337 SP:Iteration 3F (624.634500 sec): 3 clusters Score: Raw -339444.922362 + Penalty 797.044121 = -338647.878240 nChanged 290 SP:Iteration 4Q (624.688552 sec): 3 clusters Score: Raw -339582.889262 + Penalty 797.044121 = -338785.845141 nChanged 271 SP:Iteration 5Q (624.739786 sec): 3 clusters Score: Raw -339706.532689 + Penalty 797.044121 = -338909.488567 nChanged 258 SP:Iteration 6Q (624.807194 sec): 3 clusters Score: Raw -339821.503797 + Penalty 797.044121 = -339024.459675 nChanged 259 SP:Iteration 7Q (624.862450 sec): 3 clusters Score: Raw -339974.394171 + Penalty 797.044121 = -339177.350050 nChanged 290 SP:Iteration 8Q (624.914014 sec): 3 clusters Score: Raw -340176.228093 + Penalty 797.044121 = -339379.183971 nChanged 277 SP:Iteration 9Q (624.951475 sec): 3 clusters Score: Raw -340347.332950 + Penalty 797.044121 = -339550.288829 nChanged 221 SP:Iteration 10Q (624.997469 sec): 3 clusters Score: Raw -340447.681436 + Penalty 797.044121 = -339650.637314 nChanged 161 SP:Iteration 11Q (625.043706 sec): 3 clusters Score: Raw -340508.806809 + Penalty 797.044121 = -339711.762688 nChanged 146 SP:Iteration 12Q (625.093164 sec): 3 clusters Score: Raw -340561.525560 + Penalty 797.044121 = -339764.481438 nChanged 105 SP:Iteration 13Q (625.151503 sec): 3 clusters Score: Raw -340593.786491 + Penalty 797.044121 = -339796.742370 nChanged 97 SP:Iteration 14Q (625.200781 sec): 3 clusters Score: Raw -340625.267909 + Penalty 797.044121 = -339828.223788 nChanged 89 SP:Iteration 15Q (625.257047 sec): 3 clusters Score: Raw -340652.122027 + Penalty 797.044121 = -339855.077906 nChanged 75 SP:Iteration 16Q (625.297052 sec): 3 clusters Score: Raw -340669.962949 + Penalty 797.044121 = -339872.918828 nChanged 59 SP:Iteration 17Q (625.345793 sec): 3 clusters Score: Raw -340681.430781 + Penalty 797.044121 = -339884.386660 nChanged 54 SP:Iteration 18Q (625.398596 sec): 3 clusters Score: Raw -340694.232307 + Penalty 797.044121 = -339897.188186 nChanged 54 SP:Iteration 19Q (625.452732 sec): 3 clusters Score: Raw -340705.445850 + Penalty 797.044121 = -339908.401729 nChanged 52 SP:Iteration 20F (625.503346 sec): 3 clusters Score: Raw -340714.457866 + Penalty 797.044121 = -339917.413745 nChanged 45 SP:Iteration 21Q (625.560480 sec): 3 clusters Score: Raw -340722.454611 + Penalty 797.044121 = -339925.410490 nChanged 36 SP:Iteration 22Q (625.609648 sec): 3 clusters Score: Raw -340729.876185 + Penalty 797.044121 = -339932.832063 nChanged 45 SP:Iteration 23Q (625.669400 sec): 3 clusters Score: Raw -340737.206258 + Penalty 797.044121 = -339940.162137 nChanged 39 SP:Iteration 24Q (625.708700 sec): 3 clusters Score: Raw -340745.231487 + Penalty 797.044121 = -339948.187365 nChanged 54 SP:Iteration 25Q (625.767850 sec): 3 clusters Score: Raw -340756.108426 + Penalty 797.044121 = -339959.064304 nChanged 44 SP:Iteration 26Q (625.810848 sec): 3 clusters Score: Raw -340769.518368 + Penalty 797.044121 = -339972.474247 nChanged 55 SP:Iteration 27Q (625.861872 sec): 3 clusters Score: Raw -340792.075022 + Penalty 797.044121 = -339995.030900 nChanged 72 SP:Iteration 28Q (625.924632 sec): 3 clusters Score: Raw -340819.350416 + Penalty 797.044121 = -340022.306295 nChanged 70 SP:Iteration 29Q (625.967666 sec): 3 clusters Score: Raw -340844.774065 + Penalty 797.044121 = -340047.729944 nChanged 61 SP:Iteration 30Q (626.020855 sec): 3 clusters Score: Raw -340865.444110 + Penalty 797.044121 = -340068.399988 nChanged 60 SP:Iteration 31Q (626.078644 sec): 3 clusters Score: Raw -340882.370069 + Penalty 797.044121 = -340085.325947 nChanged 59 SP:Iteration 32Q (626.131971 sec): 3 clusters Score: Raw -340900.186096 + Penalty 797.044121 = -340103.141974 nChanged 74 SP:Iteration 33Q (626.186647 sec): 3 clusters Score: Raw -340922.227921 + Penalty 797.044121 = -340125.183800 nChanged 68 SP:Iteration 34Q (626.240817 sec): 3 clusters Score: Raw -340944.559063 + Penalty 797.044121 = -340147.514942 nChanged 78 SP:Iteration 35Q (626.291981 sec): 3 clusters Score: Raw -340973.715650 + Penalty 797.044121 = -340176.671529 nChanged 75 SP:Iteration 36Q (626.346769 sec): 3 clusters Score: Raw -341003.757280 + Penalty 797.044121 = -340206.713159 nChanged 74 SP:Iteration 37Q (626.385617 sec): 3 clusters Score: Raw -341032.171289 + Penalty 797.044121 = -340235.127167 nChanged 74 SP:Iteration 38Q (626.449865 sec): 3 clusters Score: Raw -341059.096797 + Penalty 797.044121 = -340262.052675 nChanged 67 SP:Iteration 39Q (626.493658 sec): 3 clusters Score: Raw -341080.546115 + Penalty 797.044121 = -340283.501993 nChanged 52 SP:Iteration 40F (626.544336 sec): 3 clusters Score: Raw -341099.396283 + Penalty 797.044121 = -340302.352162 nChanged 55 SP:Iteration 41Q (626.596836 sec): 3 clusters Score: Raw -341122.891582 + Penalty 797.044121 = -340325.847461 nChanged 58 SP:Iteration 42Q (626.656678 sec): 3 clusters Score: Raw -341151.411510 + Penalty 797.044121 = -340354.367389 nChanged 62 SP:Iteration 43Q (626.700153 sec): 3 clusters Score: Raw -341189.327519 + Penalty 797.044121 = -340392.283398 nChanged 47 SP:Iteration 44Q (626.750601 sec): 3 clusters Score: Raw -341213.457397 + Penalty 797.044121 = -340416.413275 nChanged 48 SP:Iteration 45Q (626.815460 sec): 3 clusters Score: Raw -341248.483602 + Penalty 797.044121 = -340451.439481 nChanged 44 SP:Iteration 46Q (626.865237 sec): 3 clusters Score: Raw -341282.044638 + Penalty 797.044121 = -340485.000517 nChanged 37 SP:Iteration 47Q (626.910075 sec): 3 clusters Score: Raw -341309.135765 + Penalty 797.044121 = -340512.091644 nChanged 36 SP:Iteration 48Q (626.959661 sec): 3 clusters Score: Raw -341332.398652 + Penalty 797.044121 = -340535.354531 nChanged 29 SP:Iteration 49Q (627.005535 sec): 3 clusters Score: Raw -341356.396704 + Penalty 797.044121 = -340559.352583 nChanged 26 SP:Iteration 50Q (627.057856 sec): 3 clusters Score: Raw -341385.107855 + Penalty 797.044121 = -340588.063734 nChanged 21 SP:Iteration 51Q (627.109225 sec): 3 clusters Score: Raw -341405.536248 + Penalty 797.044121 = -340608.492126 nChanged 19 SP:Iteration 52Q (627.165397 sec): 3 clusters Score: Raw -341415.034223 + Penalty 797.044121 = -340617.990102 nChanged 16 SP:Iteration 53Q (627.216316 sec): 3 clusters Score: Raw -341423.425455 + Penalty 797.044121 = -340626.381333 nChanged 12 SP:Iteration 54Q (627.271924 sec): 3 clusters Score: Raw -341428.541491 + Penalty 797.044121 = -340631.497370 nChanged 5 SP:Iteration 55Q (627.323902 sec): 3 clusters Score: Raw -341430.273510 + Penalty 797.044121 = -340633.229388 nChanged 5 SP:Iteration 56Q (627.364013 sec): 3 clusters Score: Raw -341431.834764 + Penalty 797.044121 = -340634.790643 nChanged 1 SP:Iteration 57Q (627.419663 sec): 3 clusters Score: Raw -341432.066288 + Penalty 797.044121 = -340635.022166 nChanged 1 SP:Iteration 58Q (627.464344 sec): 3 clusters Score: Raw -341432.284541 + Penalty 797.044121 = -340635.240420 nChanged 1 SP:Iteration 59Q (627.513012 sec): 3 clusters Score: Raw -341432.350459 + Penalty 797.044121 = -340635.306338 nChanged 0 SP:Iteration 60F (627.576945 sec): 3 clusters Score: Raw -341432.350459 + Penalty 797.044121 = -340635.306338 nChanged 0 Trying to split cluster 9 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (627.599277 sec): 2 clusters Score: Raw -10505.850869 + Penalty 248.796736 = -10257.054133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.644556 sec): 3 clusters Score: Raw -10508.538346 + Penalty 497.593473 = -10010.944874 nChanged 76 SP:Iteration 1F (627.685416 sec): 3 clusters Score: Raw -10625.522635 + Penalty 497.593473 = -10127.929162 nChanged 21 SP:Iteration 2F (627.737349 sec): 3 clusters Score: Raw -10663.291766 + Penalty 497.593473 = -10165.698293 nChanged 9 SP:Iteration 3Q (627.784566 sec): 3 clusters Score: Raw -10684.439433 + Penalty 497.593473 = -10186.845960 nChanged 4 SP:Iteration 4Q (627.829963 sec): 3 clusters Score: Raw -10706.878199 + Penalty 497.593473 = -10209.284727 nChanged 4 SP:Iteration 5Q (627.877559 sec): 3 clusters Score: Raw -10708.437757 + Penalty 497.593473 = -10210.844284 nChanged 2 SP:Iteration 6Q (627.924385 sec): 3 clusters Score: Raw -10711.758391 + Penalty 497.593473 = -10214.164918 nChanged 2 SP:Iteration 7Q (627.959263 sec): 3 clusters Score: Raw -10713.940124 + Penalty 497.593473 = -10216.346651 nChanged 1 SP:Iteration 8Q (628.008730 sec): 3 clusters Score: Raw -10715.780253 + Penalty 497.593473 = -10218.186780 nChanged 2 SP:Iteration 9Q (628.043386 sec): 3 clusters Score: Raw -10717.195486 + Penalty 497.593473 = -10219.602013 nChanged 2 SP:Iteration 10Q (628.086076 sec): 3 clusters Score: Raw -10719.690566 + Penalty 497.593473 = -10222.097093 nChanged 2 SP:Iteration 11Q (628.128667 sec): 3 clusters Score: Raw -10720.751678 + Penalty 497.593473 = -10223.158206 nChanged 0 SP:Iteration 12F (628.174763 sec): 3 clusters Score: Raw -10720.751678 + Penalty 497.593473 = -10223.158206 nChanged 0 Trying to split cluster 10 (16220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.218825 sec): 2 clusters Score: Raw -877113.487403 + Penalty 441.077015 = -876672.410388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.280222 sec): 3 clusters Score: Raw -866804.688459 + Penalty 882.154030 = -865922.534430 nChanged 7685 SP:Iteration 1F (628.341212 sec): 3 clusters Score: Raw -871822.731573 + Penalty 882.154030 = -870940.577543 nChanged 1217 SP:Iteration 2F (628.400691 sec): 3 clusters Score: Raw -872526.060902 + Penalty 882.154030 = -871643.906872 nChanged 1280 SP:Iteration 3F (628.460876 sec): 3 clusters Score: Raw -873432.647852 + Penalty 882.154030 = -872550.493823 nChanged 1207 SP:Iteration 4F (628.518767 sec): 3 clusters Score: Raw -874416.884943 + Penalty 882.154030 = -873534.730913 nChanged 1032 SP:Iteration 5F (628.568458 sec): 3 clusters Score: Raw -875403.467545 + Penalty 882.154030 = -874521.313515 nChanged 717 SP:Iteration 6Q (628.635739 sec): 3 clusters Score: Raw -876282.730385 + Penalty 882.154030 = -875400.576355 nChanged 485 SP:Iteration 7Q (628.689865 sec): 3 clusters Score: Raw -876858.794989 + Penalty 882.154030 = -875976.640959 nChanged 283 SP:Iteration 8Q (628.757432 sec): 3 clusters Score: Raw -877056.408811 + Penalty 882.154030 = -876174.254781 nChanged 181 SP:Iteration 9Q (628.812888 sec): 3 clusters Score: Raw -877142.849428 + Penalty 882.154030 = -876260.695398 nChanged 139 SP:Iteration 10Q (628.873938 sec): 3 clusters Score: Raw -877207.576358 + Penalty 882.154030 = -876325.422328 nChanged 119 SP:Iteration 11Q (628.937482 sec): 3 clusters Score: Raw -877258.565126 + Penalty 882.154030 = -876376.411096 nChanged 98 SP:Iteration 12Q (628.998166 sec): 3 clusters Score: Raw -877291.977406 + Penalty 882.154030 = -876409.823376 nChanged 71 SP:Iteration 13Q (629.062829 sec): 3 clusters Score: Raw -877313.724809 + Penalty 882.154030 = -876431.570779 nChanged 61 SP:Iteration 14Q (629.124078 sec): 3 clusters Score: Raw -877327.865443 + Penalty 882.154030 = -876445.711413 nChanged 48 SP:Iteration 15Q (629.171808 sec): 3 clusters Score: Raw -877336.310157 + Penalty 882.154030 = -876454.156127 nChanged 34 SP:Iteration 16Q (629.238304 sec): 3 clusters Score: Raw -877344.133185 + Penalty 882.154030 = -876461.979155 nChanged 38 SP:Iteration 17Q (629.291566 sec): 3 clusters Score: Raw -877351.918134 + Penalty 882.154030 = -876469.764104 nChanged 38 SP:Iteration 18Q (629.351502 sec): 3 clusters Score: Raw -877359.333390 + Penalty 882.154030 = -876477.179360 nChanged 34 SP:Iteration 19Q (629.416142 sec): 3 clusters Score: Raw -877366.433920 + Penalty 882.154030 = -876484.279890 nChanged 32 SP:Iteration 20F (629.482641 sec): 3 clusters Score: Raw -877372.724335 + Penalty 882.154030 = -876490.570306 nChanged 26 SP:Iteration 21Q (629.544504 sec): 3 clusters Score: Raw -877377.854598 + Penalty 882.154030 = -876495.700569 nChanged 26 SP:Iteration 22Q (629.607480 sec): 3 clusters Score: Raw -877383.626181 + Penalty 882.154030 = -876501.472151 nChanged 28 SP:Iteration 23Q (629.666249 sec): 3 clusters Score: Raw -877388.491953 + Penalty 882.154030 = -876506.337924 nChanged 19 SP:Iteration 24Q (629.735811 sec): 3 clusters Score: Raw -877391.970936 + Penalty 882.154030 = -876509.816906 nChanged 16 SP:Iteration 25Q (629.796530 sec): 3 clusters Score: Raw -877394.613517 + Penalty 882.154030 = -876512.459488 nChanged 17 SP:Iteration 26Q (629.858496 sec): 3 clusters Score: Raw -877397.132666 + Penalty 882.154030 = -876514.978637 nChanged 9 SP:Iteration 27Q (629.916167 sec): 3 clusters Score: Raw -877398.245333 + Penalty 882.154030 = -876516.091303 nChanged 9 SP:Iteration 28Q (629.977222 sec): 3 clusters Score: Raw -877399.153812 + Penalty 882.154030 = -876516.999782 nChanged 9 SP:Iteration 29Q (630.033633 sec): 3 clusters Score: Raw -877400.174184 + Penalty 882.154030 = -876518.020155 nChanged 5 SP:Iteration 30Q (630.102123 sec): 3 clusters Score: Raw -877400.691933 + Penalty 882.154030 = -876518.537904 nChanged 6 SP:Iteration 31Q (630.160318 sec): 3 clusters Score: Raw -877401.040704 + Penalty 882.154030 = -876518.886674 nChanged 3 SP:Iteration 32Q (630.215981 sec): 3 clusters Score: Raw -877401.323371 + Penalty 882.154030 = -876519.169341 nChanged 7 SP:Iteration 33Q (630.277244 sec): 3 clusters Score: Raw -877401.803696 + Penalty 882.154030 = -876519.649666 nChanged 6 SP:Iteration 34Q (630.336355 sec): 3 clusters Score: Raw -877402.081312 + Penalty 882.154030 = -876519.927282 nChanged 1 SP:Iteration 35Q (630.387679 sec): 3 clusters Score: Raw -877402.155919 + Penalty 882.154030 = -876520.001889 nChanged 1 SP:Iteration 36Q (630.445172 sec): 3 clusters Score: Raw -877402.206108 + Penalty 882.154030 = -876520.052078 nChanged 1 SP:Iteration 37Q (630.506379 sec): 3 clusters Score: Raw -877402.275835 + Penalty 882.154030 = -876520.121805 nChanged 0 SP:Iteration 38F (630.554198 sec): 3 clusters Score: Raw -877402.275835 + Penalty 882.154030 = -876520.121805 nChanged 0 Trying to split cluster 12 (24692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.606222 sec): 2 clusters Score: Raw -1365090.781151 + Penalty 460.197674 = -1364630.583477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.670172 sec): 3 clusters Score: Raw -1349148.989670 + Penalty 920.395347 = -1348228.594323 nChanged 11852 SP:Iteration 1F (630.740678 sec): 3 clusters Score: Raw -1355748.981268 + Penalty 920.395347 = -1354828.585921 nChanged 1262 SP:Iteration 2F (630.807009 sec): 3 clusters Score: Raw -1356231.604543 + Penalty 920.395347 = -1355311.209196 nChanged 1428 SP:Iteration 3F (630.872438 sec): 3 clusters Score: Raw -1356887.593951 + Penalty 920.395347 = -1355967.198604 nChanged 1649 SP:Iteration 4F (630.938882 sec): 3 clusters Score: Raw -1357827.785626 + Penalty 920.395347 = -1356907.390279 nChanged 1813 SP:Iteration 5F (631.008212 sec): 3 clusters Score: Raw -1359082.383492 + Penalty 920.395347 = -1358161.988145 nChanged 1867 SP:Iteration 6F (631.069179 sec): 3 clusters Score: Raw -1360560.580372 + Penalty 920.395347 = -1359640.185025 nChanged 1689 SP:Iteration 7F (631.139075 sec): 3 clusters Score: Raw -1362113.098534 + Penalty 920.395347 = -1361192.703187 nChanged 1368 SP:Iteration 8F (631.210236 sec): 3 clusters Score: Raw -1363451.572535 + Penalty 920.395347 = -1362531.177188 nChanged 970 SP:Iteration 9Q (631.289161 sec): 3 clusters Score: Raw -1364339.418212 + Penalty 920.395347 = -1363419.022865 nChanged 568 SP:Iteration 10Q (631.360524 sec): 3 clusters Score: Raw -1364829.457053 + Penalty 920.395347 = -1363909.061706 nChanged 341 SP:Iteration 11Q (631.424026 sec): 3 clusters Score: Raw -1365107.284560 + Penalty 920.395347 = -1364186.889213 nChanged 221 SP:Iteration 12Q (631.492917 sec): 3 clusters Score: Raw -1365274.045917 + Penalty 920.395347 = -1364353.650570 nChanged 124 SP:Iteration 13Q (631.564488 sec): 3 clusters Score: Raw -1365358.132144 + Penalty 