FileBase PeterP-2013-09-03_dataset1 ElecNo 15 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27337 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 27337 points ------ Starting initial clusters from distinct float masks Not enough masks (150) to generate starting clusters (300), so starting with (151) clusters instead. Assigned 151 initial classes from 150 unique masks. Deleting Class 110 (2 points): Lose 5.606105 but Gain 1526.174413 Iteration 0F (2.692908 sec): 150 clusters Score: Raw -2123213.210758 + Penalty 121550.299467 = -2001662.911291 nChanged 6756 Deleting Class 113 (1 points): Lose 71.558246 but Gain 1511.995666 Iteration 1F (4.494313 sec): 143 clusters Score: Raw -2150966.127981 + Penalty 116145.504521 = -2034820.623459 nChanged 1941 Deleting Class 104 (1 points): Lose 6.807421 but Gain 1430.999136 Iteration 2F (6.228101 sec): 139 clusters Score: Raw -2157170.637614 + Penalty 114410.414633 = -2042760.222980 nChanged 1303 Deleting Class 45 (15 points): Lose 149.916859 but Gain 1514.208240 Iteration 3Q (6.452793 sec): 137 clusters Score: Raw -2159239.508807 + Penalty 110815.923852 = -2048423.584955 nChanged 810 Deleting Class 126 (1 points): Lose 85.299880 but Gain 1405.572026 Iteration 4Q (6.638702 sec): 134 clusters Score: Raw -2160277.036664 + Penalty 108900.712318 = -2051376.324346 nChanged 583 Deleting Class 91 (4 points): Lose 214.022946 but Gain 1529.572123 Iteration 5Q (6.799072 sec): 132 clusters Score: Raw -2160860.089652 + Penalty 107521.791963 = -2053338.297689 nChanged 432 Deleting Class 109 (1 points): Lose 33.654501 but Gain 1342.331851 Iteration 6Q (6.948181 sec): 131 clusters Score: Raw -2161424.253423 + Penalty 106135.060649 = -2055289.192775 nChanged 310 Deleting Class 147 (6 points): Lose 76.783252 but Gain 1378.929854 Iteration 7Q (7.088883 sec): 130 clusters Score: Raw -2161814.618797 + Penalty 104851.767115 = -2056962.851682 nChanged 202 Deleting Class 135 (3 points): Lose 22.909221 but Gain 1248.853070 Iteration 8Q (7.219038 sec): 129 clusters Score: Raw -2162098.801261 + Penalty 103739.222946 = -2058359.578315 nChanged 125 Deleting Class 89 (8 points): Lose 75.078427 but Gain 1292.303895 Iteration 9Q (7.344390 sec): 128 clusters Score: Raw -2162201.151121 + Penalty 102557.035468 = -2059644.115654 nChanged 104 Deleting Class 117 (2 points): Lose 4.162483 but Gain 1205.637524 Iteration 10F (8.933064 sec): 127 clusters Score: Raw -2162510.146083 + Penalty 101469.584736 = -2061040.561347 nChanged 178 Deleting Class 55 (16 points): Lose 175.449576 but Gain 1376.225187 Iteration 11Q (9.062725 sec): 126 clusters Score: Raw -2162998.320737 + Penalty 100251.237576 = -2062747.083160 nChanged 126 Deleting Class 83 (9 points): Lose 64.805375 but Gain 1249.172902 Iteration 12Q (9.187339 sec): 125 clusters Score: Raw -2163367.989773 + Penalty 99071.315477 = -2064296.674295 nChanged 86 Deleting Class 134 (1 points): Lose 57.130788 but Gain 1235.099178 Iteration 13Q (9.307079 sec): 124 clusters Score: Raw -2163434.309421 + Penalty 97736.873208 = -2065697.436213 nChanged 54 Deleting Class 43 (19 points): Lose 115.837962 but Gain 1282.720022 Iteration 14Q (9.425761 sec): 123 clusters Score: Raw -2163389.383708 + Penalty 96586.119246 = -2066803.264462 nChanged 56 Deleting Class 129 (1 points): Lose 18.338063 but Gain 1183.484513 Iteration 15Q (9.544800 sec): 122 clusters Score: Raw -2163449.551074 + Penalty 95433.723235 = -2068015.827839 nChanged 30 Deleting Class 90 (3 points): Lose 46.220696 but Gain 1186.143377 Iteration 16Q (9.659805 sec): 121 clusters Score: Raw -2163423.185080 + Penalty 94279.896680 = -2069143.288400 nChanged 32 Deleting Class 139 (4 points): Lose 75.480780 but Gain 1186.468146 Iteration 17Q (9.774268 sec): 120 clusters Score: Raw -2163377.397816 + Penalty 93133.398652 = -2070243.999164 nChanged 37 Deleting Class 142 (7 points): Lose 42.138124 but Gain 1145.701137 Iteration 18Q (9.889514 sec): 119 clusters Score: Raw -2163381.535436 + Penalty 91985.782201 = -2071395.753235 nChanged 30 Deleting Class 24 (18 points): Lose 152.884353 but Gain 1237.903878 Iteration 19Q (10.003150 sec): 118 clusters Score: Raw -2163271.973605 + Penalty 90838.968581 = -2072433.005024 nChanged 31 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2163271.973605 + Penalty 90838.968581 = -2072433.005024Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 1 (13137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.156047 sec): 2 clusters Score: Raw -1037293.101760 + Penalty 132.231628 = -1037160.870132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.182413 sec): 3 clusters Score: Raw -1028377.435357 + Penalty 298.721272 = -1028078.714085 nChanged 6360 SP:Iteration 1F (10.206949 sec): 3 clusters Score: Raw -1037502.590407 + Penalty 303.522089 = -1037199.068318 nChanged 1415 SP:Iteration 2F (10.231931 sec): 3 clusters Score: Raw -1038728.379734 + Penalty 304.339082 = -1038424.040652 nChanged 312 SP:Iteration 3Q (10.257862 sec): 3 clusters Score: Raw -1038852.933138 + Penalty 303.553967 = -1038549.379172 nChanged 180 SP:Iteration 4Q (10.282942 sec): 3 clusters Score: Raw -1038914.575713 + Penalty 302.669749 = -1038611.905964 nChanged 133 SP:Iteration 5Q (10.307309 sec): 3 clusters Score: Raw -1038948.336201 + Penalty 302.016301 = -1038646.319900 nChanged 111 SP:Iteration 6Q (10.332285 sec): 3 clusters Score: Raw -1038970.925041 + Penalty 301.121967 = -1038669.803075 nChanged 90 SP:Iteration 7Q (10.357596 sec): 3 clusters Score: Raw -1038986.325189 + Penalty 300.310386 = -1038686.014803 nChanged 67 SP:Iteration 8Q (10.382297 sec): 3 clusters Score: Raw -1038993.387964 + Penalty 300.044402 = -1038693.343562 nChanged 47 SP:Iteration 9Q (10.406728 sec): 3 clusters Score: Raw -1038997.205463 + Penalty 299.451063 = -1038697.754401 nChanged 41 SP:Iteration 10F (10.432561 sec): 3 clusters Score: Raw -1039000.435984 + Penalty 298.762653 = -1038701.673332 nChanged 40 SP:Iteration 11Q (10.457352 sec): 3 clusters Score: Raw -1039003.391953 + Penalty 298.234128 = -1038705.157824 nChanged 39 SP:Iteration 12Q (10.482779 sec): 3 clusters Score: Raw -1039006.252062 + Penalty 297.677791 = -1038708.574270 nChanged 36 SP:Iteration 13Q (10.507229 sec): 3 clusters Score: Raw -1039009.046803 + Penalty 296.979803 = -1038712.067000 nChanged 48 SP:Iteration 14Q (10.532339 sec): 3 clusters Score: Raw -1039012.848374 + Penalty 296.488237 = -1038716.360137 nChanged 33 SP:Iteration 15Q (10.558543 sec): 3 clusters Score: Raw -1039014.869878 + Penalty 295.907558 = -1038718.962320 nChanged 33 SP:Iteration 16Q (10.583687 sec): 3 clusters Score: Raw -1039016.441157 + Penalty 295.583705 = -1038720.857452 nChanged 25 SP:Iteration 17Q (10.608370 sec): 3 clusters Score: Raw -1039017.390488 + Penalty 295.276403 = -1038722.114085 nChanged 16 SP:Iteration 18Q (10.633746 sec): 3 clusters Score: Raw -1039018.006881 + Penalty 295.110701 = -1038722.896180 nChanged 12 SP:Iteration 19Q (10.659150 sec): 3 clusters Score: Raw -1039018.341517 + Penalty 295.021747 = -1038723.319769 nChanged 9 SP:Iteration 20F (10.684423 sec): 3 clusters Score: Raw -1039018.566202 + Penalty 294.920200 = -1038723.646003 nChanged 8 SP:Iteration 21Q (10.708751 sec): 3 clusters Score: Raw -1039018.734659 + Penalty 294.730918 = -1038724.003741 nChanged 8 SP:Iteration 22Q (10.733738 sec): 3 clusters Score: Raw -1039018.819143 + Penalty 294.619777 = -1038724.199366 nChanged 6 SP:Iteration 23Q (10.758455 sec): 3 clusters Score: Raw -1039018.918707 + Penalty 294.479712 = -1038724.438994 nChanged 6 SP:Iteration 24Q (10.783584 sec): 3 clusters Score: Raw -1039019.022168 + Penalty 294.380566 = -1038724.641602 nChanged 7 SP:Iteration 25Q (10.807004 sec): 3 clusters Score: Raw -1039019.119983 + Penalty 294.251446 = -1038724.868537 nChanged 7 SP:Iteration 26Q (10.831961 sec): 3 clusters Score: Raw -1039019.200877 + Penalty 294.183518 = -1038725.017359 nChanged 6 SP:Iteration 27Q (10.856816 sec): 3 clusters Score: Raw -1039019.299008 + Penalty 294.098005 = -1038725.201004 nChanged 5 SP:Iteration 28Q (10.882532 sec): 3 clusters Score: Raw -1039019.344314 + Penalty 294.074046 = -1038725.270268 nChanged 2 SP:Iteration 29Q (10.906961 sec): 3 clusters Score: Raw -1039019.368220 + Penalty 294.018807 = -1038725.349413 nChanged 3 SP:Iteration 30F (10.932155 sec): 3 clusters Score: Raw -1039019.401159 + Penalty 293.965734 = -1038725.435425 nChanged 2 SP:Iteration 31Q (10.956991 sec): 3 clusters Score: Raw -1039019.420766 + Penalty 293.938000 = -1038725.482766 nChanged 1 SP:Iteration 32Q (10.982482 sec): 3 clusters Score: Raw -1039019.423408 + Penalty 293.910280 = -1038725.513128 nChanged 1 SP:Iteration 33Q (11.007158 sec): 3 clusters Score: Raw -1039019.439041 + Penalty 293.910280 = -1038725.528760 nChanged 0 SP:Iteration 34F (11.032469 sec): 3 clusters Score: Raw -1039019.439041 + Penalty 293.910280 = -1038725.528760 nChanged 0 Score: Raw -2176401.303843 + Penalty 91013.140867 = -2085388.162975 Splitting cluster 1 changes total score from -2072433.005024 to -2085388.162975 So