920.395347 = -1364437.736797 nChanged 94 SP:Iteration 14Q (631.633030 sec): 3 clusters Score: Raw -1365405.624189 + Penalty 920.395347 = -1364485.228842 nChanged 58 SP:Iteration 15Q (631.701215 sec): 3 clusters Score: Raw -1365426.338839 + Penalty 920.395347 = -1364505.943492 nChanged 35 SP:Iteration 16Q (631.766597 sec): 3 clusters Score: Raw -1365441.310756 + Penalty 920.395347 = -1364520.915409 nChanged 40 SP:Iteration 17Q (631.830137 sec): 3 clusters Score: Raw -1365453.262935 + Penalty 920.395347 = -1364532.867588 nChanged 27 SP:Iteration 18Q (631.893532 sec): 3 clusters Score: Raw -1365459.496094 + Penalty 920.395347 = -1364539.100746 nChanged 18 SP:Iteration 19Q (631.950323 sec): 3 clusters Score: Raw -1365465.257515 + Penalty 920.395347 = -1364544.862168 nChanged 22 SP:Iteration 20F (632.019514 sec): 3 clusters Score: Raw -1365471.215585 + Penalty 920.395347 = -1364550.820238 nChanged 26 SP:Iteration 21Q (632.086052 sec): 3 clusters Score: Raw -1365476.790693 + Penalty 920.395347 = -1364556.395346 nChanged 24 SP:Iteration 22Q (632.155974 sec): 3 clusters Score: Raw -1365480.453372 + Penalty 920.395347 = -1364560.058025 nChanged 18 SP:Iteration 23Q (632.219936 sec): 3 clusters Score: Raw -1365483.155711 + Penalty 920.395347 = -1364562.760364 nChanged 15 SP:Iteration 24Q (632.281876 sec): 3 clusters Score: Raw -1365486.232196 + Penalty 920.395347 = -1364565.836848 nChanged 10 SP:Iteration 25Q (632.342547 sec): 3 clusters Score: Raw -1365488.602062 + Penalty 920.395347 = -1364568.206715 nChanged 10 SP:Iteration 26Q (632.402167 sec): 3 clusters Score: Raw -1365490.262030 + Penalty 920.395347 = -1364569.866683 nChanged 9 SP:Iteration 27Q (632.473354 sec): 3 clusters Score: Raw -1365491.508185 + Penalty 920.395347 = -1364571.112838 nChanged 10 SP:Iteration 28Q (632.531776 sec): 3 clusters Score: Raw -1365493.197308 + Penalty 920.395347 = -1364572.801961 nChanged 9 SP:Iteration 29Q (632.597883 sec): 3 clusters Score: Raw -1365494.190852 + Penalty 920.395347 = -1364573.795505 nChanged 1 SP:Iteration 30Q (632.661433 sec): 3 clusters Score: Raw -1365494.226929 + Penalty 920.395347 = -1364573.831582 nChanged 2 SP:Iteration 31Q (632.721250 sec): 3 clusters Score: Raw -1365494.349789 + Penalty 920.395347 = -1364573.954442 nChanged 1 SP:Iteration 32Q (632.786103 sec): 3 clusters Score: Raw -1365494.444412 + Penalty 920.395347 = -1364574.049065 nChanged 1 SP:Iteration 33Q (632.848200 sec): 3 clusters Score: Raw -1365494.610625 + Penalty 920.395347 = -1364574.215278 nChanged 0 SP:Iteration 34F (632.914669 sec): 3 clusters Score: Raw -1365494.610625 + Penalty 920.395347 = -1364574.215278 nChanged 0 Trying to split cluster 14 (17124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.963213 sec): 2 clusters Score: Raw -874928.701532 + Penalty 443.544750 = -874485.156782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.015722 sec): 3 clusters Score: Raw -863796.489412 + Penalty 887.089500 = -862909.399911 nChanged 8136 SP:Iteration 1F (633.084782 sec): 3 clusters Score: Raw -868689.828115 + Penalty 887.089500 = -867802.738615 nChanged 1047 SP:Iteration 2F (633.145982 sec): 3 clusters Score: Raw -869273.598709 + Penalty 887.089500 = -868386.509208 nChanged 1134 SP:Iteration 3F (633.204106 sec): 3 clusters Score: Raw -870039.207749 + Penalty 887.089500 = -869152.118248 nChanged 1104 SP:Iteration 4F (633.261030 sec): 3 clusters Score: Raw -870888.464018 + Penalty 887.089500 = -870001.374518 nChanged 1063 SP:Iteration 5F (633.336026 sec): 3 clusters Score: Raw -871623.111912 + Penalty 887.089500 = -870736.022412 nChanged 882 SP:Iteration 6F (633.399447 sec): 3 clusters Score: Raw -872178.337556 + Penalty 887.089500 = -871291.248055 nChanged 703 SP:Iteration 7Q (633.462009 sec): 3 clusters Score: Raw -872494.202162 + Penalty 887.089500 = -871607.112662 nChanged 448 SP:Iteration 8Q (633.525480 sec): 3 clusters Score: Raw -872641.535417 + Penalty 887.089500 = -871754.445917 nChanged 307 SP:Iteration 9Q (633.586306 sec): 3 clusters Score: Raw -872725.812737 + Penalty 887.089500 = -871838.723237 nChanged 243 SP:Iteration 10Q (633.647599 sec): 3 clusters Score: Raw -872786.806971 + Penalty 887.089500 = -871899.717471 nChanged 235 SP:Iteration 11Q (633.711437 sec): 3 clusters Score: Raw -872846.831057 + Penalty 887.089500 = -871959.741557 nChanged 221 SP:Iteration 12Q (633.780138 sec): 3 clusters Score: Raw -872903.675127 + Penalty 887.089500 = -872016.585627 nChanged 209 SP:Iteration 13Q (633.854934 sec): 3 clusters Score: Raw -872955.386458 + Penalty 887.089500 = -872068.296958 nChanged 216 SP:Iteration 14Q (633.915955 sec): 3 clusters Score: Raw -873014.179067 + Penalty 887.089500 = -872127.089567 nChanged 235 SP:Iteration 15Q (633.975315 sec): 3 clusters Score: Raw -873079.815388 + Penalty 887.089500 = -872192.725888 nChanged 246 SP:Iteration 16Q (634.022462 sec): 3 clusters Score: Raw -873151.249636 + Penalty 887.089500 = -872264.160135 nChanged 261 SP:Iteration 17Q (634.081362 sec): 3 clusters Score: Raw -873226.448244 + Penalty 887.089500 = -872339.358743 nChanged 274 SP:Iteration 18Q (634.151515 sec): 3 clusters Score: Raw -873318.732782 + Penalty 887.089500 = -872431.643282 nChanged 300 SP:Iteration 19Q (634.208169 sec): 3 clusters Score: Raw -873418.381490 + Penalty 887.089500 = -872531.291989 nChanged 293 SP:Iteration 20F (634.266397 sec): 3 clusters Score: Raw -873517.073115 + Penalty 887.089500 = -872629.983615 nChanged 300 SP:Iteration 21Q (634.330905 sec): 3 clusters Score: Raw -873629.949041 + Penalty 887.089500 = -872742.859541 nChanged 276 SP:Iteration 22Q (634.397215 sec): 3 clusters Score: Raw -873730.271061 + Penalty 887.089500 = -872843.181561 nChanged 261 SP:Iteration 23Q (634.460786 sec): 3 clusters Score: Raw -873831.964768 + Penalty 887.089500 = -872944.875267 nChanged 274 SP:Iteration 24Q (634.518327 sec): 3 clusters Score: Raw -873944.243475 + Penalty 887.089500 = -873057.153975 nChanged 231 SP:Iteration 25Q (634.576651 sec): 3 clusters Score: Raw -874037.929192 + Penalty 887.089500 = -873150.839691 nChanged 289 SP:Iteration 26Q (634.638573 sec): 3 clusters Score: Raw -874173.116228 + Penalty 887.089500 = -873286.026728 nChanged 249 SP:Iteration 27Q (634.699869 sec): 3 clusters Score: Raw -874292.601045 + Penalty 887.089500 = -873405.511545 nChanged 247 SP:Iteration 28Q (634.758724 sec): 3 clusters Score: Raw -874417.120652 + Penalty 887.089500 = -873530.031151 nChanged 212 SP:Iteration 29Q (634.818041 sec): 3 clusters Score: Raw -874522.212087 + Penalty 887.089500 = -873635.122586 nChanged 172 SP:Iteration 30Q (634.880088 sec): 3 clusters Score: Raw -874609.164217 + Penalty 887.089500 = -873722.074717 nChanged 146 SP:Iteration 31Q (634.940011 sec): 3 clusters Score: Raw -874681.695324 + Penalty 887.089500 = -873794.605824 nChanged 124 SP:Iteration 32Q (634.998505 sec): 3 clusters Score: Raw -874744.207304 + Penalty 887.089500 = -873857.117803 nChanged 96 SP:Iteration 33Q (635.047270 sec): 3 clusters Score: Raw -874789.350876 + Penalty 887.089500 = -873902.261376 nChanged 78 SP:Iteration 34Q (635.109518 sec): 3 clusters Score: Raw -874828.619440 + Penalty 887.089500 = -873941.529940 nChanged 71 SP:Iteration 35Q (635.171640 sec): 3 clusters Score: Raw -874866.006082 + Penalty 887.089500 = -873978.916582 nChanged 60 SP:Iteration 36Q (635.232093 sec): 3 clusters Score: Raw -874898.836800 + Penalty 887.089500 = -874011.747300 nChanged 66 SP:Iteration 37Q (635.281444 sec): 3 clusters Score: Raw -874933.908663 + Penalty 887.089500 = -874046.819163 nChanged 40 SP:Iteration 38Q (635.344678 sec): 3 clusters Score: Raw -874956.791040 + Penalty 887.089500 = -874069.701539 nChanged 32 SP:Iteration 39Q (635.393169 sec): 3 clusters Score: Raw -874971.645051 + Penalty 887.089500 = -874084.555551 nChanged 31 SP:Iteration 40F (635.451709 sec): 3 clusters Score: Raw -874982.430218 + Penalty 887.089500 = -874095.340718 nChanged 14 SP:Iteration 41Q (635.507607 sec): 3 clusters Score: Raw -874985.825642 + Penalty 887.089500 = -874098.736141 nChanged 15 SP:Iteration 42Q (635.573353 sec): 3 clusters Score: Raw -874990.909760 + Penalty 887.089500 = -874103.820260 nChanged 19 SP:Iteration 43Q (635.631333 sec): 3 clusters Score: Raw -874998.162604 + Penalty 887.089500 = -874111.073103 nChanged 14 SP:Iteration 44Q (635.693866 sec): 3 clusters Score: Raw -875003.479579 + Penalty 887.089500 = -874116.390079 nChanged 13 SP:Iteration 45Q (635.753310 sec): 3 clusters Score: Raw -875009.266230 + Penalty 887.089500 = -874122.176729 nChanged 8 SP:Iteration 46Q (635.808819 sec): 3 clusters Score: Raw -875013.590060 + Penalty 887.089500 = -874126.500559 nChanged 9 SP:Iteration 47Q (635.869300 sec): 3 clusters Score: Raw -875017.223220 + Penalty 887.089500 = -874130.133720 nChanged 9 SP:Iteration 48Q (635.932521 sec): 3 clusters Score: Raw -875020.648795 + Penalty 887.089500 = -874133.559295 nChanged 8 SP:Iteration 49Q (635.985358 sec): 3 clusters Score: Raw -875024.244578 + Penalty 887.089500 = -874137.155078 nChanged 11 SP:Iteration 50Q (636.045178 sec): 3 clusters Score: Raw -875029.859486 + Penalty 887.089500 = -874142.769985 nChanged 12 SP:Iteration 51Q (636.107675 sec): 3 clusters Score: Raw -875038.034775 + Penalty 887.089500 = -874150.945275 nChanged 12 SP:Iteration 52Q (636.171741 sec): 3 clusters Score: Raw -875042.437311 + Penalty 887.089500 = -874155.347811 nChanged 8 SP:Iteration 53Q (636.220291 sec): 3 clusters Score: Raw -875044.430630 + Penalty 887.089500 = -874157.341130 nChanged 4 SP:Iteration 54Q (636.285644 sec): 3 clusters Score: Raw -875046.054016 + Penalty 887.089500 = -874158.964516 nChanged 2 SP:Iteration 55Q (636.343058 sec): 3 clusters Score: Raw -875046.568577 + Penalty 887.089500 = -874159.479076 nChanged 2 SP:Iteration 56Q (636.402528 sec): 3 clusters Score: Raw -875047.394910 + Penalty 887.089500 = -874160.305410 nChanged 0 SP:Iteration 57F (636.461877 sec): 3 clusters Score: Raw -875047.394910 + Penalty 887.089500 = -874160.305410 nChanged 0 Trying to split cluster 15 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.477357 sec): 2 clusters Score: Raw -42320.345603 + Penalty 308.018710 = -42012.326893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.535839 sec): 3 clusters Score: Raw -41931.128635 + Penalty 616.037420 = -41315.091215 nChanged 317 SP:Iteration 1F (636.577829 sec): 3 clusters Score: Raw -42185.030958 + Penalty 616.037420 = -41568.993538 nChanged 94 SP:Iteration 2F (636.628979 sec): 3 clusters Score: Raw -42325.117861 + Penalty 616.037420 = -41709.080441 nChanged 75 SP:Iteration 3F (636.670583 sec): 3 clusters Score: Raw -42449.760259 + Penalty 616.037420 = -41833.722839 nChanged 64 SP:Iteration 4F (636.718860 sec): 3 clusters Score: Raw -42522.325488 + Penalty 616.037420 = -41906.288068 nChanged 30 SP:Iteration 5Q (636.769777 sec): 3 clusters Score: Raw -42559.603425 + Penalty 616.037420 = -41943.566005 nChanged 18 SP:Iteration 6Q (636.825826 sec): 3 clusters Score: Raw -42578.534293 + Penalty 616.037420 = -41962.496873 nChanged 12 SP:Iteration 7Q (636.874307 sec): 3 clusters Score: Raw -42590.579633 + Penalty 616.037420 = -41974.542214 nChanged 7 SP:Iteration 8Q (636.919785 sec): 3 clusters Score: Raw -42599.980815 + Penalty 616.037420 = -41983.943395 nChanged 5 SP:Iteration 9Q (636.972476 sec): 3 clusters Score: Raw -42602.057749 + Penalty 616.037420 = -41986.020329 nChanged 0 SP:Iteration 10F (637.021573 sec): 3 clusters Score: Raw -42602.057749 + Penalty 616.037420 = -41986.020329 nChanged 0 Trying to split cluster 16 (53943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.092319 sec): 2 clusters Score: Raw -2970653.458312 + Penalty 495.753586 = -2970157.704726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.185990 sec): 3 clusters Score: Raw -2934858.477960 + Penalty 991.507172 = -2933866.970788 nChanged 26149 SP:Iteration 1F (637.270703 sec): 3 clusters Score: Raw -2951210.617347 + Penalty 991.507172 = -2950219.110175 nChanged 2712 SP:Iteration 2F (637.375658 sec): 3 clusters Score: Raw -2952655.551712 + Penalty 991.507172 = -2951664.044540 nChanged 3297 SP:Iteration 3F (637.471883 sec): 3 clusters Score: Raw -2955223.339713 + Penalty 991.507172 = -2954231.832541 nChanged 3952 SP:Iteration 4F (637.565094 sec): 3 clusters Score: Raw -2959148.647302 + Penalty 991.507172 = -2958157.140130 nChanged 3986 SP:Iteration 5F (637.661884 sec): 3 clusters Score: Raw -2962720.180905 + Penalty 991.507172 = -2961728.673732 nChanged 3012 SP:Iteration 6F (637.755114 sec): 3 clusters Score: Raw -2964541.422459 + Penalty 991.507172 = -2963549.915286 nChanged 1960 SP:Iteration 7Q (637.841849 sec): 3 clusters Score: Raw -2965447.071240 + Penalty 991.507172 = -2964455.564067 nChanged 1398 SP:Iteration 8Q (637.936564 sec): 3 clusters Score: Raw -2966084.309872 + Penalty 991.507172 = -2965092.802699 nChanged 1223 SP:Iteration 9Q (638.038305 sec): 3 clusters Score: Raw -2966579.465712 + Penalty 991.507172 = -2965587.958539 nChanged 1063 SP:Iteration 10Q (638.136157 sec): 3 clusters Score: Raw -2966955.664029 + Penalty 991.507172 = -2965964.156857 nChanged 960 SP:Iteration 11Q (638.226719 sec): 3 clusters Score: Raw -2967259.203513 + Penalty 991.507172 = -2966267.696340 nChanged 853 SP:Iteration 12Q (638.325118 sec): 3 clusters Score: Raw -2967504.866903 + Penalty 991.507172 = -2966513.359730 nChanged 746 SP:Iteration 13Q (638.417938 sec): 3 clusters Score: Raw -2967695.031851 + Penalty 991.507172 = -2966703.524679 nChanged 651 SP:Iteration 14Q (638.514505 sec): 3 clusters Score: Raw -2967829.261711 + Penalty 991.507172 = -2966837.754539 nChanged 536 SP:Iteration 15Q (638.606269 sec): 3 clusters Score: Raw -2967931.496250 + Penalty 991.507172 = -2966939.989078 nChanged 459 SP:Iteration 16Q (638.705517 sec): 3 clusters Score: Raw -2968020.102345 + Penalty 991.507172 = -2967028.595172 nChanged 468 SP:Iteration 17Q (638.806708 sec): 3 clusters Score: Raw -2968100.033616 + Penalty 991.507172 = -2967108.526443 nChanged 401 SP:Iteration 18Q (638.905045 sec): 3 clusters Score: Raw -2968157.100232 + Penalty 991.507172 = -2967165.593060 nChanged 333 SP:Iteration 19Q (638.996717 sec): 3 clusters Score: Raw -2968201.131786 + Penalty 991.507172 = -2967209.624614 nChanged 303 SP:Iteration 20F (639.094984 sec): 3 clusters Score: Raw -2968247.942660 + Penalty 991.507172 = -2967256.435488 nChanged 302 SP:Iteration 21Q (639.188959 sec): 3 clusters Score: Raw -2968288.058654 + Penalty 991.507172 = -2967296.551481 nChanged 289 SP:Iteration 22Q (639.278463 sec): 3 clusters Score: Raw -2968319.204038 + Penalty 991.507172 = -2967327.696866 nChanged 262 SP:Iteration 23Q (639.368119 sec): 3 clusters Score: Raw -2968345.755800 + Penalty 991.507172 = -2967354.248628 nChanged 207 SP:Iteration 24Q (639.463807 sec): 3 clusters Score: Raw -2968364.640684 + Penalty 991.507172 = -2967373.133512 nChanged 178 SP:Iteration 25Q (639.554765 sec): 3 clusters Score: Raw -2968378.613018 + Penalty 991.507172 = -2967387.105846 nChanged 175 SP:Iteration 26Q (639.640694 sec): 3 clusters Score: Raw -2968391.302513 + Penalty 991.507172 = -2967399.795341 nChanged 162 SP:Iteration 27Q (639.725435 sec): 3 clusters Score: Raw -2968402.420212 + Penalty 991.507172 = -2967410.913040 nChanged 161 SP:Iteration 28Q (639.822672 sec): 3 clusters Score: Raw -2968412.312907 + Penalty 991.507172 = -2967420.805734 nChanged 145 SP:Iteration 29Q (639.923945 sec): 3 clusters Score: Raw -2968422.033456 + Penalty 991.507172 = -2967430.526284 nChanged 171 SP:Iteration 30Q (640.017571 sec): 3 clusters Score: Raw -2968436.168907 + Penalty 991.507172 = -2967444.661735 nChanged 189 SP:Iteration 31Q (640.107023 sec): 3 clusters Score: Raw -2968451.647107 + Penalty 991.507172 = -2967460.139934 nChanged 201 SP:Iteration 32Q (640.204682 sec): 3 