it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.485092 sec): 2 clusters Score: Raw -10613.819054 + Penalty 411.602613 = -10202.216441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.485534 sec): 3 clusters Score: Raw -10583.937776 + Penalty 822.307380 = -9761.630396 nChanged 18 SP:Iteration 1F (12.485952 sec): 3 clusters Score: Raw -10608.352418 + Penalty 821.836010 = -9786.516408 nChanged 3 SP:Iteration 2Q (12.486368 sec): 3 clusters Score: Raw -10614.122889 + Penalty 821.836010 = -9792.286879 nChanged 0 SP:Iteration 3F (12.486783 sec): 3 clusters Score: Raw -10614.122889 + Penalty 821.836010 = -9792.286879 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.491714 sec): 2 clusters Score: Raw -76739.463888 + Penalty 187.454774 = -76552.009114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.493706 sec): 3 clusters Score: Raw -76151.399113 + Penalty 384.030042 = -75767.369071 nChanged 403 SP:Iteration 1F (12.495635 sec): 3 clusters Score: Raw -76355.498526 + Penalty 391.009729 = -75964.488797 nChanged 99 SP:Iteration 2F (12.497530 sec): 3 clusters Score: Raw -76399.477885 + Penalty 394.831162 = -76004.646724 nChanged 75 SP:Iteration 3F (12.499378 sec): 3 clusters Score: Raw -76458.463053 + Penalty 397.960580 = -76060.502473 nChanged 70 SP:Iteration 4F (12.501177 sec): 3 clusters Score: Raw -76565.108945 + Penalty 394.739405 = -76170.369539 nChanged 41 SP:Iteration 5Q (12.502941 sec): 3 clusters Score: Raw -76621.323304 + Penalty 390.708004 = -76230.615300 nChanged 31 SP:Iteration 6Q (12.504730 sec): 3 clusters Score: Raw -76641.617004 + Penalty 388.474173 = -76253.142831 nChanged 27 SP:Iteration 7Q (12.506503 sec): 3 clusters Score: Raw -76656.780189 + Penalty 386.978412 = -76269.801777 nChanged 15 SP:Iteration 8Q (12.508245 sec): 3 clusters Score: Raw -76662.685350 + Penalty 382.340289 = -76280.345061 nChanged 15 SP:Iteration 9Q (12.509972 sec): 3 clusters Score: Raw -76668.695614 + Penalty 375.051197 = -76293.644417 nChanged 12 SP:Iteration 10F (12.511722 sec): 3 clusters Score: Raw -76673.681293 + Penalty 372.075153 = -76301.606140 nChanged 15 SP:Iteration 11Q (12.513381 sec): 3 clusters Score: Raw -76680.189260 + Penalty 369.020700 = -76311.168560 nChanged 9 SP:Iteration 12Q (12.515093 sec): 3 clusters Score: Raw -76683.579040 + Penalty 371.549287 = -76312.029753 nChanged 11 SP:Iteration 13Q (12.516809 sec): 3 clusters Score: Raw -76685.982593 + Penalty 374.897405 = -76311.085187 nChanged 10 SP:Iteration 14F (12.518663 sec): 3 clusters Score: Raw -76688.083891 + Penalty 373.614114 = -76314.469777 nChanged 14 SP:Iteration 15Q (12.520230 sec): 3 clusters Score: Raw -76690.118901 + Penalty 371.035519 = -76319.083382 nChanged 9 SP:Iteration 16Q (12.521792 sec): 3 clusters Score: Raw -76692.477579 + Penalty 366.972446 = -76325.505133 nChanged 9 SP:Iteration 17Q (12.523352 sec): 3 clusters Score: Raw -76694.076444 + Penalty 374.452806 = -76319.623638 nChanged 11 SP:Iteration 18F (12.525117 sec): 3 clusters Score: Raw -76698.265524 + Penalty 396.475783 = -76301.789741 nChanged 20 SP:Iteration 19F (12.526892 sec): 3 clusters Score: Raw -76716.295036 + Penalty 712.503984 = -76003.791052 nChanged 19 SP:Iteration 20F (12.528672 sec): 3 clusters Score: Raw -76736.367210 + Penalty 187.454774 = -76548.912437 nChanged 2 SP:Iteration 21Q (12.530157 sec): 2 clusters Score: Raw -76739.463888 + Penalty 187.454774 = -76552.009114 nChanged 0 SP:Iteration 22F (12.531569 sec): 2 clusters Score: Raw -76739.463888 + Penalty 187.454774 = -76552.009114 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.538636 sec): 2 clusters Score: Raw -107098.080176 + Penalty 434.058947 = -106664.021229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.541041 sec): 3 clusters Score: Raw -106419.183850 + Penalty 866.375740 = -105552.808110 nChanged 515 SP:Iteration 1F (12.543411 sec): 3 clusters Score: Raw -106789.685084 + Penalty 859.966461 = -105929.718623 nChanged 117 SP:Iteration 2F (12.545803 sec): 3 clusters Score: Raw -106867.180773 + Penalty 856.206189 = -106010.974585 nChanged 70 SP:Iteration 3F (12.548345 sec): 3 clusters Score: Raw -106901.908913 + Penalty 849.932744 = -106051.976170 nChanged 45 SP:Iteration 4Q (12.550808 sec): 3 clusters Score: Raw -106927.828643 + Penalty 844.548708 = -106083.279935 nChanged 43 SP:Iteration 5Q (12.553123 sec): 3 clusters Score: Raw -106949.263533 + Penalty 842.433159 = -106106.830374 nChanged 41 SP:Iteration 6Q (12.555433 sec): 3 clusters Score: Raw -106972.799057 + Penalty 836.462555 = -106136.336502 nChanged 36 SP:Iteration 7Q (12.557745 sec): 3 clusters Score: Raw -106991.927961 + Penalty 831.549289 = -106160.378672 nChanged 28 SP:Iteration 8Q (12.560058 sec): 3 clusters Score: Raw -107007.040007 + Penalty 825.447806 = -106181.592201 nChanged 34 SP:Iteration 9Q (12.562446 sec): 3 clusters Score: Raw -107023.687579 + Penalty 819.395527 = -106204.292052 nChanged 28 SP:Iteration 10F (12.564833 sec): 3 clusters Score: Raw -107036.633726 + Penalty 812.666549 = -106223.967178 nChanged 27 SP:Iteration 11Q (12.567159 sec): 3 clusters Score: Raw -107049.315044 + Penalty 806.249099 = -106243.065945 nChanged 25 SP:Iteration 12Q (12.569597 sec): 3 clusters Score: Raw -107066.009808 + Penalty 798.381038 = -106267.628770 nChanged 26 SP:Iteration 13Q (12.571934 sec): 3 clusters Score: Raw -107082.866999 + Penalty 791.827286 = -106291.039712 nChanged 25 SP:Iteration 14Q (12.574245 sec): 3 clusters Score: Raw -107100.157458 + Penalty 788.213576 = -106311.943882 nChanged 21 SP:Iteration 15Q (12.576585 sec): 3 clusters Score: Raw -107111.442599 + Penalty 787.289416 = -106324.153184 nChanged 13 SP:Iteration 16Q (12.578993 sec): 3 clusters Score: Raw -107118.943172 + Penalty 785.061846 = -106333.881326 nChanged 13 SP:Iteration 17Q (12.581484 sec): 3 clusters Score: Raw -107128.184603 + Penalty 784.233310 = -106343.951292 nChanged 8 SP:Iteration 18Q (12.583922 sec): 3 clusters Score: Raw -107130.176276 + Penalty 783.264287 = -106346.911989 nChanged 3 SP:Iteration 