clusters Score: Raw -2968468.497256 + Penalty 991.507172 = -2967476.990084 nChanged 202 SP:Iteration 33Q (640.302767 sec): 3 clusters Score: Raw -2968485.017844 + Penalty 991.507172 = -2967493.510672 nChanged 207 SP:Iteration 34Q (640.391955 sec): 3 clusters Score: Raw -2968501.404869 + Penalty 991.507172 = -2967509.897697 nChanged 180 SP:Iteration 35Q (640.488336 sec): 3 clusters Score: Raw -2968514.842248 + Penalty 991.507172 = -2967523.335075 nChanged 185 SP:Iteration 36Q (640.579283 sec): 3 clusters Score: Raw -2968528.516434 + Penalty 991.507172 = -2967537.009261 nChanged 202 SP:Iteration 37Q (640.678600 sec): 3 clusters Score: Raw -2968545.309123 + Penalty 991.507172 = -2967553.801950 nChanged 208 SP:Iteration 38Q (640.774586 sec): 3 clusters Score: Raw -2968563.559968 + Penalty 991.507172 = -2967572.052796 nChanged 214 SP:Iteration 39Q (640.872197 sec): 3 clusters Score: Raw -2968583.588381 + Penalty 991.507172 = -2967592.081209 nChanged 234 SP:Iteration 40F (640.965423 sec): 3 clusters Score: Raw -2968604.951250 + Penalty 991.507172 = -2967613.444078 nChanged 226 SP:Iteration 41Q (641.048031 sec): 3 clusters Score: Raw -2968626.889791 + Penalty 991.507172 = -2967635.382619 nChanged 249 SP:Iteration 42Q (641.152682 sec): 3 clusters Score: Raw -2968653.958705 + Penalty 991.507172 = -2967662.451533 nChanged 284 SP:Iteration 43Q (641.250270 sec): 3 clusters Score: Raw -2968687.707668 + Penalty 991.507172 = -2967696.200495 nChanged 288 SP:Iteration 44Q (641.350501 sec): 3 clusters Score: Raw -2968721.516015 + Penalty 991.507172 = -2967730.008842 nChanged 282 SP:Iteration 45Q (641.446229 sec): 3 clusters Score: Raw -2968754.643222 + Penalty 991.507172 = -2967763.136050 nChanged 298 SP:Iteration 46Q (641.545026 sec): 3 clusters Score: Raw -2968789.630609 + Penalty 991.507172 = -2967798.123437 nChanged 278 SP:Iteration 47Q (641.644154 sec): 3 clusters Score: Raw -2968819.465816 + Penalty 991.507172 = -2967827.958644 nChanged 256 SP:Iteration 48Q (641.740946 sec): 3 clusters Score: Raw -2968845.021024 + Penalty 991.507172 = -2967853.513852 nChanged 267 SP:Iteration 49Q (641.836216 sec): 3 clusters Score: Raw -2968877.410789 + Penalty 991.507172 = -2967885.903616 nChanged 320 SP:Iteration 50Q (641.932618 sec): 3 clusters Score: Raw -2968919.758931 + Penalty 991.507172 = -2967928.251759 nChanged 329 SP:Iteration 51Q (642.016134 sec): 3 clusters Score: Raw -2968964.886664 + Penalty 991.507172 = -2967973.379492 nChanged 341 SP:Iteration 52Q (642.106795 sec): 3 clusters Score: Raw -2969016.836258 + Penalty 991.507172 = -2968025.329086 nChanged 383 SP:Iteration 53Q (642.195382 sec): 3 clusters Score: Raw -2969080.502656 + Penalty 991.507172 = -2968088.995484 nChanged 383 SP:Iteration 54Q (642.293331 sec): 3 clusters Score: Raw -2969139.622946 + Penalty 991.507172 = -2968148.115773 nChanged 386 SP:Iteration 55Q (642.387886 sec): 3 clusters Score: Raw -2969201.231076 + Penalty 991.507172 = -2968209.723903 nChanged 407 SP:Iteration 56Q (642.478961 sec): 3 clusters Score: Raw -2969267.247235 + Penalty 991.507172 = -2968275.740063 nChanged 414 SP:Iteration 57Q (642.575665 sec): 3 clusters Score: Raw -2969330.549858 + Penalty 991.507172 = -2968339.042685 nChanged 375 SP:Iteration 58Q (642.668189 sec): 3 clusters Score: Raw -2969385.414283 + Penalty 991.507172 = -2968393.907111 nChanged 389 SP:Iteration 59Q (642.757057 sec): 3 clusters Score: Raw -2969445.152521 + Penalty 991.507172 = -2968453.645348 nChanged 405 SP:Iteration 60F (642.852491 sec): 3 clusters Score: Raw -2969507.372199 + Penalty 991.507172 = -2968515.865026 nChanged 396 SP:Iteration 61Q (642.950241 sec): 3 clusters Score: Raw -2969569.306293 + Penalty 991.507172 = -2968577.799120 nChanged 432 SP:Iteration 62Q (643.042326 sec): 3 clusters Score: Raw -2969639.593866 + Penalty 991.507172 = -2968648.086693 nChanged 417 SP:Iteration 63Q (643.125234 sec): 3 clusters Score: Raw -2969706.794867 + Penalty 991.507172 = -2968715.287695 nChanged 396 SP:Iteration 64Q (643.215958 sec): 3 clusters Score: Raw -2969770.180604 + Penalty 991.507172 = -2968778.673432 nChanged 397 SP:Iteration 65Q (643.311549 sec): 3 clusters Score: Raw -2969833.889673 + Penalty 991.507172 = -2968842.382501 nChanged 374 SP:Iteration 66Q (643.405919 sec): 3 clusters Score: Raw -2969891.185470 + Penalty 991.507172 = -2968899.678298 nChanged 367 SP:Iteration 67Q (643.506750 sec): 3 clusters Score: Raw -2969948.114031 + Penalty 991.507172 = -2968956.606859 nChanged 367 SP:Iteration 68Q (643.593707 sec): 3 clusters Score: Raw -2970007.490030 + Penalty 991.507172 = -2969015.982858 nChanged 384 SP:Iteration 69Q (643.689541 sec): 3 clusters Score: Raw -2970070.500442 + Penalty 991.507172 = -2969078.993270 nChanged 387 SP:Iteration 70Q (643.785088 sec): 3 clusters Score: Raw -2970130.389822 + Penalty 991.507172 = -2969138.882650 nChanged 371 SP:Iteration 71Q (643.875871 sec): 3 clusters Score: Raw -2970188.230861 + Penalty 991.507172 = -2969196.723688 nChanged 352 SP:Iteration 72Q (643.965582 sec): 3 clusters Score: Raw -2970239.979708 + Penalty 991.507172 = -2969248.472536 nChanged 334 SP:Iteration 73Q (644.067226 sec): 3 clusters Score: Raw -2970286.166736 + Penalty 991.507172 = -2969294.659564 nChanged 321 SP:Iteration 74Q (644.159959 sec): 3 clusters Score: Raw -2970330.173966 + Penalty 991.507172 = -2969338.666794 nChanged 293 SP:Iteration 75Q (644.258429 sec): 3 clusters Score: Raw -2970368.261733 + Penalty 991.507172 = -2969376.754561 nChanged 310 SP:Iteration 76Q (644.350647 sec): 3 clusters Score: Raw -2970409.143495 + Penalty 991.507172 = -2969417.636322 nChanged 298 SP:Iteration 77Q (644.431116 sec): 3 clusters Score: Raw -2970445.996860 + Penalty 991.507172 = -2969454.489688 nChanged 263 SP:Iteration 78Q (644.526328 sec): 3 clusters Score: Raw -2970475.881567 + Penalty 991.507172 = -2969484.374394 nChanged 257 SP:Iteration 79Q (644.627166 sec): 3 clusters Score: Raw -2970503.097300 + Penalty 991.507172 = -2969511.590128 nChanged 213 SP:Iteration 80F (644.722550 sec): 3 clusters Score: Raw -2970524.761162 + Penalty 991.507172 = -2969533.253990 nChanged 213 SP:Iteration 81Q (644.815812 sec): 3 clusters Score: Raw -2970547.225664 + Penalty 991.507172 = -2969555.718492 nChanged 206 SP:Iteration 82Q (644.913170 sec): 3 clusters Score: Raw -2970566.479978 + Penalty 991.507172 = -2969574.972806 nChanged 189 SP:Iteration 83Q (645.008318 sec): 3 clusters Score: Raw -2970582.128695 + Penalty 991.507172 = -2969590.621522 nChanged 178 SP:Iteration 84Q (645.102996 sec): 3 clusters Score: Raw -2970595.970136 + Penalty 991.507172 = -2969604.462964 nChanged 171 SP:Iteration 85Q (645.200369 sec): 3 clusters Score: Raw -2970609.859173 + Penalty 991.507172 = -2969618.352000 nChanged 175 SP:Iteration 86Q (645.305482 sec): 3 clusters Score: Raw -2970623.830450 + Penalty 991.507172 = -2969632.323278 nChanged 154 SP:Iteration 87Q (645.397635 sec): 3 clusters Score: Raw -2970636.341784 + Penalty 991.507172 = -2969644.834612 nChanged 157 SP:Iteration 88Q (645.491820 sec): 3 clusters Score: Raw -2970650.592053 + Penalty 991.507172 = -2969659.084881 nChanged 167 SP:Iteration 89Q (645.589423 sec): 3 clusters Score: Raw -2970666.526744 + Penalty 991.507172 = -2969675.019571 nChanged 165 SP:Iteration 90Q (645.680774 sec): 3 clusters Score: Raw -2970680.193349 + Penalty 991.507172 = -2969688.686176 nChanged 162 SP:Iteration 91Q (645.772271 sec): 3 clusters Score: Raw -2970694.818495 + Penalty 991.507172 = -2969703.311323 nChanged 162 SP:Iteration 92Q (645.856708 sec): 3 clusters Score: Raw -2970708.005919 + Penalty 991.507172 = -2969716.498747 nChanged 153 SP:Iteration 93Q (645.941640 sec): 3 clusters Score: Raw -2970721.580730 + Penalty 991.507172 = -2969730.073558 nChanged 134 SP:Iteration 94Q (646.039696 sec): 3 clusters Score: Raw -2970733.659073 + Penalty 991.507172 = -2969742.151901 nChanged 156 SP:Iteration 95Q (646.135791 sec): 3 clusters Score: Raw -2970747.516221 + Penalty 991.507172 = -2969756.009049 nChanged 162 SP:Iteration 96Q (646.227832 sec): 3 clusters Score: Raw -2970762.050327 + Penalty 991.507172 = -2969770.543154 nChanged 141 SP:Iteration 97Q (646.306126 sec): 3 clusters Score: Raw -2970774.117804 + Penalty 991.507172 = -2969782.610632 nChanged 151 SP:Iteration 98Q (646.400196 sec): 3 clusters Score: Raw -2970788.759769 + Penalty 991.507172 = -2969797.252597 nChanged 158 SP:Iteration 99Q (646.497486 sec): 3 clusters Score: Raw -2970802.758196 + Penalty 991.507172 = -2969811.251024 nChanged 152 SP:Iteration 100F (646.592428 sec): 3 clusters Score: Raw -2970815.665068 + Penalty 991.507172 = -2969824.157896 nChanged 151 SP:Iteration 101Q (646.687053 sec): 3 clusters Score: Raw -2970828.704527 + Penalty 991.507172 = -2969837.197355 nChanged 141 SP:Iteration 102Q (646.776928 sec): 3 clusters Score: Raw -2970839.328769 + Penalty 991.507172 = -2969847.821597 nChanged 136 SP:Iteration 103Q (646.867585 sec): 3 clusters Score: Raw -2970850.034935 + Penalty 991.507172 = -2969858.527763 nChanged 128 SP:Iteration 104Q (646.971229 sec): 3 clusters Score: Raw -2970858.841832 + Penalty 991.507172 = -2969867.334660 nChanged 107 SP:Iteration 105Q (647.052007 sec): 3 clusters Score: Raw -2970865.843674 + Penalty 991.507172 = -2969874.336502 nChanged 108 SP:Iteration 106Q (647.149695 sec): 3 clusters Score: Raw -2970874.206614 + Penalty 991.507172 = -2969882.699442 nChanged 111 SP:Iteration 107Q (647.236472 sec): 3 clusters Score: Raw -2970882.741768 + Penalty 991.507172 = -2969891.234596 nChanged 113 SP:Iteration 108Q (647.322766 sec): 3 clusters Score: Raw -2970890.841474 + Penalty 991.507172 = -2969899.334301 nChanged 120 SP:Iteration 109Q (647.407576 sec): 3 clusters Score: Raw -2970899.826125 + Penalty 991.507172 = -2969908.318953 nChanged 111 SP:Iteration 110Q (647.496602 sec): 3 clusters Score: Raw -2970907.663307 + Penalty 991.507172 = -2969916.156135 nChanged 112 SP:Iteration 111Q (647.588195 sec): 3 clusters Score: Raw -2970915.568539 + Penalty 991.507172 = -2969924.061366 nChanged 100 SP:Iteration 112Q (647.680305 sec): 3 clusters Score: Raw -2970921.621364 + Penalty 991.507172 = -2969930.114192 nChanged 88 SP:Iteration 113Q (647.760269 sec): 3 clusters Score: Raw -2970926.583832 + Penalty 991.507172 = -2969935.076660 nChanged 79 SP:Iteration 114Q (647.850407 sec): 3 clusters Score: Raw -2970931.076293 + Penalty 991.507172 = -2969939.569121 nChanged 75 SP:Iteration 115Q (647.946937 sec): 3 clusters Score: Raw -2970934.874302 + Penalty 991.507172 = -2969943.367129 nChanged 64 SP:Iteration 116Q (648.024212 sec): 3 clusters Score: Raw -2970937.386610 + Penalty 991.507172 = -2969945.879437 nChanged 54 SP:Iteration 117Q (648.108722 sec): 3 clusters Score: Raw -2970939.542526 + Penalty 991.507172 = -2969948.035354 nChanged 56 SP:Iteration 118Q (648.206841 sec): 3 clusters Score: Raw -2970942.752932 + Penalty 991.507172 = -2969951.245759 nChanged 52 SP:Iteration 119Q (648.298515 sec): 3 clusters Score: Raw -2970945.686497 + Penalty 991.507172 = -2969954.179324 nChanged 57 SP:Iteration 120F (648.384933 sec): 3 clusters Score: Raw -2970948.575875 + Penalty 991.507172 = -2969957.068703 nChanged 55 SP:Iteration 121Q (648.482246 sec): 3 clusters Score: Raw -2970950.819255 + Penalty 991.507172 = -2969959.312083 nChanged 49 SP:Iteration 122Q (648.566317 sec): 3 clusters Score: Raw -2970952.766961 + Penalty 991.507172 = -2969961.259789 nChanged 53 SP:Iteration 123Q (648.659808 sec): 3 clusters Score: Raw -2970955.272752 + Penalty 991.507172 = -2969963.765580 nChanged 45 SP:Iteration 124Q (648.744700 sec): 3 clusters Score: Raw -2970957.192216 + Penalty 991.507172 = -2969965.685043 nChanged 38 SP:Iteration 125Q (648.830036 sec): 3 clusters Score: Raw -2970958.442812 + Penalty 991.507172 = -2969966.935640 nChanged 39 SP:Iteration 126Q (648.917440 sec): 3 clusters Score: Raw -2970960.117595 + Penalty 991.507172 = -2969968.610423 nChanged 46 SP:Iteration 127Q (649.004452 sec): 3 clusters Score: Raw -2970962.223089 + Penalty 991.507172 = -2969970.715917 nChanged 45 SP:Iteration 128Q (649.087213 sec): 3 clusters Score: Raw -2970964.373784 + Penalty 991.507172 = -2969972.866612 nChanged 49 SP:Iteration 129Q (649.173891 sec): 3 clusters Score: Raw -2970966.258426 + Penalty 991.507172 = -2969974.751253 nChanged 45 SP:Iteration 130Q (649.269961 sec): 3 clusters Score: Raw -2970968.120863 + Penalty 991.507172 = -2969976.613691 nChanged 39 SP:Iteration 131Q (649.362041 sec): 3 clusters Score: Raw -2970969.813895 + Penalty 991.507172 = -2969978.306723 nChanged 42 SP:Iteration 132Q (649.454645 sec): 3 clusters Score: Raw -2970971.430957 + Penalty 991.507172 = -2969979.923784 nChanged 41 SP:Iteration 133Q (649.542633 sec): 3 clusters Score: Raw -2970973.223155 + Penalty 991.507172 = -2969981.715983 nChanged 41 SP:Iteration 134Q (649.634402 sec): 3 clusters Score: Raw -2970974.495125 + Penalty 991.507172 = -2969982.987953 nChanged 32 SP:Iteration 135Q (649.724553 sec): 3 clusters Score: Raw -2970975.442988 + Penalty 991.507172 = -2969983.935815 nChanged 29 SP:Iteration 136Q (649.814925 sec): 3 clusters Score: Raw -2970976.512097 + Penalty 991.507172 = -2969985.004925 nChanged 30 SP:Iteration 137Q (649.904501 sec): 3 clusters Score: Raw -2970977.634663 + Penalty 991.507172 = -2969986.127491 nChanged 29 SP:Iteration 138Q (649.992138 sec): 3 clusters Score: Raw -2970978.680078 + Penalty 991.507172 = -2969987.172906 nChanged 34 SP:Iteration 139Q (650.092477 sec): 3 clusters Score: Raw -2970980.266248 + Penalty 991.507172 = -2969988.759076 nChanged 41 SP:Iteration 140F (650.187058 sec): 3 clusters Score: Raw -2970982.666406 + Penalty 991.507172 = -2969991.159234 nChanged 46 SP:Iteration 141Q (650.278589 sec): 3 clusters Score: Raw -2970985.303238 + Penalty 991.507172 = -2969993.796066 nChanged 53 SP:Iteration 142Q (650.374699 sec): 3 clusters Score: Raw -2970987.938431 + Penalty 991.507172 = -2969996.431258 nChanged 48 SP:Iteration 143Q (650.465782 sec): 3 clusters Score: Raw -2970990.518978 + Penalty 991.507172 = -2969999.011806 nChanged 51 SP:Iteration 144Q (650.551593 sec): 3 clusters Score: Raw -2970993.958314 + Penalty 991.507172 = -2970002.451142 nChanged 47 SP:Iteration 145Q (650.640005 sec): 3 clusters Score: Raw -2970996.224349 + Penalty 991.507172 = -2970004.717177 nChanged 50 SP:Iteration 146Q (650.712828 sec): 3 clusters Score: Raw -2970998.454673 + Penalty 991.507172 = -2970006.947501 nChanged 43 SP:Iteration 147Q (650.808194 sec): 3 clusters Score: Raw -2971000.470302 + Penalty 991.507172 = -2970008.963130 nChanged 43 SP:Iteration 148Q (650.899960 sec): 3 clusters Score: Raw -2971002.846553 + Penalty 991.507172 = -2970011.339381 nChanged 54 SP:Iteration 149Q (650.986355 sec): 3 clusters Score: Raw -2971006.211457 + Penalty 991.507172 = -2970014.704284 nChanged 58 SP:Iteration 150Q (651.072752 sec): 3 clusters Score: Raw -2971009.871465 + Penalty 991.507172 = -2970018.364293 nChanged 63 SP:Iteration 151Q (651.161293 sec): 3 clusters Score: Raw -2971014.075523 + Penalty 991.507172 = -2970022.568350 nChanged 57 SP:Iteration 152Q (651.246605 sec): 3 clusters Score: Raw -2971017.575952 + Penalty 991.507172 = -2970026.068779 nChanged 62 SP:Iteration 153Q (651.337159 sec): 3 clusters Score: Raw -2971021.624271 + Penalty 991.507172 = -2970030.117099 nChanged 69 SP:Iteration 154Q (651.432731 sec): 3 clusters Score: Raw -2971026.490546 + Penalty 991.507172 = -2970034.983374 nChanged 66 SP:Iteration 155Q (651.528934 sec): 3 clusters Score: Raw -2971030.941735 + Penalty 991.507172 = -2970039.434563 nChanged 73 SP:Iteration 156Q (651.625469 sec): 3 clusters Score: Raw -2971036.471899 + Penalty 991.507172 = -2970044.964727 nChanged 83 SP:Iteration 157Q (651.714128 sec): 3 clusters Score: Raw -2971043.954293 + Penalty 991.507172 = -2970052.447121 nChanged 85 SP:Iteration 158Q (651.801208 sec): 3 clusters Score: Raw -2971050.855229 + Penalty 991.507172 = -2970059.348056 nChanged 62 SP:Iteration 159Q (651.890721 sec): 3 clusters Score: Raw -2971054.931193 + Penalty 991.507172 = -2970063.424021 nChanged 56 SP:Iteration 160F (651.984718 sec): 3 clusters Score: Raw -2971058.852960 + Penalty 991.507172 = -2970067.345788 nChanged 55 SP:Iteration 161Q (652.071006 sec): 3 clusters Score: Raw -2971061.746147 + Penalty 991.507172 = -2970070.238975 nChanged 42 SP:Iteration 162Q (652.158431 sec): 3 clusters Score: Raw -2971063.877902 + Penalty 991.507172 = -2970072.370730 nChanged 38 SP:Iteration 163Q (652.242630 sec): 3 clusters Score: Raw -2971066.036437 + Penalty 991.507172 = -2970074.529265 nChanged 42 SP:Iteration 164Q (652.321562 sec): 3 clusters Score: Raw -2971068.574031 + Penalty 991.507172 = -2970077.066859 nChanged 36 SP:Iteration 165Q (652.420255 sec): 3 clusters Score: Raw -2971070.391423 + Penalty 991.507172 = -2970078.884250 nChanged 36 SP:Iteration 166Q (652.507465 sec): 3 clusters Score: Raw -2971072.386848 + Penalty 991.507172 = -2970080.879676 nChanged 35 SP:Iteration 167Q (652.595141 sec): 3 clusters Score: Raw -2971074.543752 + Penalty 991.507172 = -2970083.036580 nChanged 39 SP:Iteration 168Q (652.685281 sec): 3 clusters Score: Raw -2971077.178425 + Penalty 991.507172 = -2970085.671253 nChanged 47 SP:Iteration 169Q (652.777372 sec): 3 clusters Score: Raw -2971079.873844 + Penalty 991.507172 = -2970088.366672 nChanged 44 SP:Iteration 170Q (652.864995 sec): 3 clusters Score: Raw -2971082.543395 + Penalty 991.507172 = -2970091.036222 nChanged 41 SP:Iteration 171Q (652.950047 sec): 3 clusters Score: Raw -2971085.479259 + Penalty 991.507172 = -2970093.972086 nChanged 49 SP:Iteration 172Q (653.039774 sec): 3 clusters Score: Raw -2971089.428059 + Penalty 991.507172 = -2970097.920887 nChanged 45 SP:Iteration 173Q (653.142280 sec): 3 clusters Score: Raw -2971093.111652 + Penalty 991.507172 = -2970101.604480 nChanged 45 SP:Iteration 174Q (653.234870 sec): 3 clusters Score: Raw -2971096.311615 + Penalty 991.507172 = -2970104.804443 nChanged 51 SP:Iteration 175Q (653.327072 sec): 3 clusters Score: Raw -2971100.193647 + Penalty 991.507172 = -2970108.686475 nChanged 52 SP:Iteration 176Q (653.419471 sec): 3 clusters Score: Raw -2971103.838246 + Penalty 991.507172 = -2970112.331073 nChanged 51 SP:Iteration 177Q (653.511096 sec): 3 clusters Score: Raw -2971107.098036 + Penalty 991.507172 = -2970115.590864 nChanged 48 SP:Iteration 178Q (653.595341 sec): 3 clusters Score: Raw -2971110.363862 + Penalty 991.507172 = -2970118.856690 nChanged 40 SP:Iteration 179Q (653.684878 sec): 3 clusters Score: Raw -2971112.527862 + Penalty 991.507172 = -2970121.020689 nChanged 36 SP:Iteration 180F (653.776068 sec): 3 clusters Score: Raw -2971113.915758 + Penalty 991.507172 = -2970122.408585 nChanged 29 SP:Iteration 181Q (653.864770 sec): 3 clusters Score: Raw -2971114.995499 + Penalty 991.507172 = -2970123.488326 nChanged 29 SP:Iteration 182Q (653.953556 sec): 3 clusters Score: Raw -2971116.264984 + Penalty 991.507172 = -2970124.757812 nChanged 23 SP:Iteration 183Q (654.041273 sec): 3 clusters Score: Raw -2971117.026282 + Penalty 991.507172 = -2970125.519110 nChanged 26 SP:Iteration 184Q (654.122768 sec): 3 clusters Score: Raw -2971118.079682 + Penalty 991.507172 = -2970126.572510 nChanged 29 SP:Iteration 185Q (654.212719 sec): 3 clusters Score: Raw -2971119.350976 + Penalty 991.507172 = -2970127.843804 nChanged 25 SP:Iteration 186Q (654.303485 sec): 3 clusters Score: Raw -2971120.081578 + Penalty 991.507172 = -2970128.574406 nChanged 18 SP:Iteration 187Q (654.392822 sec): 3 clusters Score: Raw -2971120.622920 + Penalty 991.507172 = -2970129.115748 nChanged 10 SP:Iteration 188Q (654.481680 sec): 3 clusters Score: Raw -2971120.856424 + Penalty 991.507172 = -2970129.349251 nChanged 11 SP:Iteration 189Q (654.572082 sec): 3 clusters Score: Raw -2971121.132966 + Penalty 991.507172 = -2970129.625794 nChanged 10 SP:Iteration 190Q (654.659198 sec): 3 clusters Score: Raw -2971121.415923 + Penalty 991.507172 = -2970129.908750 nChanged 13 SP:Iteration 191Q (654.745874 sec): 3 clusters Score: Raw -2971121.945078 + Penalty 991.507172 = -2970130.437906 nChanged 15 SP:Iteration 192Q (654.832683 sec): 3 clusters Score: Raw -2971122.260221 + Penalty 991.507172 = -2970130.753048 nChanged 17 SP:Iteration 193Q (654.920479 sec): 3 clusters Score: Raw -2971122.694591 + Penalty 991.507172 = -2970131.187419 nChanged 13 SP:Iteration 194Q (655.010844 sec): 3 clusters Score: Raw -2971123.067952 + Penalty 991.507172 = -2970131.560779 nChanged 6 SP:Iteration 195Q (655.100471 sec): 3 clusters Score: Raw -2971123.223281 + Penalty 991.507172 = -2970131.716109 nChanged 11 SP:Iteration 196Q (655.188643 sec): 3 clusters Score: Raw -2971123.451757 + Penalty 991.507172 = -2970131.944585 nChanged 6 SP:Iteration 197Q (655.272852 sec): 3 clusters Score: Raw -2971123.567263 + Penalty 991.507172 = -2970132.060090 nChanged 5 SP:Iteration 198Q (655.360455 sec): 3 clusters Score: Raw -2971123.644570 + Penalty 991.507172 = -2970132.137398 nChanged 6 SP:Iteration 199Q (655.445324 sec): 3 clusters Score: Raw -2971123.772418 + Penalty 991.507172 = -2970132.265245 nChanged 8 SP:Iteration 200F (655.542575 sec): 3 clusters Score: Raw -2971124.004951 + Penalty 991.507172 = -2970132.497779 nChanged 7 SP:Iteration 201Q (655.630016 sec): 3 clusters Score: Raw -2971124.220611 + Penalty 991.507172 = -2970132.713439 nChanged 8 SP:Iteration 202Q (655.717501 sec): 3 clusters Score: Raw -2971124.453966 + Penalty 991.507172 = -2970132.946793 nChanged 7 SP:Iteration 203Q (655.804451 sec): 3 clusters Score: Raw -2971124.587022 + Penalty 991.507172 = -2970133.079849 nChanged 6 SP:Iteration 204Q (655.893400 sec): 3 clusters Score: Raw -2971124.696226 + Penalty 991.507172 = -2970133.189054 nChanged 1 SP:Iteration 205Q (655.982593 sec): 3 clusters Score: Raw -2971124.696598 + Penalty 991.507172 = -2970133.189426 nChanged 0 SP:Iteration 206F (656.063460 sec): 3 clusters Score: Raw -2971124.696598 + Penalty 991.507172 = -2970133.189426 nChanged 0 Trying to split cluster 17 (10929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.109763 sec): 2 clusters Score: Raw -596288.233900 + Penalty 423.112466 = -595865.121433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.168376 sec): 3 clusters Score: Raw -589531.633107 + Penalty 846.224933 = -588685.408174 nChanged 5052 SP:Iteration 1F (656.213487 sec): 3 clusters Score: Raw -593091.147022 + Penalty 846.224933 = -592244.922089 nChanged 759 SP:Iteration 2F (656.270975 sec): 3 clusters Score: Raw -593613.739967 + Penalty 846.224933 = -592767.515034 nChanged 763 SP:Iteration 3F (656.327798 sec): 3 clusters Score: Raw -594245.165699 + Penalty 846.224933 = -593398.940766 nChanged 699 SP:Iteration 4F (656.387951 sec): 3 clusters Score: Raw -594925.847605 + Penalty 846.224933 = -594079.622672 nChanged 568 SP:Iteration 5F (656.449549 sec): 3 clusters Score: Raw -595427.825022 + Penalty 846.224933 = -594581.600089 nChanged 443 SP:Iteration 6Q (656.497927 sec): 3 clusters Score: Raw -595693.921755 + Penalty 846.224933 = -594847.696822 nChanged 256 SP:Iteration 7Q (656.569366 sec): 3 clusters Score: Raw -595793.708863 + Penalty 846.224933 = -594947.483930 nChanged 166 SP:Iteration 8Q (656.622733 sec): 3 clusters Score: Raw -595845.281782 + Penalty 846.224933 = -594999.056849 nChanged 117 SP:Iteration 9Q (656.683145 sec): 3 clusters Score: Raw -595885.167362 + Penalty 846.224933 = -595038.942429 nChanged 97 SP:Iteration 10Q (656.740088 sec): 3 clusters Score: Raw -595916.472521 + Penalty 846.224933 = -595070.247588 nChanged 93 SP:Iteration 11Q (656.794665 sec): 3 clusters Score: Raw -595944.035999 + Penalty 846.224933 = -595097.811067 nChanged 89 SP:Iteration 12Q (656.843691 sec): 3 clusters Score: Raw -595966.959128 + Penalty 846.224933 = -595120.734195 nChanged 80 SP:Iteration 13Q (656.899070 sec): 3 clusters Score: Raw -595994.657457 + Penalty 846.224933 = -595148.432525 nChanged 82 SP:Iteration 14Q (656.956953 sec): 3 clusters Score: Raw -596030.941574 + Penalty 846.224933 = -595184.716641 nChanged 87 SP:Iteration 15Q (657.012019 sec): 3 clusters Score: Raw -596085.645378 + Penalty 846.224933 = -595239.420445 nChanged 92 SP:Iteration 16Q (657.078073 sec): 3 clusters Score: Raw -596144.687590 + Penalty 846.224933 = -595298.462658 nChanged 86 SP:Iteration 17Q (657.140292 sec): 3 clusters Score: Raw -596188.961829 + Penalty 846.224933 = -595342.736897 nChanged 77 SP:Iteration 18Q (657.193743 sec): 3 clusters Score: Raw -596235.774049 + Penalty 846.224933 = -595389.549117 nChanged 88 SP:Iteration 19Q (657.251218 sec): 3 clusters Score: Raw -596279.311748 + Penalty 846.224933 = -595433.086815 nChanged 88 SP:Iteration 20F (657.297910 sec): 3 clusters Score: Raw -596318.024265 + Penalty 846.224933 = -595471.799332 nChanged 75 SP:Iteration 21Q (657.351642 sec): 3 clusters Score: Raw -596345.363546 + Penalty 846.224933 = -595499.138614 nChanged 64 SP:Iteration 22Q (657.410986 sec): 3 clusters Score: Raw -596363.672167 + Penalty 846.224933 = -595517.447234 nChanged 58 SP:Iteration 23Q (657.460995 sec): 3 clusters Score: Raw -596377.196851 + Penalty 846.224933 = -595530.971918 nChanged 43 SP:Iteration 24Q (657.512707 sec): 3 clusters Score: Raw -596387.218546 + Penalty 846.224933 = -595540.993614 nChanged 35 SP:Iteration 25Q (657.579346 sec): 3 clusters Score: Raw -596393.930055 + Penalty 846.224933 = -595547.705122 nChanged 34 SP:Iteration 26Q (657.634988 sec): 3 clusters Score: Raw -596400.163619 + Penalty 846.224933 = -595553.938686 nChanged 26 SP:Iteration 27Q (657.691915 sec): 3 clusters Score: Raw -596405.018824 + Penalty 846.224933 = -595558.793891 nChanged 29 SP:Iteration 28Q (657.733713 sec): 3 clusters Score: Raw -596409.863914 + Penalty 846.224933 = -595563.638981 nChanged 20 SP:Iteration 29Q (657.784694 sec): 3 clusters Score: Raw -596412.223873 + Penalty 846.224933 = -595565.998940 nChanged 14 SP:Iteration 30Q (657.848262 sec): 3 clusters Score: Raw -596414.043857 + Penalty 846.224933 = -595567.818924 nChanged 16 SP:Iteration 31Q (657.895704 sec): 3 clusters Score: Raw -596416.527097 + Penalty 846.224933 = -595570.302164 nChanged 17 SP:Iteration 32Q (657.945001 sec): 3 clusters Score: Raw -596418.455181 + Penalty 846.224933 = -595572.230248 nChanged 21 SP:Iteration 33Q (658.011303 sec): 3 clusters Score: Raw -596421.182406 + Penalty 846.224933 = -595574.957473 nChanged 19 SP:Iteration 34Q (658.061420 sec): 3 clusters Score: Raw -596423.634419 + Penalty 846.224933 = -595577.409486 nChanged 18 SP:Iteration 35Q (658.108112 sec): 3 clusters Score: Raw -596427.612794 + Penalty 846.224933 = -595581.387861 nChanged 29 SP:Iteration 36Q (658.168234 sec): 3 clusters Score: Raw -596432.648638 + Penalty 846.224933 = -595586.423706 nChanged 32 SP:Iteration 37Q (658.223185 sec): 3 clusters Score: Raw -596438.748556 + Penalty 846.224933 = -595592.523624 nChanged 31 SP:Iteration 38Q (658.275129 sec): 3 clusters Score: Raw -596444.230257 + Penalty 846.224933 = -595598.005324 nChanged 26 SP:Iteration 39Q (658.326308 sec): 3 clusters Score: Raw -596449.916159 + Penalty 846.224933 = -595603.691226 nChanged 30 SP:Iteration 40F (658.381489 sec): 3 clusters Score: Raw -596456.490701 + Penalty 846.224933 = -595610.265768 nChanged 14 SP:Iteration 41Q (658.430142 sec): 3 clusters Score: Raw -596458.857143 + Penalty 846.224933 = -595612.632210 nChanged 15 SP:Iteration 42Q (658.485965 sec): 3 clusters Score: Raw -596460.939803 + Penalty 846.224933 = -595614.714870 nChanged 15 SP:Iteration 43Q (658.548104 sec): 3 clusters Score: Raw -596463.358095 + Penalty 846.224933 = -595617.133162 nChanged 18 SP:Iteration 44Q (658.607991 sec): 3 clusters Score: Raw -596465.779817 + Penalty 846.224933 = -595619.554884 nChanged 15 SP:Iteration 45Q (658.653443 sec): 3 clusters Score: Raw -596467.080234 + Penalty 846.224933 = -595620.855301 nChanged 10 SP:Iteration 46Q (658.705821 sec): 3 clusters Score: Raw -596468.036132 + Penalty 846.224933 = -595621.811199 nChanged 11 SP:Iteration 47Q (658.768931 sec): 3 clusters Score: Raw -596468.875184 + Penalty 846.224933 = -595622.650251 nChanged 7 SP:Iteration 48Q (658.821994 sec): 3 clusters Score: Raw -596469.456021 + Penalty 846.224933 = -595623.231088 nChanged 6 SP:Iteration 49Q (658.892459 sec): 3 clusters Score: Raw -596469.961979 + Penalty 846.224933 = -595623.737047 nChanged 5 SP:Iteration 50Q (658.949596 sec): 3 clusters Score: Raw -596470.791724 + Penalty 846.224933 = -595624.566791 nChanged 6 SP:Iteration 51Q (659.007438 sec): 3 clusters Score: Raw -596471.322257 + Penalty 846.224933 = -595625.097324 nChanged 4 SP:Iteration 52Q (659.058799 sec): 3 clusters Score: Raw -596471.511737 + Penalty 846.224933 = -595625.286804 nChanged 5 SP:Iteration 53Q (659.116716 sec): 3 clusters Score: Raw -596471.886020 + Penalty 846.224933 = -595625.661087 nChanged 3 SP:Iteration 54Q (659.168868 sec): 3 clusters Score: Raw -596472.056788 + Penalty 846.224933 = -595625.831855 nChanged 5 SP:Iteration 55Q (659.226346 sec): 3 clusters Score: Raw -596472.360410 + Penalty 846.224933 = -595626.135478 nChanged 5 SP:Iteration 56Q (659.295784 sec): 3 clusters Score: Raw -596472.714593 + Penalty 846.224933 = -595626.489661 nChanged 7 SP:Iteration 57Q (659.346367 sec): 3 clusters Score: Raw -596473.407620 + Penalty 846.224933 = -595627.182687 nChanged 5 SP:Iteration 58Q (659.409157 sec): 3 clusters Score: Raw -596473.954568 + Penalty 846.224933 = -595627.729635 nChanged 3 SP:Iteration 59Q (659.452919 sec): 3 clusters Score: Raw -596474.146699 + Penalty 846.224933 = -595627.921766 nChanged 0 SP:Iteration 60F (659.512035 sec): 3 clusters Score: Raw -596474.146699 + Penalty 846.224933 = -595627.921766 nChanged 0 Iteration 179Q (660.184628 sec): 16 clusters Score: Raw -7356348.350573 + Penalty 8091.078594 = -7348257.271979 nChanged 2 Iteration 180F (661.158709 sec): 16 clusters Score: Raw -7356348.359627 + Penalty 8091.078594 = -7348257.281033 nChanged 2 Iteration 181Q (661.793623 sec): 16 clusters Score: Raw -7356348.380667 + Penalty 8091.078594 = -7348257.302073 nChanged 1 Iteration 182Q (662.480181 sec): 16 clusters Score: Raw -7356348.382510 + Penalty 8091.078594 = -7348257.303916 nChanged 0 Iteration 183F (663.457657 sec): 16 clusters Score: Raw -7356348.382510 + Penalty 8091.078594 = -7348257.303916 nChanged 0 Compute initial score before splitting: Score: Raw -7356348.382510 + Penalty 8091.078594 = -7348257.303916 Trying to split cluster 1 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.503357 sec): 2 clusters Score: Raw -79921.739471 + Penalty 335.173254 = -79586.566216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.557193 sec): 3 clusters Score: Raw -79108.388872 + Penalty 670.346508 = -78438.042364 nChanged 676 SP:Iteration 1F (663.603750 sec): 3 clusters Score: Raw -79540.551802 + Penalty 670.346508 = -78870.205294 nChanged 146 SP:Iteration 2F (663.655910 sec): 3 clusters Score: Raw -79676.011428 + Penalty 670.346508 = -79005.664919 nChanged 125 SP:Iteration 3F (663.695115 sec): 3 clusters Score: Raw -79763.284550 + Penalty 670.346508 = -79092.938042 nChanged 84 SP:Iteration 4F (663.748011 sec): 3 clusters Score: Raw -79829.829461 + Penalty 670.346508 = -79159.482953 nChanged 82 SP:Iteration 5F (663.792950 sec): 3 clusters Score: Raw -79897.045274 + Penalty 670.346508 = -79226.698766 nChanged 63 SP:Iteration 6Q (663.844225 sec): 3 clusters Score: Raw -79943.508310 + Penalty 670.346508 = -79273.161801 nChanged 45 SP:Iteration 7Q (663.893124 sec): 3 clusters Score: Raw -79965.886727 + Penalty 670.346508 = -79295.540218 nChanged 31 SP:Iteration 8Q (663.940750 sec): 3 