19Q (12.586164 sec): 3 clusters Score: Raw -107131.684725 + Penalty 783.677179 = -106348.007545 nChanged 3 SP:Iteration 20F (12.588477 sec): 3 clusters Score: Raw -107132.504172 + Penalty 787.387009 = -106345.117162 nChanged 6 SP:Iteration 21F (12.590981 sec): 3 clusters Score: Raw -107135.013417 + Penalty 791.164307 = -106343.849110 nChanged 6 SP:Iteration 22F (12.593508 sec): 3 clusters Score: Raw -107137.353104 + Penalty 792.185331 = -106345.167773 nChanged 4 SP:Iteration 23Q (12.595774 sec): 3 clusters Score: Raw -107139.879393 + Penalty 793.952033 = -106345.927361 nChanged 5 SP:Iteration 24Q (12.598091 sec): 3 clusters Score: Raw -107142.485983 + Penalty 797.017127 = -106345.468856 nChanged 3 SP:Iteration 25F (12.600460 sec): 3 clusters Score: Raw -107143.682990 + Penalty 797.688743 = -106345.994247 nChanged 4 SP:Iteration 26Q (12.602766 sec): 3 clusters Score: Raw -107144.484945 + Penalty 794.418681 = -106350.066264 nChanged 2 SP:Iteration 27Q (12.605157 sec): 3 clusters Score: Raw -107145.066843 + Penalty 793.618069 = -106351.448773 nChanged 2 SP:Iteration 28Q (12.607563 sec): 3 clusters Score: Raw -107145.861716 + Penalty 790.626362 = -106355.235354 nChanged 2 SP:Iteration 29Q (12.609852 sec): 3 clusters Score: Raw -107147.295159 + Penalty 789.349342 = -106357.945817 nChanged 1 SP:Iteration 30F (12.612238 sec): 3 clusters Score: Raw -107147.779209 + Penalty 789.840639 = -106357.938570 nChanged 2 SP:Iteration 31F (12.614788 sec): 3 clusters Score: Raw -107148.671061 + Penalty 789.376267 = -106359.294794 nChanged 1 SP:Iteration 32Q (12.617063 sec): 3 clusters Score: Raw -107149.005470 + Penalty 789.376267 = -106359.629203 nChanged 0 SP:Iteration 33F (12.619376 sec): 3 clusters Score: Raw -107149.005470 + Penalty 789.376267 = -106359.629203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.625623 sec): 2 clusters Score: Raw -4790.603761 + Penalty 199.776825 = -4590.826936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.625942 sec): 3 clusters Score: Raw -4772.222750 + Penalty 405.317292 = -4366.905458 nChanged 6 SP:Iteration 1F (12.626251 sec): 3 clusters Score: Raw -4777.975794 + Penalty 405.327563 = -4372.648230 nChanged 1 SP:Iteration 2Q (12.626559 sec): 3 clusters Score: Raw -4778.343479 + Penalty 405.327563 = -4373.015915 nChanged 0 SP:Iteration 3F (12.626867 sec): 3 clusters Score: Raw -4778.343479 + Penalty 405.327563 = -4373.015915 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.640338 sec): 2 clusters Score: Raw -244294.196111 + Penalty 73.738703 = -244220.457408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.646076 sec): 3 clusters Score: Raw -242299.795190 + Penalty 145.079184 = -242154.716006 nChanged 1476 SP:Iteration 1F (12.652030 sec): 3 clusters Score: Raw -243163.849455 + Penalty 143.629695 = -243020.219761 nChanged 168 SP:Iteration 2F (12.657635 sec): 3 clusters Score: Raw -243323.286656 + Penalty 142.433299 = -243180.853357 nChanged 212 SP:Iteration 3F (12.663103 sec): 3 clusters Score: Raw -243553.193910 + Penalty 141.613962 = -243411.579948 nChanged 187 SP:Iteration 4F (12.668555 sec): 3 clusters Score: Raw -243713.807382 + Penalty 141.135541 = -243572.671841 nChanged 133 SP:Iteration 5Q (12.673985 sec): 3 clusters Score: Raw -243773.570717 + Penalty 140.799613 = -243632.771104 nChanged 71 SP:Iteration 6Q (12.679299 sec): 3 clusters Score: Raw -243786.412419 + Penalty 140.162930 = -243646.249489 nChanged 42 SP:Iteration 7Q (12.685013 sec): 3 clusters Score: Raw -243791.799478 + Penalty 139.645204 = -243652.154274 nChanged 32 SP:Iteration 8Q (12.690272 sec): 3 clusters Score: Raw -243796.162187 + Penalty 139.245188 = -243656.916999 nChanged 27 SP:Iteration 9Q (12.695527 sec): 3 clusters Score: Raw -243799.674538 + Penalty 138.862564 = -243660.811974 nChanged 23 SP:Iteration 10F (12.701122 sec): 3 clusters Score: Raw -243802.306751 + Penalty 138.637276 = -243663.669474 nChanged 16 SP:Iteration 11Q (12.706411 sec): 3 clusters Score: Raw -243803.819040 + Penalty 138.363558 = -243665.455482 nChanged 17 SP:Iteration 12Q (12.711769 sec): 3 clusters Score: Raw -243805.238869 + Penalty 138.163373 = -243667.075496 nChanged 19 SP:Iteration 13Q (12.717400 sec): 3 clusters Score: Raw -243806.905995 + Penalty 137.967345 = -243668.938650 nChanged 18 SP:Iteration 14Q (12.722625 sec): 3 clusters Score: Raw -243808.502185 + Penalty 137.640132 = -243670.862054 nChanged 20 SP:Iteration 15Q (12.727822 sec): 3 clusters Score: Raw -243810.800863 + Penalty 137.279299 = -243673.521564 nChanged 24 SP:Iteration 16Q (12.733070 sec): 3 clusters Score: Raw -243814.116183 + Penalty 136.967921 = -243677.148262 nChanged 30 SP:Iteration 17Q (12.738244 sec): 3 clusters Score: Raw -243818.862107 + Penalty 136.459291 = -243682.402816 nChanged 32 SP:Iteration 18Q (12.743393 sec): 3 clusters Score: Raw -243824.027577 + Penalty 136.127218 = -243687.900359 nChanged 31 SP:Iteration 19Q (12.748781 sec): 3 clusters Score: Raw -243830.786845 + Penalty 135.209068 = -243695.577777 nChanged 46 SP:Iteration 20F (12.754438 sec): 3 clusters Score: Raw -243844.751585 + Penalty 134.289940 = -243710.461645 nChanged 47 SP:Iteration 21Q (12.759551 sec): 3 clusters Score: Raw -243859.685943 + Penalty 133.345553 = -243726.340389 nChanged 54 SP:Iteration 22Q (12.764616 sec): 3 clusters Score: Raw -243879.100884 + Penalty 132.461986 = -243746.638899 nChanged 59 SP:Iteration 23Q (12.769631 sec): 3 clusters Score: Raw -243904.407044 + Penalty 131.453013 = -243772.954031 nChanged 63 SP:Iteration 24Q (12.774644 sec): 3 clusters Score: Raw -243935.136789 + Penalty 130.108564 = -243805.028224 nChanged 67 SP:Iteration 25Q (12.779636 sec): 3 clusters Score: Raw -243968.801025 + Penalty 129.854531 = -243838.946494 nChanged 67 SP:Iteration 26Q (12.784923 sec): 3 clusters Score: Raw -244003.943933 + Penalty 129.582168 = -243874.361765 nChanged 70 SP:Iteration 27Q (12.789757 sec): 3 clusters Score: Raw -244042.603635 + Penalty 129.260930 = -243913.342705 nChanged 57 SP:Iteration 28Q (12.794615 sec): 3 