clusters Score: Raw -79978.344668 + Penalty 670.346508 = -79307.998159 nChanged 23 SP:Iteration 9Q (663.992270 sec): 3 clusters Score: Raw -79988.713012 + Penalty 670.346508 = -79318.366504 nChanged 21 SP:Iteration 10Q (664.031648 sec): 3 clusters Score: Raw -79994.679356 + Penalty 670.346508 = -79324.332848 nChanged 12 SP:Iteration 11Q (664.086650 sec): 3 clusters Score: Raw -79996.714375 + Penalty 670.346508 = -79326.367867 nChanged 7 SP:Iteration 12Q (664.139731 sec): 3 clusters Score: Raw -79997.928398 + Penalty 670.346508 = -79327.581889 nChanged 3 SP:Iteration 13Q (664.181135 sec): 3 clusters Score: Raw -79998.419947 + Penalty 670.346508 = -79328.073439 nChanged 3 SP:Iteration 14Q (664.222821 sec): 3 clusters Score: Raw -79998.957364 + Penalty 670.346508 = -79328.610855 nChanged 1 SP:Iteration 15Q (664.275034 sec): 3 clusters Score: Raw -79999.253790 + Penalty 670.346508 = -79328.907282 nChanged 1 SP:Iteration 16Q (664.325614 sec): 3 clusters Score: Raw -79999.592610 + Penalty 670.346508 = -79329.246102 nChanged 3 SP:Iteration 17Q (664.370022 sec): 3 clusters Score: Raw -79999.753921 + Penalty 670.346508 = -79329.407413 nChanged 1 SP:Iteration 18Q (664.419902 sec): 3 clusters Score: Raw -79999.970446 + Penalty 670.346508 = -79329.623938 nChanged 2 SP:Iteration 19Q (664.468741 sec): 3 clusters Score: Raw -80000.116746 + Penalty 670.346508 = -79329.770238 nChanged 0 SP:Iteration 20F (664.520536 sec): 3 clusters Score: Raw -80000.116746 + Penalty 670.346508 = -79329.770238 nChanged 0 Trying to split cluster 2 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.542797 sec): 2 clusters Score: Raw -4766.512988 + Penalty 216.288354 = -4550.224634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.590250 sec): 3 clusters Score: Raw -4752.367111 + Penalty 432.576707 = -4319.790403 nChanged 28 SP:Iteration 1F (664.628265 sec): 3 clusters Score: Raw -4827.643445 + Penalty 432.576707 = -4395.066738 nChanged 9 SP:Iteration 2F (664.679874 sec): 3 clusters Score: Raw -4848.275799 + Penalty 432.576707 = -4415.699092 nChanged 5 SP:Iteration 3Q (664.726867 sec): 3 clusters Score: Raw -4870.542630 + Penalty 432.576707 = -4437.965923 nChanged 3 SP:Iteration 4Q (664.778737 sec): 3 clusters Score: Raw -4877.698833 + Penalty 432.576707 = -4445.122126 nChanged 0 SP:Iteration 5F (664.831657 sec): 3 clusters Score: Raw -4877.698833 + Penalty 432.576707 = -4445.122126 nChanged 0 Trying to split cluster 3 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.858520 sec): 2 clusters Score: Raw -19772.492475 + Penalty 275.155434 = -19497.337041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.904109 sec): 3 clusters Score: Raw -19615.664658 + Penalty 550.310868 = -19065.353789 nChanged 157 SP:Iteration 1F (664.957025 sec): 3 clusters Score: Raw -19738.664030 + Penalty 550.310868 = -19188.353162 nChanged 33 SP:Iteration 2F (664.991884 sec): 3 clusters Score: Raw -19766.105613 + Penalty 550.310868 = -19215.794744 nChanged 16 SP:Iteration 3Q (665.038122 sec): 3 clusters Score: Raw -19779.332886 + Penalty 550.310868 = -19229.022017 nChanged 17 SP:Iteration 4Q (665.086663 sec): 3 clusters Score: Raw -19793.700730 + Penalty 550.310868 = -19243.389862 nChanged 9 SP:Iteration 5Q (665.141092 sec): 3 clusters Score: Raw -19800.284339 + Penalty 550.310868 = -19249.973471 nChanged 6 SP:Iteration 6Q (665.184415 sec): 3 clusters Score: Raw -19803.283742 + Penalty 550.310868 = -19252.972874 nChanged 4 SP:Iteration 7Q (665.233638 sec): 3 clusters Score: Raw -19804.662322 + Penalty 550.310868 = -19254.351454 nChanged 1 SP:Iteration 8Q (665.269481 sec): 3 clusters Score: Raw -19805.592877 + Penalty 550.310868 = -19255.282009 nChanged 3 SP:Iteration 9Q (665.311489 sec): 3 clusters Score: Raw -19809.370011 + Penalty 550.310868 = -19259.059143 nChanged 5 SP:Iteration 10Q (665.364706 sec): 3 clusters Score: Raw -19814.214241 + Penalty 550.310868 = -19263.903372 nChanged 7 SP:Iteration 11Q (665.406982 sec): 3 clusters Score: Raw -19817.795047 + Penalty 550.310868 = -19267.484179 nChanged 4 SP:Iteration 12Q (665.437586 sec): 3 clusters Score: Raw -19822.094368 + Penalty 550.310868 = -19271.783500 nChanged 3 SP:Iteration 13Q (665.486382 sec): 3 clusters Score: Raw -19824.305631 + Penalty 550.310868 = -19273.994762 nChanged 1 SP:Iteration 14Q (665.527431 sec): 3 clusters Score: Raw -19825.895519 + Penalty 550.310868 = -19275.584651 nChanged 2 SP:Iteration 15Q (665.565390 sec): 3 clusters Score: Raw -19828.252387 + Penalty 550.310868 = -19277.941518 nChanged 3 SP:Iteration 16Q (665.605531 sec): 3 clusters Score: Raw -19831.188418 + Penalty 550.310868 = -19280.877550 nChanged 4 SP:Iteration 17Q (665.649940 sec): 3 clusters Score: Raw -19833.690603 + Penalty 550.310868 = -19283.379735 nChanged 3 SP:Iteration 18Q (665.698589 sec): 3 clusters Score: Raw -19836.792373 + Penalty 550.310868 = -19286.481505 nChanged 5 SP:Iteration 19Q (665.743396 sec): 3 clusters Score: Raw -19841.028401 + Penalty 550.310868 = -19290.717533 nChanged 4 SP:Iteration 20F (665.786603 sec): 3 clusters Score: Raw -19846.976488 + Penalty 550.310868 = -19296.665620 nChanged 5 SP:Iteration 21Q (665.839434 sec): 3 clusters Score: Raw -19854.622942 + Penalty 550.310868 = -19304.312073 nChanged 5 SP:Iteration 22Q (665.882449 sec): 3 clusters Score: Raw -19861.489577 + Penalty 550.310868 = -19311.178709 nChanged 5 SP:Iteration 23Q (665.939019 sec): 3 clusters Score: Raw -19865.949723 + Penalty 550.310868 = -19315.638854 nChanged 3 SP:Iteration 24Q (665.975510 sec): 3 clusters Score: Raw -19866.595803 + Penalty 550.310868 = -19316.284935 nChanged 1 SP:Iteration 25Q (666.035762 sec): 3 clusters Score: Raw -19867.155491 + Penalty 550.310868 = -19316.844622 nChanged 0 SP:Iteration 26F (666.081148 sec): 3 clusters Score: Raw -19867.155491 + Penalty 550.310868 = -19316.844622 nChanged 0 Trying to split cluster 4 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.110636 sec): 2 clusters Score: Raw -38618.318202 + Penalty 294.842028 = -38323.476174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.154818 sec): 3 clusters Score: Raw -38315.208498 + Penalty 589.684055 = -37725.524443 nChanged 227 SP:Iteration 1F (666.188098 sec): 3 clusters Score: Raw -38482.256827 + Penalty 589.684055 = -37892.572772 nChanged 74 SP:Iteration 2F (666.247388 sec): 3 clusters Score: Raw -38541.676023 + Penalty 589.684055 = -37951.991968 nChanged 32 SP:Iteration 3Q (666.294960 sec): 3 clusters Score: Raw -38571.292880 + Penalty 589.684055 = -37981.608825 nChanged 26 SP:Iteration 4Q (666.345723 sec): 3 clusters Score: Raw -38586.393548 + Penalty 589.684055 = -37996.709492 nChanged 23 SP:Iteration 5Q (666.392136 sec): 3 clusters Score: Raw -38600.821188 + Penalty 589.684055 = -38011.137133 nChanged 17 SP:Iteration 6Q (666.441636 sec): 3 clusters Score: Raw -38609.241918 + Penalty 589.684055 = -38019.557863 nChanged 10 SP:Iteration 7Q (666.484986 sec): 3 clusters Score: Raw -38613.151299 + Penalty 589.684055 = -38023.467244 nChanged 8 SP:Iteration 8Q (666.523541 sec): 3 clusters Score: Raw -38615.834025 + Penalty 589.684055 = -38026.149969 nChanged 5 SP:Iteration 9Q (666.575139 sec): 3 clusters Score: Raw -38618.828271 + Penalty 589.684055 = -38029.144215 nChanged 2 SP:Iteration 10Q (666.626781 sec): 3 clusters Score: Raw -38619.697074 + Penalty 589.684055 = -38030.013019 nChanged 4 SP:Iteration 11Q (666.667529 sec): 3 clusters Score: Raw -38620.857912 + Penalty 589.684055 = -38031.173857 nChanged 3 SP:Iteration 12Q (666.707148 sec): 3 clusters Score: Raw -38622.271429 + Penalty 589.684055 = -38032.587374 nChanged 1 SP:Iteration 13Q (666.750265 sec): 3 clusters Score: Raw -38622.819148 + Penalty 589.684055 = -38033.135092 nChanged 1 SP:Iteration 14Q (666.795567 sec): 3 clusters Score: Raw -38623.046438 + Penalty 589.684055 = -38033.362383 nChanged 3 SP:Iteration 15Q (666.838799 sec): 3 clusters Score: Raw -38623.754968 + Penalty 589.684055 = -38034.070913 nChanged 2 SP:Iteration 16Q (666.875015 sec): 3 clusters Score: Raw -38624.309802 + Penalty 589.684055 = -38034.625747 nChanged 3 SP:Iteration 17Q (666.921838 sec): 3 clusters Score: Raw -38624.655225 + Penalty 589.684055 = -38034.971170 nChanged 0 SP:Iteration 18F (666.962712 sec): 3 clusters Score: Raw -38624.655225 + Penalty 589.684055 = -38034.971170 nChanged 0 Trying to split cluster 5 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.992156 sec): 2 clusters Score: Raw -25668.548021 + Penalty 276.428244 = -25392.119777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.023938 sec): 3 clusters Score: Raw -25495.560781 + Penalty 552.856489 = -24942.704292 nChanged 162 SP:Iteration 1F (667.071921 sec): 3 clusters Score: Raw -25590.454811 + Penalty 552.856489 = -25037.598322 nChanged 37 SP:Iteration 2F (667.116428 sec): 3 clusters Score: Raw -25618.896945 + Penalty 552.856489 = -25066.040456 nChanged 15 SP:Iteration 3Q (667.159803 sec): 3 clusters Score: Raw -25633.655216 + Penalty 552.856489 = -25080.798728 nChanged 15 SP:Iteration 4Q (667.203129 sec): 3 clusters Score: Raw -25644.769225 + Penalty 552.856489 = -25091.912736 nChanged 12 SP:Iteration 5Q (667.233592 sec): 3 clusters Score: Raw -25650.797888 + Penalty 552.856489 = -25097.941399 nChanged 8 SP:Iteration 6Q (667.274622 sec): 3 clusters Score: Raw -25658.717888 + Penalty 552.856489 = -25105.861400 nChanged 6 SP:Iteration 7Q (667.319453 sec): 3 clusters Score: Raw -25662.794210 + Penalty 552.856489 = -25109.937721 nChanged 8 SP:Iteration 8Q (667.359870 sec): 3 clusters Score: Raw -25667.947569 + Penalty 552.856489 = -25115.091080 nChanged 6 SP:Iteration 9Q (667.407788 sec): 3 clusters Score: Raw -25670.662716 + Penalty 552.856489 = -25117.806227 nChanged 2 SP:Iteration 10Q (667.439005 sec): 3 clusters Score: Raw -25671.300060 + Penalty 552.856489 = -25118.443571 nChanged 0 SP:Iteration 11F (667.479784 sec): 3 clusters Score: Raw -25671.300060 + Penalty 552.856489 = -25118.443571 nChanged 0 Trying to split cluster 6 (3915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.512890 sec): 2 clusters Score: Raw -215108.544473 + Penalty 376.401963 = -214732.142510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.552184 sec): 3 clusters Score: Raw -212832.481039 + Penalty 752.803925 = -212079.677113 nChanged 1760 SP:Iteration 1F (667.599238 sec): 3 clusters Score: Raw -213883.473818 + Penalty 752.803925 = -213130.669893 nChanged 272 SP:Iteration 2F (667.653441 sec): 3 clusters Score: Raw -214040.482762 + Penalty 752.803925 = -213287.678836 nChanged 271 SP:Iteration 3F (667.696232 sec): 3 clusters Score: Raw -214220.633570 + Penalty 752.803925 = -213467.829645 nChanged 249 SP:Iteration 4F (667.744170 sec): 3 clusters Score: Raw -214396.448068 + Penalty 752.803925 = -213643.644143 nChanged 235 SP:Iteration 5F (667.788556 sec): 3 clusters Score: Raw -214579.197200 + Penalty 752.803925 = -213826.393274 nChanged 188 SP:Iteration 6Q (667.835568 sec): 3 clusters Score: Raw -214742.469741 + Penalty 752.803925 = -213989.665815 nChanged 196 SP:Iteration 7F (667.882208 sec): 3 clusters Score: Raw -214920.418911 + Penalty 752.803925 = -214167.614985 nChanged 136 SP:Iteration 8Q (667.921919 sec): 3 clusters Score: Raw -215039.223566 + Penalty 752.803925 = -214286.419641 nChanged 80 SP:Iteration 9Q (667.974586 sec): 3 clusters Score: Raw -215096.960975 + Penalty 752.803925 = -214344.157049 nChanged 46 SP:Iteration 10Q (668.014991 sec): 3 clusters Score: Raw -215120.564736 + Penalty 752.803925 = -214367.760811 nChanged 22 SP:Iteration 11Q (668.064526 sec): 3 clusters Score: Raw -215137.995203 + Penalty 752.803925 = -214385.191278 nChanged 14 SP:Iteration 12Q (668.110606 sec): 3 clusters Score: Raw -215146.579572 + Penalty 752.803925 = -214393.775646 nChanged 10 SP:Iteration 13Q (668.168661 sec): 3 clusters Score: Raw -215156.500851 + Penalty 752.803925 = -214403.696926 nChanged 9 SP:Iteration 14Q (668.211661 sec): 3 clusters Score: Raw -215160.402145 + Penalty 752.803925 = -214407.598220 nChanged 6 SP:Iteration 15Q (668.258859 sec): 3 clusters Score: Raw -215164.485699 + Penalty 752.803925 = -214411.681774 nChanged 5 SP:Iteration 16Q (668.310658 sec): 3 clusters Score: Raw -215167.854882 + Penalty 752.803925 = -214415.050957 nChanged 8 SP:Iteration 17Q (668.349966 sec): 3 clusters Score: Raw -215174.029898 + Penalty 752.803925 = -214421.225973 nChanged 11 SP:Iteration 18Q (668.395528 sec): 3 clusters Score: Raw -215180.785084 + Penalty 752.803925 = -214427.981158 nChanged 8 SP:Iteration 19Q (668.448206 sec): 3 clusters Score: Raw -215183.551952 + Penalty 752.803925 = -214430.748027 nChanged 5 SP:Iteration 20F (668.498262 sec): 3 clusters Score: Raw -215185.746252 + Penalty 752.803925 = -214432.942326 nChanged 3 SP:Iteration 21Q (668.549087 sec): 3 clusters Score: Raw -215186.638777 + Penalty 752.803925 = -214433.834851 nChanged 4 SP:Iteration 22Q (668.600781 sec): 3 clusters Score: Raw -215188.122528 + Penalty 752.803925 = -214435.318603 nChanged 2 SP:Iteration 23Q (668.645108 sec): 3 clusters Score: Raw -215188.538535 + Penalty 752.803925 = -214435.734610 nChanged 2 SP:Iteration 24Q (668.691895 sec): 3 clusters Score: Raw -215189.224197 + Penalty 752.803925 = -214436.420272 nChanged 2 SP:Iteration 25Q (668.742097 sec): 3 clusters Score: Raw -215189.964203 + Penalty 752.803925 = -214437.160278 nChanged 3 SP:Iteration 26Q (668.790820 sec): 3 clusters Score: Raw -215190.652001 + Penalty 752.803925 = -214437.848075 nChanged 1 SP:Iteration 27Q (668.835070 sec): 3 clusters Score: Raw -215190.854297 + Penalty 752.803925 = -214438.050371 nChanged 1 SP:Iteration 28Q (668.884486 sec): 3 clusters Score: Raw -215191.002958 + Penalty 752.803925 = -214438.199033 nChanged 0 SP:Iteration 29F (668.927142 sec): 3 clusters Score: Raw -215191.002958 + Penalty 752.803925 = -214438.199033 nChanged 0 Trying to split cluster 7 (3247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.952245 sec): 2 clusters Score: Raw -156736.092278 + Penalty 367.889648 = -156368.202630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.991475 sec): 3 clusters Score: Raw -154967.759539 + Penalty 735.779296 = -154231.980243 nChanged 1392 SP:Iteration 1F (669.037428 sec): 3 clusters Score: Raw -155913.725260 + Penalty 735.779296 = -155177.945963 nChanged 321 SP:Iteration 2F (669.092989 sec): 3 clusters Score: Raw -156302.896472 + Penalty 735.779296 = -155567.117175 nChanged 340 SP:Iteration 3F (669.128348 sec): 3 clusters Score: Raw -156648.102496 + Penalty 735.779296 = -155912.323200 nChanged 224 SP:Iteration 4F (669.178662 sec): 3 clusters Score: Raw -156823.568612 + Penalty 735.779296 = -156087.789315 nChanged 133 SP:Iteration 5Q (669.229982 sec): 3 clusters Score: Raw -156889.340829 + Penalty 735.779296 = -156153.561533 nChanged 66 SP:Iteration 6Q (669.272532 sec): 3 clusters Score: Raw -156911.677893 + Penalty 735.779296 = -156175.898597 nChanged 39 SP:Iteration 7Q (669.317906 sec): 3 clusters Score: Raw -156920.473260 + Penalty 735.779296 = -156184.693964 nChanged 31 SP:Iteration 8Q (669.355361 sec): 3 clusters Score: Raw -156927.247080 + Penalty 735.779296 = -156191.467784 nChanged 19 SP:Iteration 9Q (669.401420 sec): 3 clusters Score: Raw -156930.372158 + Penalty 735.779296 = -156194.592862 nChanged 12 SP:Iteration 10Q (669.461403 sec): 3 clusters Score: Raw -156932.578280 + Penalty 735.779296 = -156196.798984 nChanged 7 SP:Iteration 11Q (669.507739 sec): 3 clusters Score: Raw -156933.553172 + Penalty 735.779296 = -156197.773876 nChanged 7 SP:Iteration 12Q (669.552889 sec): 3 clusters Score: Raw -156934.571443 + Penalty 735.779296 = -156198.792147 nChanged 7 SP:Iteration 13Q (669.599315 sec): 3 clusters Score: Raw -156935.155446 + Penalty 735.779296 = -156199.376150 nChanged 4 SP:Iteration 14Q (669.645302 sec): 3 clusters Score: Raw -156935.534709 + Penalty 735.779296 = -156199.755413 nChanged 7 SP:Iteration 15Q (669.689543 sec): 3 clusters Score: Raw -156937.062016 + Penalty 735.779296 = -156201.282720 nChanged 11 SP:Iteration 16Q (669.742886 sec): 3 clusters Score: Raw -156938.536011 + Penalty 735.779296 = -156202.756715 nChanged 9 SP:Iteration 17Q (669.785759 sec): 3 clusters Score: Raw -156939.357032 + Penalty 735.779296 = -156203.577736 nChanged 6 SP:Iteration 18Q (669.844585 sec): 3 clusters Score: Raw -156939.797710 + Penalty 735.779296 = -156204.018413 nChanged 4 SP:Iteration 19Q (669.881765 sec): 3 clusters Score: Raw -156940.053311 + Penalty 735.779296 = -156204.274015 nChanged 2 SP:Iteration 20F (669.929088 sec): 3 clusters Score: Raw -156940.176246 + Penalty 735.779296 = -156204.396950 nChanged 2 SP:Iteration 21Q (669.975447 sec): 3 clusters Score: Raw -156940.461869 + Penalty 735.779296 = -156204.682573 nChanged 5 SP:Iteration 22Q (670.021673 sec): 3 clusters Score: Raw -156941.403845 + Penalty 735.779296 = -156205.624549 nChanged 7 SP:Iteration 23Q (670.075765 sec): 3 clusters Score: Raw -156942.599750 + Penalty 735.779296 = -156206.820454 nChanged 11 SP:Iteration 24Q (670.119252 sec): 3 clusters Score: Raw -156944.469599 + Penalty 735.779296 = -156208.690302 nChanged 15 SP:Iteration 25Q (670.161840 sec): 3 clusters Score: Raw -156946.746300 + Penalty 735.779296 = -156210.967004 nChanged 16 SP:Iteration 26Q (670.206604 sec): 3 clusters Score: Raw -156949.771190 + Penalty 735.779296 = -156213.991893 nChanged 21 SP:Iteration 27Q (670.245536 sec): 3 clusters Score: Raw -156953.778706 + Penalty 735.779296 = -156217.999410 nChanged 25 SP:Iteration 28Q (670.298594 sec): 3 clusters Score: Raw -156958.848255 + Penalty 735.779296 = -156223.068959 nChanged 20 SP:Iteration 29Q (670.338130 sec): 3 clusters Score: Raw -156962.574447 + Penalty 735.779296 = -156226.795151 nChanged 17 SP:Iteration 30Q (670.394836 sec): 3 clusters Score: Raw -156965.556300 + Penalty 735.779296 = -156229.777004 nChanged 19 SP:Iteration 31Q (670.437290 sec): 3 clusters Score: Raw -156969.809715 + Penalty 735.779296 = -156234.030419 nChanged 10 SP:Iteration 32Q (670.476637 sec): 3 clusters Score: Raw -156971.512740 + Penalty 735.779296 = -156235.733444 nChanged 13 SP:Iteration 33Q (670.525556 sec): 3 clusters Score: Raw -156973.320254 + Penalty 735.779296 = -156237.540958 nChanged 13 SP:Iteration 34Q (670.572109 sec): 3 clusters Score: Raw -156975.378141 + Penalty 735.779296 = -156239.598845 nChanged 15 SP:Iteration 35Q (670.617895 sec): 3 clusters Score: Raw -156977.963404 + Penalty 735.779296 = -156242.184107 nChanged 16 SP:Iteration 36Q (670.669626 sec): 3 clusters Score: Raw -156982.034401 + Penalty 735.779296 = -156246.255105 nChanged 22 SP:Iteration 37Q (670.731392 sec): 3 clusters Score: Raw -156987.612150 + Penalty 735.779296 = -156251.832853 nChanged 20 SP:Iteration 38Q (670.774480 sec): 3 clusters Score: Raw -156992.114638 + Penalty 735.779296 = -156256.335341 nChanged 22 SP:Iteration 39Q (670.829485 sec): 3 clusters Score: Raw -156997.574695 + Penalty 735.779296 = -156261.795398 nChanged 18 SP:Iteration 40F (670.883417 sec): 3 clusters Score: Raw -157001.332088 + Penalty 735.779296 = -156265.552792 nChanged 16 SP:Iteration 41Q (670.934104 sec): 3 clusters Score: Raw -157005.554723 + Penalty 735.779296 = -156269.775427 nChanged 21 SP:Iteration 42Q (670.973171 sec): 3 clusters Score: Raw -157010.908111 + Penalty 735.779296 = -156275.128814 nChanged 16 SP:Iteration 43Q (671.030254 sec): 3 clusters Score: Raw -157015.403691 + Penalty 735.779296 = -156279.624395 nChanged 13 SP:Iteration 44Q (671.083418 sec): 3 clusters Score: Raw -157017.951394 + Penalty 735.779296 = -156282.172098 nChanged 10 SP:Iteration 45Q (671.126601 sec): 3 clusters Score: Raw -157020.480969 + Penalty 735.779296 = -156284.701673 nChanged 8 SP:Iteration 46Q (671.170538 sec): 3 clusters Score: Raw -157021.833669 + Penalty 735.779296 = -156286.054373 nChanged 7 SP:Iteration 47Q (671.220449 sec): 3 clusters Score: Raw -157022.793885 + Penalty 735.779296 = -156287.014588 nChanged 6 SP:Iteration 48Q (671.266008 sec): 3 clusters Score: Raw -157023.778587 + Penalty 735.779296 = -156287.999290 nChanged 11 SP:Iteration 49Q (671.322136 sec): 3 clusters Score: Raw -157026.018361 + Penalty 735.779296 = -156290.239065 nChanged 10 SP:Iteration 50Q (671.364549 sec): 3 clusters Score: Raw -157027.554507 + Penalty 735.779296 = -156291.775211 nChanged 13 SP:Iteration 51Q (671.415081 sec): 3 clusters Score: Raw -157029.981191 + Penalty 735.779296 = -156294.201894 nChanged 12 SP:Iteration 52Q (671.467771 sec): 3 clusters Score: Raw -157032.827895 + Penalty 735.779296 = -156297.048599 nChanged 15 SP:Iteration 53Q (671.521848 sec): 3 clusters Score: Raw -157036.952016 + Penalty 735.779296 = -156301.172720 nChanged 15 SP:Iteration 54Q (671.566936 sec): 3 clusters Score: Raw -157041.180379 + Penalty 735.779296 = -156305.401083 nChanged 19 SP:Iteration 55Q (671.616516 sec): 3 clusters Score: Raw -157048.492852 + Penalty 735.779296 = -156312.713556 nChanged 17 SP:Iteration 56Q (671.665459 sec): 3 clusters Score: Raw -157055.467614 + Penalty 735.779296 = -156319.688318 nChanged 24 SP:Iteration 57Q (671.701381 sec): 3 clusters Score: Raw -157068.557774 + Penalty 735.779296 = -156332.778478 nChanged 23 SP:Iteration 58Q (671.749508 sec): 3 clusters Score: Raw -157083.198414 + Penalty 735.779296 = -156347.419117 nChanged 23 SP:Iteration 59Q (671.801866 sec): 3 clusters Score: Raw -157101.741826 + Penalty 735.779296 = -156365.962530 nChanged 17 SP:Iteration 60F (671.847638 sec): 3 clusters Score: Raw -157113.378951 + Penalty 735.779296 = -156377.599655 nChanged 10 SP:Iteration 61Q (671.886415 sec): 3 clusters Score: Raw -157117.508300 + Penalty 735.779296 = -156381.729004 nChanged 3 SP:Iteration 62Q (671.935921 sec): 3 clusters Score: Raw -157118.477564 + Penalty 735.779296 = -156382.698268 nChanged 5 SP:Iteration 63Q (671.985825 sec): 3 clusters Score: Raw -157119.429329 + Penalty 735.779296 = -156383.650033 nChanged 3 SP:Iteration 64Q (672.023807 sec): 3 clusters Score: Raw -157120.853999 + Penalty 735.779296 = -156385.074702 nChanged 3 SP:Iteration 65Q (672.073460 sec): 3 clusters Score: Raw -157121.609326 + Penalty 735.779296 = -156385.830029 nChanged 3 SP:Iteration 66Q (672.122308 sec): 3 clusters Score: Raw -157122.171965 + Penalty 735.779296 = -156386.392669 nChanged 2 SP:Iteration 67Q (672.160715 sec): 3 clusters Score: Raw -157122.784767 + Penalty 735.779296 = -156387.005471 nChanged 2 SP:Iteration 68Q (672.211251 sec): 3 clusters Score: Raw -157123.997217 + Penalty 735.779296 = -156388.217921 nChanged 5 SP:Iteration 69Q (672.248717 sec): 3 clusters Score: Raw -157126.360071 + Penalty 735.779296 = -156390.580775 nChanged 2 SP:Iteration 70Q (672.298028 sec): 3 clusters Score: Raw -157127.451230 + Penalty 735.779296 = -156391.671934 nChanged 2 SP:Iteration 71Q (672.349929 sec): 3 clusters Score: Raw -157127.874082 + Penalty 735.779296 = -156392.094786 nChanged 1 SP:Iteration 72Q (672.391789 sec): 3 clusters Score: Raw -157128.215559 + Penalty 735.779296 = -156392.436263 nChanged 2 SP:Iteration 73Q (672.432610 sec): 3 clusters Score: Raw -157128.769711 + Penalty 735.779296 = -156392.990414 nChanged 1 SP:Iteration 74Q (672.480502 sec): 3 clusters Score: Raw -157129.249718 + Penalty 735.779296 = -156393.470422 nChanged 0 SP:Iteration 75F (672.528862 sec): 3 clusters Score: Raw -157129.249718 + Penalty 735.779296 = -156393.470422 nChanged 0 Score: Raw -7356741.539950 + Penalty 8630.483833 = -7348111.056116 Splitting cluster 7 changes total score from -7348257.303916 to -7348111.056116 So it's not getting split. Trying to split cluster 8 (6366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.590912 sec): 2 clusters Score: Raw -341307.080429 + Penalty 398.522061 = -340908.558369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.633470 sec): 3 clusters Score: Raw -337443.298223 + Penalty 797.044121 = -336646.254101 nChanged 2891 SP:Iteration 1F (673.693662 sec): 3 clusters Score: Raw -339099.255772 + Penalty 797.044121 = -338302.211650 nChanged 389 SP:Iteration 2F (673.750090 sec): 3 clusters Score: Raw -339275.744529 + Penalty 797.044121 = -338478.700408 nChanged 324 SP:Iteration 3F (673.803449 sec): 3 clusters Score: Raw -339406.447375 + Penalty 797.044121 = -338609.403254 nChanged 285 SP:Iteration 4Q (673.853563 sec): 3 clusters Score: Raw -339532.519180 + Penalty 797.044121 = -338735.475059 nChanged 264 SP:Iteration 5Q (673.914756 sec): 3 clusters Score: Raw -339672.291649 + Penalty 797.044121 = -338875.247527 nChanged 283 SP:Iteration 6Q (673.974461 sec): 3 clusters Score: Raw -339850.851227 + Penalty 797.044121 = -339053.807105 nChanged 309 SP:Iteration 7Q (674.027990 sec): 3 clusters Score: Raw -340077.446156 + Penalty 797.044121 = -339280.402034 nChanged 296 SP:Iteration 8Q (674.080316 sec): 3 clusters Score: Raw -340278.071678 + Penalty 797.044121 = -339481.027556 nChanged 279 SP:Iteration 9Q (674.126220 sec): 3 clusters Score: Raw -340397.369195 + Penalty 797.044121 = -339600.325074 nChanged 177 SP:Iteration 10Q (674.178425 sec): 3 clusters Score: Raw -340452.328823 + Penalty 797.044121 = -339655.284701 nChanged 130 SP:Iteration 11Q (674.240415 sec): 3 clusters Score: Raw -340486.320795 + Penalty 797.044121 = -339689.276673 nChanged 94 SP:Iteration 12Q (674.290398 sec): 3 clusters Score: Raw -340506.002271 + Penalty 797.044121 = -339708.958150 nChanged 66 SP:Iteration 13Q (674.337651 sec): 3 clusters Score: Raw -340519.964765 + Penalty 797.044121 = -339722.920644 nChanged 66 SP:Iteration 14Q (674.393238 sec): 3 clusters Score: Raw -340533.664995 + Penalty 797.044121 = -339736.620874 nChanged 56 SP:Iteration 15Q (674.438489 sec): 3 clusters Score: Raw -340543.723147 + Penalty 797.044121 = -339746.679025 nChanged 49 SP:Iteration 16Q (674.503748 sec): 3 clusters Score: Raw -340553.468120 + Penalty 797.044121 = -339756.423998 nChanged 63 SP:Iteration 17Q (674.557307 sec): 3 clusters Score: Raw -340566.505570 + Penalty 797.044121 = -339769.461449 nChanged 67 SP:Iteration 18Q (674.611726 sec): 3 clusters Score: Raw -340581.292369 + Penalty 797.044121 = -339784.248248 nChanged 76 SP:Iteration 19Q (674.651333 sec): 3 clusters Score: Raw -340600.204522 + Penalty 797.044121 = -339803.160401 nChanged 89 SP:Iteration 20F (674.713071 sec): 3 clusters Score: Raw -340624.979912 + Penalty 797.044121 = -339827.935791 nChanged 89 SP:Iteration 21Q (674.757681 sec): 3 clusters Score: Raw -340649.099061 + Penalty 797.044121 = -339852.054940 nChanged 86 SP:Iteration 22Q (674.819408 sec): 3 clusters Score: Raw -340675.853570 + Penalty 797.044121 = -339878.809449 nChanged 97 SP:Iteration 23Q (674.865536 sec): 3 clusters Score: Raw -340705.905156 + Penalty 797.044121 = -339908.861035 nChanged 109 SP:Iteration 24Q (674.908984 sec): 3 clusters Score: Raw -340742.330825 + Penalty 797.044121 = -339945.286703 nChanged 106 SP:Iteration 25Q (674.961616 sec): 3 clusters Score: Raw -340774.551718 + Penalty 797.044121 = -339977.507597 nChanged 91 SP:Iteration 26Q (675.022579 sec): 3 clusters Score: Raw -340800.661679 + Penalty 797.044121 = -340003.617558 nChanged 77 SP:Iteration 27Q (675.064228 sec): 3 clusters Score: Raw -340821.627643 + Penalty 797.044121 = -340024.583522 nChanged 79 SP:Iteration 28Q (675.126172 sec): 3 clusters Score: Raw -340844.598391 + Penalty 797.044121 = -340047.554270 nChanged 74 SP:Iteration 29Q (675.175100 sec): 3 clusters Score: Raw -340864.218812 + Penalty 797.044121 = -340067.174690 nChanged 60 SP:Iteration 30Q (675.223085 sec): 3 clusters Score: Raw -340880.693886 + Penalty 797.044121 = -340083.649764 nChanged 65 SP:Iteration 31Q (675.278877 sec): 3 clusters Score: Raw -340897.072400 + Penalty 797.044121 = -340100.028279 nChanged 66 SP:Iteration 32Q (675.327800 sec): 3 clusters Score: Raw -340917.396488 + Penalty 797.044121 = -340120.352366 nChanged 71 SP:Iteration 33Q (675.380625 sec): 3 clusters Score: Raw -340940.015489 + Penalty 797.044121 = -340142.971368 nChanged 62 SP:Iteration 34Q (675.434709 sec): 3 clusters Score: Raw -340957.971617 + Penalty 797.044121 = -340160.927496 nChanged 57 SP:Iteration 35Q (675.477180 sec): 3 clusters Score: Raw -340971.135960 + Penalty 797.044121 = -340174.091839 nChanged 53 SP:Iteration 36Q (675.530801 sec): 3 clusters Score: Raw -340984.442906 + Penalty 797.044121 = -340187.398785 nChanged 54 SP:Iteration 37Q (675.583806 sec): 3 clusters Score: Raw -340998.389307 + Penalty 797.044121 = -340201.345185 nChanged 55 SP:Iteration 38Q (675.640097 sec): 3 clusters Score: Raw -341014.150342 + Penalty 797.044121 = -340217.106221 nChanged 53 SP:Iteration 39Q (675.696871 sec): 3 clusters Score: Raw -341031.972419 + Penalty 797.044121 = -340234.928298 nChanged 55 SP:Iteration 40F (675.756883 sec): 3 clusters Score: Raw -341050.374519 + Penalty 797.044121 = -340253.330398 nChanged 65 SP:Iteration 41Q (675.807625 sec): 3 clusters Score: Raw -341078.003612 + Penalty 797.044121 = -340280.959491 nChanged 57 SP:Iteration 42Q (675.862578 sec): 3 clusters Score: Raw -341099.523913 + Penalty 797.044121 = -340302.479792 nChanged 56 SP:Iteration 43Q (675.915815 sec): 3 clusters Score: Raw -341124.521181 + Penalty 797.044121 = -340327.477060 nChanged 50 SP:Iteration 44Q (675.975924 sec): 3 clusters Score: Raw -341151.635867 + Penalty 797.044121 = -340354.591746 nChanged 51 SP:Iteration 45Q (676.024821 sec): 3 clusters Score: Raw -341176.524360 + Penalty 797.044121 = -340379.480238 nChanged 39 SP:Iteration 46Q (676.066372 sec): 3 clusters Score: Raw -341193.231981 + Penalty 797.044121 = -340396.187859 nChanged 46 SP:Iteration 47Q (676.124444 sec): 3 clusters Score: Raw -341209.888694 + Penalty 797.044121 = -340412.844573 nChanged 41 SP:Iteration 48Q (676.175272 sec): 3 clusters Score: Raw -341223.477195 + Penalty 797.044121 = -340426.433074 nChanged 42 SP:Iteration 49Q (676.233108 sec): 3 clusters Score: Raw -341239.055664 + Penalty 797.044121 = -340442.011543 nChanged 41 SP:Iteration 50Q (676.288813 sec): 3 clusters Score: Raw -341256.882223 + Penalty 797.044121 = -340459.838102 nChanged 40 SP:Iteration 51Q (676.332153 sec): 3 clusters Score: Raw -341282.165505 + Penalty 797.044121 = -340485.121383 nChanged 39 SP:Iteration 52Q (676.392133 sec): 3 clusters Score: Raw -341309.519238 + Penalty 797.044121 = -340512.475116 nChanged 29 SP:Iteration 53Q (676.429361 sec): 3 clusters Score: Raw -341320.637094 + Penalty 797.044121 = -340523.592973 nChanged 21 SP:Iteration 54Q (676.488389 sec): 3 clusters Score: Raw -341327.139172 + Penalty 797.044121 = -340530.095051 nChanged 18 SP:Iteration 55Q (676.526295 sec): 3 clusters Score: Raw -341334.759842 + Penalty 797.044121 = -340537.715721 nChanged 19 SP:Iteration 56Q (676.581953 sec): 3 clusters Score: Raw -341342.022093 + Penalty 797.044121 = -340544.977972 nChanged 9 SP:Iteration 57Q (676.634051 sec): 3 clusters Score: Raw -341345.181901 + Penalty 797.044121 = -340548.137779 nChanged 8 SP:Iteration 58Q (676.673886 sec): 3 clusters Score: Raw -341348.034434 + Penalty 797.044121 = -340550.990313 nChanged 6 SP:Iteration 59Q (676.733499 sec): 3 clusters Score: Raw -341351.274740 + Penalty 797.044121 = -340554.230619 nChanged 8 SP:Iteration 60F (676.778479 sec): 3 clusters Score: Raw -341355.700410 + Penalty 797.044121 = -340558.656289 nChanged 10 SP:Iteration 61Q (676.833826 sec): 3 clusters Score: Raw -341359.854976 + Penalty 797.044121 = -340562.810855 nChanged 13 SP:Iteration 62Q (676.880148 sec): 3 clusters Score: Raw -341364.866260 + Penalty 797.044121 = -340567.822138 nChanged 6 SP:Iteration 63Q (676.930706 sec): 3 clusters Score: Raw -341366.977595 + Penalty 797.044121 = -340569.933474 nChanged 10 SP:Iteration 64Q (676.984685 sec): 3 clusters Score: Raw -341370.679332 + Penalty 797.044121 = -340573.635211 nChanged 13 SP:Iteration 65Q (677.034916 sec): 3 clusters Score: Raw -341375.328607 + Penalty 797.044121 = -340578.284485 nChanged 15 SP:Iteration 66Q (677.092280 sec): 3 clusters Score: Raw -341381.121287 + Penalty 797.044121 = -340584.077166 nChanged 13 SP:Iteration 67Q (677.142862 sec): 3 clusters Score: Raw -341385.218596 + Penalty 797.044121 = -340588.174475 nChanged 10 SP:Iteration 68Q (677.197742 sec): 3 clusters Score: Raw -341389.807763 + Penalty 797.044121 = -340592.763641 nChanged 11 SP:Iteration 69Q (677.237318 sec): 3 clusters Score: Raw -341395.090623 + Penalty 797.044121 = -340598.046502 nChanged 11 SP:Iteration 70Q (677.299921 sec): 3 clusters Score: Raw -341400.768655 + Penalty 797.044121 = -340603.724534 nChanged 15 SP:Iteration 71Q (677.346467 sec): 3 clusters Score: Raw -341411.106699 + Penalty 797.044121 = -340614.062577 nChanged 9 SP:Iteration 72Q (677.392568 sec): 3 clusters Score: Raw -341418.846408 + Penalty 797.044121 = -340621.802287 nChanged 9 SP:Iteration 73Q (677.453349 sec): 3 clusters Score: Raw -341424.959317 + Penalty 797.044121 = -340627.915196 nChanged 0 SP:Iteration 74F (677.504496 sec): 3 clusters Score: Raw -341424.959317 + Penalty 797.044121 = -340627.915196 nChanged 0 Trying to split cluster 9 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.527871 sec): 2 clusters Score: Raw -10505.850869 + Penalty 248.796736 = -10257.054133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.574089 sec): 3 clusters Score: Raw -10493.926752 + Penalty 497.593473 = -9996.333279 nChanged 82 SP:Iteration 1F (677.619713 sec): 3 clusters Score: Raw -10672.223542 + Penalty 497.593473 = -10174.630069 nChanged 23 SP:Iteration 2F (677.654189 sec): 3 clusters Score: Raw -10727.833023 + Penalty 497.593473 = -10230.239550 nChanged 11 SP:Iteration 3Q (677.696633 sec): 3 clusters Score: Raw -10744.284945 + Penalty 497.593473 = -10246.691472 nChanged 7 SP:Iteration 4Q (677.746376 sec): 3 clusters Score: Raw -10755.431306 + Penalty 497.593473 = -10257.837833 nChanged 4 SP:Iteration 5Q (677.788094 sec): 3 clusters Score: Raw -10759.135666 + Penalty 497.593473 = -10261.542193 nChanged 2 SP:Iteration 6Q (677.832387 sec): 3 clusters Score: Raw -10760.946985 + Penalty 497.593473 = -10263.353512 nChanged 1 SP:Iteration 7Q (677.875129 sec): 3 clusters Score: Raw -10761.334535 + Penalty 497.593473 = -10263.741062 nChanged 0 SP:Iteration 8F (677.908019 sec): 3 clusters Score: Raw -10761.334535 + Penalty 497.593473 = -10263.741062 nChanged 0 Score: Raw -7356603.866176 + Penalty 8630.483833 = -7347973.382342 Splitting cluster 9 changes total score from -7348257.303916 to -7347973.382342 So it's not getting split. Trying to split cluster 10 (16219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (678.982779 sec): 2 clusters Score: Raw -877058.051591 + Penalty 441.074210 = -876616.977381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.044032 sec): 3 clusters Score: Raw -866691.377625 + Penalty 882.148419 = -865809.229206 nChanged 7703 SP:Iteration 1F (679.105221 sec): 3 clusters Score: Raw -871203.470896 + Penalty 882.148419 = -870321.322477 nChanged 833 SP:Iteration 2F (679.168272 sec): 3 clusters Score: Raw -871552.454928 + Penalty 882.148419 = -870670.306508 nChanged 895 SP:Iteration 3F (679.226552 sec): 3 clusters Score: Raw -872016.958431 + Penalty 882.148419 = -871134.810012 nChanged 1001 SP:Iteration 4F (679.279808 sec): 3 clusters Score: Raw -872680.479759 + Penalty 882.148419 = -871798.331340 nChanged 1123 SP:Iteration 5F (679.351519 sec): 3 clusters Score: Raw -873536.636506 + Penalty 882.148419 = -872654.488087 nChanged 1091 SP:Iteration 6F (679.402475 sec): 3 clusters Score: Raw -874456.445023 + Penalty 882.148419 = -873574.296604 nChanged 901 SP:Iteration 7F (679.470462 sec): 3 clusters Score: Raw -875183.519011 + Penalty 882.148419 = -874301.370592 nChanged 634 SP:Iteration 8Q (679.522889 sec): 3 clusters Score: Raw -875595.117940 + Penalty 882.148419 = -874712.969521 nChanged 449 SP:Iteration 9Q (679.594328 sec): 3 clusters Score: Raw -875823.513207 + Penalty 882.148419 = -874941.364788 nChanged 327 SP:Iteration 10Q (679.648448 sec): 3 clusters Score: Raw -875985.840988 + Penalty 882.148419 = -875103.692568 nChanged 297 SP:Iteration 11Q (679.694570 sec): 3 clusters Score: Raw -876131.950920 + Penalty 882.148419 = -875249.802501 nChanged 290 SP:Iteration 12Q (679.765105 sec): 3 clusters Score: Raw -876281.666656 + Penalty 882.148419 = -875399.518237 nChanged 261 SP:Iteration 13Q (679.830161 sec): 3 clusters Score: Raw -876406.126416 + Penalty 882.148419 = -875523.977997 nChanged 241 SP:Iteration 14Q (679.890622 sec): 3 clusters Score: Raw -876515.633160 + Penalty 882.148419 = -875633.484740 nChanged 210 SP:Iteration 15Q (679.953703 sec): 3 clusters Score: Raw -876612.404307 + Penalty 882.148419 = -875730.255888 nChanged 195 SP:Iteration 16Q (680.003794 sec): 3 clusters Score: Raw -876705.545003 + Penalty 882.148419 = -875823.396584 nChanged 192 SP:Iteration 17Q (680.064909 sec): 3 clusters Score: Raw -876798.990877 + Penalty 882.148419 = -875916.842458 nChanged 175 SP:Iteration 18Q (680.127350 sec): 3 clusters Score: Raw -876876.680123 + Penalty 882.148419 = -875994.531703 nChanged 152 SP:Iteration 19Q (680.180367 sec): 3 clusters Score: Raw -876945.976904 + Penalty 882.148419 = -876063.828484 nChanged 117 SP:Iteration 20F (680.238759 sec): 3 clusters Score: Raw -876995.584030 + Penalty 882.148419 = -876113.435611 nChanged 103 SP:Iteration 21Q (680.306206 sec): 3 clusters Score: Raw -877042.467617 + Penalty 882.148419 = -876160.319198 nChanged 99 SP:Iteration 22Q (680.354400 sec): 3 clusters Score: Raw -877098.582557 + Penalty 882.148419 = -876216.434138 nChanged 84 SP:Iteration 23Q (680.413239 sec): 3 clusters Score: Raw -877143.684298 + Penalty 882.148419 = -876261.535879 nChanged 73 SP:Iteration 24Q (680.469376 sec): 3 clusters Score: Raw -877190.668117 + Penalty 882.148419 = -876308.519697 nChanged 71 SP:Iteration 25Q (680.537340 sec): 3 clusters Score: Raw -877240.544852 + Penalty 882.148419 = -876358.396432 nChanged 69 SP:Iteration 26Q (680.594822 sec): 3 clusters Score: Raw -877274.003311 + Penalty 882.148419 = -876391.854892 nChanged 55 SP:Iteration 27Q (680.642419 sec): 3 clusters Score: Raw -877296.798331 + Penalty 882.148419 = -876414.649912 nChanged 44 SP:Iteration 28Q (680.695774 sec): 3 clusters Score: Raw -877308.217829 + Penalty 882.148419 = -876426.069410 nChanged 37 SP:Iteration 29Q (680.750038 sec): 3 clusters Score: Raw -877317.344302 + Penalty 882.148419 = -876435.195883 nChanged 28 SP:Iteration 30Q (680.814283 sec): 3 clusters Score: Raw -877326.594166 + Penalty 882.148419 = -876444.445747 nChanged 28 SP:Iteration 31Q (680.856646 sec): 3 clusters Score: Raw -877334.526491 + Penalty 882.148419 = -876452.378072 nChanged 26 SP:Iteration 32Q (680.919358 sec): 3 clusters Score: Raw -877343.820480 + Penalty 882.148419 = -876461.672061 nChanged 23 SP:Iteration 33Q (680.977622 sec): 3 clusters Score: Raw -877353.255701 + Penalty 882.148419 = -876471.107282 nChanged 25 SP:Iteration 34Q (681.035457 sec): 3 clusters Score: Raw -877360.105407 + Penalty 882.148419 = -876477.956988 nChanged 18 SP:Iteration 35Q (681.094403 sec): 3 clusters Score: Raw -877362.680946 + Penalty 882.148419 = -876480.532527 nChanged 11 SP:Iteration 36Q (681.153076 sec): 3 clusters Score: Raw -877364.598148 + Penalty 882.148419 = -876482.449729 nChanged 18 SP:Iteration 37Q (681.206893 sec): 3 clusters Score: Raw -877367.048706 + Penalty 882.148419 = -876484.900287 nChanged 11 SP:Iteration 38Q (681.268882 sec): 3 clusters Score: Raw -877369.566982 + Penalty 882.148419 = -876487.418563 nChanged 10 SP:Iteration 39Q (681.314008 sec): 3 clusters Score: Raw -877371.340552 + Penalty 882.148419 = -876489.192133 nChanged 9 SP:Iteration 40F (681.371011 sec): 3 clusters Score: Raw -877373.119049 + Penalty 882.148419 = -876490.970630 nChanged 11 SP:Iteration 41Q (681.425165 sec): 3 clusters Score: Raw -877374.577264 + Penalty 882.148419 = -876492.428845 nChanged 4 SP:Iteration 42Q (681.494896 sec): 3 clusters Score: Raw -877374.906584 + Penalty 882.148419 = -876492.758164 nChanged 2 SP:Iteration 43Q (681.555461 sec): 3 clusters Score: Raw -877375.088017 + Penalty 882.148419 = -876492.939598 nChanged 3 SP:Iteration 44Q (681.616682 sec): 3 clusters Score: Raw -877375.362277 + Penalty 882.148419 = -876493.213858 nChanged 4 SP:Iteration 45Q (681.677044 sec): 3 clusters Score: Raw -877375.893797 + Penalty 882.148419 = -876493.745378 nChanged 5 SP:Iteration 46Q (681.726854 sec): 3 clusters Score: Raw -877376.947204 + Penalty 882.148419 = -876494.798784 nChanged 2 SP:Iteration 47Q (681.794830 sec): 3 clusters Score: Raw -877377.299619 + Penalty 882.148419 = -876495.151200 nChanged 4 SP:Iteration 48Q (681.856637 sec): 3 clusters Score: Raw -877377.640544 + Penalty 882.148419 = -876495.492125 nChanged 2 SP:Iteration 49Q (681.910041 sec): 3 clusters Score: Raw -877377.748518 + Penalty 882.148419 = -876495.600099 nChanged 3 SP:Iteration 50Q (681.980916 sec): 3 clusters Score: Raw -877377.857157 + Penalty 882.148419 = -876495.708737 nChanged 0 SP:Iteration 51F (682.031585 sec): 3 clusters Score: Raw -877377.857157 + Penalty 882.148419 = -876495.708737 nChanged 0 Trying to split cluster 12 (24692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.085480 sec): 2 clusters Score: Raw -1365090.781151 + Penalty 460.197674 = -1364630.583477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.152370 sec): 3 clusters Score: Raw -1349107.224531 + Penalty 920.395347 = -1348186.829184 nChanged 11802 SP:Iteration 1F (682.211718 sec): 3 clusters Score: Raw -1356383.368013 + Penalty 920.395347 = -1355462.972666 nChanged 1523 SP:Iteration 2F (682.281242 sec): 3 clusters Score: Raw -1357204.738780 + Penalty 920.395347 = -1356284.343433 nChanged 1837 SP:Iteration 3F (682.343457 sec): 3 clusters Score: Raw -1358432.327289 + Penalty 920.395347 = -1357511.931942 nChanged 2096 SP:Iteration 4F (682.417351 sec): 3 clusters Score: Raw -1360134.947428 + Penalty 920.395347 = -1359214.552081 nChanged 2111 SP:Iteration 5F (682.489243 sec): 3 clusters Score: Raw -1362079.961719 + Penalty 920.395347 = -1361159.566372 nChanged 1659 SP:Iteration 6F (682.558468 sec): 3 clusters Score: Raw -1363761.083363 + Penalty 920.395347 = -1362840.688015 nChanged 958 SP:Iteration 7Q (682.624130 sec): 3 clusters Score: Raw -1364796.286734 + Penalty 920.395347 = -1363875.891387 nChanged 416 SP:Iteration 8Q (682.682328 sec): 3 clusters Score: Raw -1365122.365391 + Penalty 920.395347 = -1364201.970044 nChanged 252 SP:Iteration 9Q (682.747420 sec): 3 clusters Score: Raw -1365263.881482 + Penalty 920.395347 = -1364343.486135 nChanged 192 SP:Iteration 10Q (682.820495 sec): 3 clusters Score: Raw -1365354.838971 + Penalty 920.395347 = -1364434.443624 nChanged 139 SP:Iteration 11Q (682.885751 sec): 3 clusters Score: Raw -1365414.864917 + Penalty 920.395347 = -1364494.469570 nChanged 88 SP:Iteration 12Q (682.956164 sec): 3 clusters Score: Raw -1365441.507276 + Penalty 920.395347 = -1364521.111929 nChanged 64 SP:Iteration 13Q (683.011821 sec): 3 clusters Score: Raw -1365462.390601 + Penalty 920.395347 = -1364541.995254 nChanged 43 SP:Iteration 14Q (683.078957 sec): 3 clusters Score: Raw -1365475.148257 + Penalty 920.395347 = -1364554.752910 nChanged 37 SP:Iteration 15Q (683.139786 sec): 3 clusters Score: Raw -1365482.856803 + Penalty 920.395347 = -1364562.461456 nChanged 24 SP:Iteration 16Q (683.208488 sec): 3 clusters Score: Raw -1365487.816569 + Penalty 920.395347 = -1364567.421222 nChanged 17 SP:Iteration 17Q (683.265645 sec): 3 clusters Score: Raw -1365489.910834 + Penalty 920.395347 = -1364569.515487 nChanged 15 SP:Iteration 18Q (683.336646 sec): 3 clusters Score: Raw -1365491.494943 + Penalty 920.395347 = -1364571.099596 nChanged 7 SP:Iteration 19Q (683.400954 sec): 3 clusters Score: Raw -1365492.200511 + Penalty 920.395347 = -1364571.805164 nChanged 8 SP:Iteration 20F (683.465951 sec): 3 clusters Score: Raw -1365492.864626 + Penalty 920.395347 = -1364572.469278 nChanged 3 SP:Iteration 21Q (683.521535 sec): 3 clusters Score: Raw -1365493.019122 + Penalty 920.395347 = -1364572.623775 nChanged 1 SP:Iteration 22Q (683.596207 sec): 3 clusters Score: Raw -1365493.188288 + Penalty 920.395347 = -1364572.792941 nChanged 2 SP:Iteration 23Q (683.660339 sec): 3 clusters Score: Raw -1365493.388505 + Penalty 920.395347 = -1364572.993158 nChanged 4 SP:Iteration 24Q (683.721377 sec): 3 clusters Score: Raw -1365493.648879 + Penalty 920.395347 = -1364573.253532 nChanged 2 SP:Iteration 25Q (683.782809 sec): 3 clusters Score: Raw -1365493.768537 + Penalty 920.395347 = -1364573.373190 nChanged 2 SP:Iteration 26Q (683.846613 sec): 3 clusters Score: Raw -1365493.822894 + Penalty 920.395347 = -1364573.427547 nChanged 2 SP:Iteration 27Q (683.909808 sec): 3 clusters Score: Raw -1365493.862965 + Penalty 920.395347 = -1364573.467618 nChanged 0 SP:Iteration 28F (683.966275 sec): 3 clusters Score: Raw -1365493.862965 + Penalty 920.395347 = -1364573.467618 nChanged 0 Trying to split cluster 14 (17127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.015384 sec): 2 clusters Score: Raw -875087.436938 + Penalty 443.552721 = -874643.884218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.081796 sec): 3 clusters Score: Raw -864130.965762 + Penalty 887.105441 = -863243.860320 nChanged 8086 SP:Iteration 1F (684.141617 sec): 3 clusters Score: Raw -869609.541518 + Penalty 887.105441 = -868722.436076 nChanged 1404 SP:Iteration 2F (684.203582 sec): 3 clusters Score: Raw -870730.161762 + Penalty 887.105441 = -869843.056320 nChanged 1402 SP:Iteration 3F (684.258083 sec): 3 clusters Score: Raw -871977.611270 + Penalty 887.105441 = -871090.505829 nChanged 1178 SP:Iteration 4F (684.329699 sec): 3 clusters Score: Raw -873112.446104 + Penalty 887.105441 = -872225.340662 nChanged 883 SP:Iteration 5F (684.390020 sec): 3 clusters Score: Raw -873929.685195 + Penalty 887.105441 = -873042.579753 nChanged 564 SP:Iteration 6Q (684.454208 sec): 3 clusters Score: Raw -874386.241846 + Penalty 887.105441 = -873499.136405 nChanged 341 SP:Iteration 7Q (684.516613 sec): 3 clusters Score: Raw -874643.795173 + Penalty 887.105441 = -873756.689732 nChanged 239 SP:Iteration 8Q (684.565928 sec): 3 clusters Score: Raw -874820.764760 + Penalty 887.105441 = -873933.659319 nChanged 170 SP:Iteration 9Q (684.625525 sec): 3 clusters Score: Raw -874941.079651 + Penalty 887.105441 = -874053.974209 nChanged 121 SP:Iteration 10Q (684.696149 sec): 3 clusters Score: Raw -875018.845837 + Penalty 887.105441 = -874131.740395 nChanged 70 SP:Iteration 11Q (684.757329 sec): 3 clusters Score: Raw -875071.480399 + Penalty 887.105441 = -874184.374957 nChanged 52 SP:Iteration 12Q (684.815700 sec): 3 clusters Score: Raw -875110.465704 + Penalty 887.105441 = -874223.360263 nChanged 49 SP:Iteration 13Q (684.875194 sec): 3 clusters Score: Raw -875141.787024 + Penalty 887.105441 = -874254.681583 nChanged 29 SP:Iteration 14Q (684.938453 sec): 3 clusters Score: Raw -875159.820988 + Penalty 887.105441 = -874272.715546 nChanged 21 SP:Iteration 15Q (684.999432 sec): 3 clusters Score: Raw -875169.916617 + Penalty 887.105441 = -874282.811176 nChanged 15 SP:Iteration 16Q (685.059803 sec): 3 clusters Score: Raw -875177.577781 + Penalty 887.105441 = -874290.472340 nChanged 8 SP:Iteration 17Q (685.116053 sec): 3 clusters Score: Raw -875183.074775 + Penalty 887.105441 = -874295.969334 nChanged 10 SP:Iteration 18Q (685.161050 sec): 3 clusters Score: Raw -875188.887870 + Penalty 887.105441 = -874301.782428 nChanged 7 SP:Iteration 19Q (685.225109 sec): 3 clusters Score: Raw -875191.942504 + Penalty 887.105441 = -874304.837062 nChanged 2 SP:Iteration 20F (685.289208 sec): 3 clusters Score: Raw -875192.868467 + Penalty 887.105441 = -874305.763025 nChanged 1 SP:Iteration 21Q (685.336004 sec): 3 clusters Score: Raw -875193.055998 + Penalty 887.105441 = -874305.950557 nChanged 0 SP:Iteration 22F (685.399937 sec): 3 clusters Score: Raw -875193.055998 + Penalty 887.105441 = -874305.950557 nChanged 0 Trying to split cluster 15 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.428616 sec): 2 clusters Score: Raw -42320.345603 + Penalty 308.018710 = -42012.326893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.472133 sec): 3 clusters Score: Raw -41913.314845 + Penalty 616.037420 = -41297.277425 nChanged 336 SP:Iteration 1F (685.519394 sec): 3 clusters Score: Raw -42190.795070 + Penalty 616.037420 = -41574.757650 nChanged 96 SP:Iteration 2F (685.565727 sec): 3 clusters Score: Raw -42269.263178 + Penalty 616.037420 = -41653.225758 nChanged 46 SP:Iteration 3F (685.611492 sec): 3 clusters Score: Raw -42297.548273 + Penalty 616.037420 = -41681.510853 nChanged 39 SP:Iteration 4Q (685.661356 sec): 3 clusters Score: Raw -42325.298527 + Penalty 616.037420 = -41709.261107 nChanged 27 SP:Iteration 5Q (685.703348 sec): 3 clusters Score: Raw -42345.928928 + Penalty 616.037420 = -41729.891509 nChanged 15 SP:Iteration 6Q (685.742288 sec): 3 clusters Score: Raw -42359.703828 + Penalty 616.037420 = -41743.666408 nChanged 16 SP:Iteration 7Q (685.792367 sec): 3 clusters Score: Raw -42374.934014 + Penalty 616.037420 = -41758.896594 nChanged 17 SP:Iteration 8Q (685.833377 sec): 3 clusters Score: Raw -42398.071605 + Penalty 616.037420 = -41782.034185 nChanged 20 SP:Iteration 9Q (685.878845 sec): 3 clusters Score: Raw -42435.823583 + Penalty 616.037420 = -41819.786163 nChanged 21 SP:Iteration 10Q (685.916885 sec): 3 clusters Score: Raw -42452.888816 + Penalty 616.037420 = -41836.851396 nChanged 12 SP:Iteration 11Q (685.963628 sec): 3 clusters Score: Raw -42457.847691 + Penalty 616.037420 = -41841.810271 nChanged 7 SP:Iteration 12Q (686.002805 sec): 3 clusters Score: Raw -42464.042634 + Penalty 616.037420 = -41848.005214 nChanged 5 SP:Iteration 13Q (686.056185 sec): 3 clusters Score: Raw -42467.736380 + Penalty 616.037420 = -41851.698960 nChanged 5 SP:Iteration 14Q (686.096951 sec): 3 clusters Score: Raw -42472.029898 + Penalty 616.037420 = -41855.992478 nChanged 8 SP:Iteration 15Q (686.147130 sec): 3 clusters Score: Raw -42480.788894 + Penalty 616.037420 = -41864.751474 nChanged 8 SP:Iteration 16Q (686.189485 sec): 3 clusters Score: Raw -42493.197118 + Penalty 616.037420 = -41877.159698 nChanged 11 SP:Iteration 17Q (686.234894 sec): 3 clusters Score: Raw -42504.932861 + Penalty 616.037420 = -41888.895442 nChanged 14 SP:Iteration 18Q (686.273933 sec): 3 clusters Score: Raw -42514.056964 + Penalty 616.037420 = -41898.019544 nChanged 10 SP:Iteration 19Q (686.323595 sec): 3 clusters Score: Raw -42518.190746 + Penalty 616.037420 = -41902.153326 nChanged 7 SP:Iteration 20F (686.370914 sec): 3 clusters Score: Raw -42524.487542 + Penalty 616.037420 = -41908.450122 nChanged 6 SP:Iteration 21Q (686.419555 sec): 3 clusters Score: Raw -42532.887899 + Penalty 616.037420 = -41916.850479 nChanged 8 SP:Iteration 22Q (686.472166 sec): 3 clusters Score: Raw -42538.056023 + Penalty 616.037420 = -41922.018603 nChanged 5 SP:Iteration 23Q (686.509337 sec): 3 clusters Score: Raw -42540.984714 + Penalty 616.037420 = -41924.947294 nChanged 5 SP:Iteration 24Q (686.558200 sec): 3 clusters Score: Raw -42542.803556 + Penalty 616.037420 = -41926.766136 nChanged 3 SP:Iteration 25Q (686.604149 sec): 3 clusters Score: Raw -42544.406291 + Penalty 616.037420 = -41928.368871 nChanged 3 SP:Iteration 26Q (686.640398 sec): 3 clusters Score: Raw -42545.431100 + Penalty 616.037420 = -41929.393680 nChanged 4 SP:Iteration 27Q (686.692606 sec): 3 clusters Score: Raw -42547.129389 + Penalty 616.037420 = -41931.091969 nChanged 1 SP:Iteration 28Q (686.741471 sec): 3 clusters Score: Raw -42547.315310 + Penalty 616.037420 = -41931.277890 nChanged 4 SP:Iteration 29Q (686.779683 sec): 3 clusters Score: Raw -42548.424682 + Penalty 616.037420 = -41932.387262 nChanged 3 SP:Iteration 30Q (686.831427 sec): 3 clusters Score: Raw -42549.815855 + Penalty 616.037420 = -41933.778436 nChanged 2 SP:Iteration 31Q (686.877540 sec): 3 clusters Score: Raw -42551.404212 + Penalty 616.037420 = -41935.366792 nChanged 2 SP:Iteration 32Q (686.921110 sec): 3 clusters Score: Raw -42552.082351 + Penalty 616.037420 = -41936.044931 nChanged 1 SP:Iteration 33Q (686.968124 sec): 3 clusters Score: Raw -42552.371594 + Penalty 616.037420 = -41936.334174 nChanged 0 SP:Iteration 34F (687.017946 sec): 3 clusters Score: Raw -42552.371594 + Penalty 616.037420 = -41936.334174 nChanged 0 Trying to split cluster 16 (53941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.085289 sec): 2 clusters Score: Raw -2970552.432828 + Penalty 495.751899 = -2970056.680928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.180227 sec): 3 clusters Score: Raw -2934858.850318 + Penalty 991.503798 = -2933867.346520 nChanged 26061 SP:Iteration 1F (687.271368 sec): 3 clusters Score: Raw -2951438.922360 + Penalty 991.503798 = -2950447.418561 nChanged 2887 SP:Iteration 2F (687.365518 sec): 3 clusters Score: Raw -2952949.896142 + Penalty 991.503798 = -2951958.392344 nChanged 3481 SP:Iteration 3F (687.452923 sec): 3 clusters Score: Raw -2955071.586417 + Penalty 991.503798 = -2954080.082619 nChanged 3888 SP:Iteration 4F (687.549416 sec): 3 clusters Score: Raw -2957850.363593 + Penalty 991.503798 = -2956858.859795 nChanged 3940 SP:Iteration 5F (687.641280 sec): 3 clusters Score: Raw -2961008.620708 + Penalty 991.503798 = -2960017.116909 nChanged 3490 SP:Iteration 6F (687.736720 sec): 3 clusters Score: Raw -2963978.025593 + Penalty 991.503798 = -2962986.521794 nChanged 2719 SP:Iteration 7F (687.832824 sec): 3 clusters Score: Raw -2966292.295677 + Penalty 991.503798 = -2965300.791878 nChanged 1864 SP:Iteration 8Q (687.920790 sec): 3 clusters Score: Raw -2967724.735574 + Penalty 991.503798 = -2966733.231776 nChanged 1246 SP:Iteration 9Q (688.005268 sec): 3 clusters Score: Raw -2968592.282933 + Penalty 991.503798 = -2967600.779134 nChanged 875 SP:Iteration 10Q (688.096606 sec): 3 clusters Score: Raw -2969160.476416 + Penalty 991.503798 = -2968168.972618 nChanged 677 SP:Iteration 11Q (688.185183 sec): 3 clusters Score: Raw -2969584.942769 + Penalty 991.503798 = -2968593.438971 nChanged 495 SP:Iteration 12Q (688.275042 sec): 3 clusters Score: Raw -2969908.213698 + Penalty 991.503798 = -2968916.709900 nChanged 344 SP:Iteration 13Q (688.355976 sec): 3 clusters Score: Raw -2970127.483463 + Penalty 991.503798 = -2969135.979665 nChanged 272 SP:Iteration 14Q (688.435611 sec): 3 clusters Score: Raw -2970304.731292 + Penalty 991.503798 = -2969313.227493 nChanged 198 SP:Iteration 15Q (688.523140 sec): 3 clusters Score: Raw -2970438.056393 + Penalty 991.503798 = -2969446.552595 nChanged 146 SP:Iteration 16Q (688.609955 sec): 3 clusters Score: Raw -2970535.886147 + Penalty 991.503798 = -2969544.382349 nChanged 103 SP:Iteration 17Q (688.694127 sec): 3 clusters Score: Raw -2970614.199832 + Penalty 991.503798 = -2969622.696034 nChanged 76 SP:Iteration 18Q (688.779289 sec): 3 clusters Score: Raw -2970679.443742 + Penalty 991.503798 = -2969687.939944 nChanged 50 SP:Iteration 19Q (688.866954 sec): 3 clusters Score: Raw -2970711.428082 + Penalty 991.503798 = -2969719.924284 nChanged 45 SP:Iteration 20F (688.962054 sec): 3 clusters Score: Raw -2970737.232836 + Penalty 991.503798 = -2969745.729038 nChanged 36 SP:Iteration 21Q (689.045679 sec): 3 clusters Score: Raw -2970754.067629 + Penalty 991.503798 = -2969762.563830 nChanged 24 SP:Iteration 22Q (689.126867 sec): 3 clusters Score: Raw -2970766.240745 + Penalty 991.503798 = -2969774.736946 nChanged 26 SP:Iteration 23Q (689.212456 sec): 3 clusters Score: Raw -2970784.202698 + Penalty 991.503798 = -2969792.698899 nChanged 38 SP:Iteration 24Q (689.287287 sec): 3 clusters Score: Raw -2970803.436867 + Penalty 991.503798 = -2969811.933069 nChanged 26 SP:Iteration 25Q (689.375590 sec): 3 clusters Score: Raw -2970823.462698 + Penalty 991.503798 = -2969831.958900 nChanged 27 SP:Iteration 26Q (689.462347 sec): 3 clusters Score: Raw -2970845.456608 + Penalty 991.503798 = -2969853.952810 nChanged 27 SP:Iteration 27Q (689.548103 sec): 3 clusters Score: Raw -2970868.264885 + Penalty 991.503798 = -2969876.761087 nChanged 33 SP:Iteration 28Q (689.629979 sec): 3 clusters Score: Raw -2970893.228938 + Penalty 991.503798 = -2969901.725140 nChanged 34 SP:Iteration 29Q (689.711070 sec): 3 clusters Score: Raw -2970913.008196 + Penalty 991.503798 = -2969921.504397 nChanged 24 SP:Iteration 30Q (689.795727 sec): 3 clusters Score: Raw -2970922.879080 + Penalty 991.503798 = -2969931.375282 nChanged 16 SP:Iteration 31Q (689.864493 sec): 3 clusters Score: Raw -2970926.663227 + Penalty 991.503798 = -2969935.159428 nChanged 8 SP:Iteration 32Q (689.956729 sec): 3 clusters Score: Raw -2970928.252181 + Penalty 991.503798 = -2969936.748383 nChanged 4 SP:Iteration 33Q (690.035754 sec): 3 clusters Score: Raw -2970931.057803 + Penalty 991.503798 = -2969939.554005 nChanged 7 SP:Iteration 34Q (690.123048 sec): 3 clusters Score: Raw -2970933.606195 + Penalty 991.503798 = -2969942.102397 nChanged 2 SP:Iteration 35Q (690.195428 sec): 3 clusters Score: Raw -2970934.572460 + Penalty 991.503798 = -2969943.068661 nChanged 3 SP:Iteration 36Q (690.278061 sec): 3 clusters Score: Raw -2970935.555207 + Penalty 991.503798 = -2969944.051408 nChanged 6 SP:Iteration 37Q (690.368926 sec): 3 clusters Score: Raw -2970937.314899 + Penalty 991.503798 = -2969945.811101 nChanged 2 SP:Iteration 38Q (690.450470 sec): 3 clusters Score: Raw -2970937.809003 + Penalty 991.503798 = -2969946.305204 nChanged 1 SP:Iteration 39Q (690.534266 sec): 3 clusters Score: Raw -2970938.094874 + Penalty 991.503798 = -2969946.591076 nChanged 0 SP:Iteration 40F (690.614846 sec): 3 clusters Score: Raw -2970941.817863 + Penalty 991.503798 = -2969950.314064 nChanged 4 SP:Iteration 41Q (690.715275 sec): 3 clusters Score: Raw -2970943.777088 + Penalty 991.503798 = -2969952.273290 nChanged 6 SP:Iteration 42Q (690.801640 sec): 3 clusters Score: Raw -2970945.022102 + Penalty 991.503798 = -2969953.518304 nChanged 3 SP:Iteration 43Q (690.886583 sec): 3 clusters Score: Raw -2970946.395159 + Penalty 991.503798 = -2969954.891361 nChanged 3 SP:Iteration 44Q (690.970777 sec): 3 clusters Score: Raw -2970946.918153 + Penalty 991.503798 = -2969955.414355 nChanged 0 SP:Iteration 45F (691.064575 sec): 3 clusters Score: Raw -2970946.918153 + Penalty 991.503798 = -2969955.414355 nChanged 0 Trying to split cluster 17 (10929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (691.103921 sec): 2 clusters Score: Raw -596288.233900 + Penalty 423.112466 = -595865.121433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (691.161692 sec): 3 clusters Score: Raw -589527.729556 + Penalty 846.224933 = -588681.504623 nChanged 5066 SP:Iteration 1F (691.221368 sec): 3 clusters Score: Raw -592795.075009 + Penalty 846.224933 = -591948.850076 nChanged 868 SP:Iteration 2F (691.280972 sec): 3 clusters Score: Raw -593404.725815 + Penalty 846.224933 = -592558.500882 nChanged 853 SP:Iteration 3F (691.336689 sec): 3 clusters Score: Raw -594074.910663 + Penalty 846.224933 = -593228.685730 nChanged 793 SP:Iteration 4F (691.394696 sec): 3 clusters Score: Raw -594802.001459 + Penalty 846.224933 = -593955.776527 nChanged 608 SP:Iteration 5F (691.446634 sec): 3 clusters Score: Raw -595321.177562 + Penalty 846.224933 = -594474.952629 nChanged 424 SP:Iteration 6Q (691.493037 sec): 3 clusters Score: Raw -595596.813182 + Penalty 846.224933 = -594750.588249 nChanged 274 SP:Iteration 7Q (691.549589 sec): 3 clusters Score: Raw -595755.324599 + Penalty 846.224933 = -594909.099666 nChanged 207 SP:Iteration 8Q (691.614879 sec): 3 clusters Score: Raw -595869.648984 + Penalty 846.224933 = -595023.424051 nChanged 184 SP:Iteration 9Q (691.671014 sec): 3 clusters Score: Raw -595957.609773 + Penalty 846.224933 = -595111.384840 nChanged 166 SP:Iteration 10Q (691.725956 sec): 3 clusters Score: Raw -596036.238076 + Penalty 846.224933 = -595190.013143 nChanged 159 SP:Iteration 11Q (691.778285 sec): 3 clusters Score: Raw -596106.828471 + Penalty 846.224933 = -595260.603538 nChanged 138 SP:Iteration 12Q (691.845770 sec): 3 clusters Score: Raw -596177.890045 + Penalty 846.224933 = -595331.665112 nChanged 118 SP:Iteration 13Q (691.902798 sec): 3 clusters Score: Raw -596238.942902 + Penalty 846.224933 = -595392.717970 nChanged 112 SP:Iteration 14Q (691.961882 sec): 3 clusters Score: Raw -596298.708998 + Penalty 846.224933 = -595452.484066 nChanged 104 SP:Iteration 15Q (692.020678 sec): 3 clusters Score: Raw -596348.600431 + Penalty 846.224933 = -595502.375498 nChanged 89 SP:Iteration 16Q (692.072272 sec): 3 clusters Score: Raw -596388.546023 + Penalty 846.224933 = -595542.321090 nChanged 80 SP:Iteration 17Q (692.120506 sec): 3 clusters Score: Raw -596428.641422 + Penalty 846.224933 = -595582.416489 nChanged 73 SP:Iteration 18Q (692.175954 sec): 3 clusters Score: Raw -596464.324585 + Penalty 846.224933 = -595618.099652 nChanged 64 SP:Iteration 19Q (692.241163 sec): 3 clusters Score: Raw -596492.539816 + Penalty 846.224933 = -595646.314884 nChanged 54 SP:Iteration 20F (692.298707 sec): 3 clusters Score: Raw -596519.633301 + Penalty 846.224933 = -595673.408368 nChanged 40 SP:Iteration 21Q (692.345143 sec): 3 clusters Score: Raw -596533.831812 + Penalty 846.224933 = -595687.606879 nChanged 32 SP:Iteration 22Q (692.407654 sec): 3 clusters Score: Raw -596542.189802 + Penalty 846.224933 = -595695.964869 nChanged 29 SP:Iteration 23Q (692.464415 sec): 3 clusters Score: Raw -596550.964456 + Penalty 846.224933 = -595704.739524 nChanged 33 SP:Iteration 24Q (692.507121 sec): 3 clusters Score: Raw -596557.921863 + Penalty 846.224933 = -595711.696930 nChanged 21 SP:Iteration 25Q (692.570423 sec): 3 clusters Score: Raw -596563.113385 + Penalty 846.224933 = -595716.888452 nChanged 15 SP:Iteration 26Q (692.615052 sec): 3 clusters Score: Raw -596566.407663 + Penalty 846.224933 = -595720.182731 nChanged 14 SP:Iteration 27Q (692.681980 sec): 3 clusters Score: Raw -596568.893290 + Penalty 846.224933 = -595722.668358 nChanged 14 SP:Iteration 28Q (692.742603 sec): 3 clusters Score: Raw -596571.072913 + Penalty 846.224933 = -595724.847980 nChanged 13 SP:Iteration 29Q (692.787063 sec): 3 clusters Score: Raw -596572.465110 + Penalty 846.224933 = -595726.240177 nChanged 10 SP:Iteration 30Q (692.855635 sec): 3 clusters Score: Raw -596573.708300 + Penalty 846.224933 = -595727.483367 nChanged 11 SP:Iteration 31Q (692.899523 sec): 3 clusters Score: Raw -596574.906018 + Penalty 846.224933 = -595728.681085 nChanged 8 SP:Iteration 32Q (692.963274 sec): 3 clusters Score: Raw -596575.557666 + Penalty 846.224933 = -595729.332733 nChanged 3 SP:Iteration 33Q (693.019634 sec): 3 clusters Score: Raw -596575.679546 + Penalty 846.224933 = -595729.454613 nChanged 0 SP:Iteration 34F (693.074481 sec): 3 clusters Score: Raw -596575.679546 + Penalty 846.224933 = -595729.454613 nChanged 0 Time taken for this iteration:351.898076 seconds. 21->16 Clusters: Score -7348257.303916, best is -7348107.571852 THE BEST YET! Main iterations: 367 (time per iteration =1596.266287 ms) Total iterations: 7099 (time per iteration =82.522852 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 27292792320.000000 (time per metric unit =21.464631ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 327513507840.000000 (time per metric unit=1788.719284ps) That took 585.829727 seconds.