clusters Score: Raw -244071.978131 + Penalty 128.524158 = -243943.453973 nChanged 56 SP:Iteration 29Q (12.799352 sec): 3 clusters Score: Raw -244101.520008 + Penalty 127.999444 = -243973.520564 nChanged 51 SP:Iteration 30F (12.804955 sec): 3 clusters Score: Raw -244130.813127 + Penalty 127.469388 = -244003.343739 nChanged 53 SP:Iteration 31Q (12.809752 sec): 3 clusters Score: Raw -244162.570595 + Penalty 125.902466 = -244036.668129 nChanged 46 SP:Iteration 32Q (12.814722 sec): 3 clusters Score: Raw -244193.109635 + Penalty 125.008410 = -244068.101225 nChanged 39 SP:Iteration 33Q (12.819287 sec): 3 clusters Score: Raw -244225.953800 + Penalty 124.882810 = -244101.070990 nChanged 36 SP:Iteration 34Q (12.823805 sec): 3 clusters Score: Raw -244253.930857 + Penalty 127.028210 = -244126.902648 nChanged 22 SP:Iteration 35Q (12.828137 sec): 3 clusters Score: Raw -244268.568286 + Penalty 123.061845 = -244145.506441 nChanged 16 SP:Iteration 36Q (12.833177 sec): 3 clusters Score: Raw -244279.397713 + Penalty 125.491164 = -244153.906549 nChanged 10 SP:Iteration 37Q (12.837585 sec): 3 clusters Score: Raw -244284.142710 + Penalty 121.775454 = -244162.367256 nChanged 5 SP:Iteration 38Q (12.841826 sec): 3 clusters Score: Raw -244285.777670 + Penalty 122.881775 = -244162.895895 nChanged 5 SP:Iteration 39Q (12.846064 sec): 3 clusters Score: Raw -244286.871730 + Penalty 118.659566 = -244168.212164 nChanged 5 SP:Iteration 40F (12.851231 sec): 3 clusters Score: Raw -244288.224890 + Penalty 119.682900 = -244168.541990 nChanged 2 SP:Iteration 41Q (12.855579 sec): 3 clusters Score: Raw -244288.725401 + Penalty 121.303711 = -244167.421689 nChanged 2 SP:Iteration 42F (12.860693 sec): 3 clusters Score: Raw -244288.457609 + Penalty 124.238936 = -244164.218673 nChanged 2 SP:Iteration 43F (12.865676 sec): 3 clusters Score: Raw -244289.277233 + Penalty 120.840999 = -244168.436234 nChanged 3 SP:Iteration 44Q (12.869864 sec): 3 clusters Score: Raw -244291.132284 + Penalty 73.738703 = -244217.393580 nChanged 2 SP:Iteration 45Q (12.874036 sec): 2 clusters Score: Raw -244294.196111 + Penalty 73.738703 = -244220.457408 nChanged 0 SP:Iteration 46F (12.878251 sec): 2 clusters Score: Raw -244294.196111 + Penalty 73.738703 = -244220.457408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.883436 sec): 2 clusters Score: Raw -65041.872187 + Penalty 668.066429 = -64373.805758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.884928 sec): 3 clusters Score: Raw -64776.839478 + Penalty 1334.679382 = -63442.160097 nChanged 241 SP:Iteration 1F (12.886386 sec): 3 clusters Score: Raw -65242.659019 + Penalty 1334.889278 = -63907.769741 nChanged 69 SP:Iteration 2F (12.887852 sec): 3 clusters Score: Raw -65457.735712 + Penalty 1336.669708 = -64121.066004 nChanged 60 SP:Iteration 3F (12.889297 sec): 3 clusters Score: Raw -65536.179090 + Penalty 1340.554592 = -64195.624498 nChanged 52 SP:Iteration 4F (12.890742 sec): 3 clusters Score: Raw -65602.988659 + Penalty 1345.264295 = -64257.724364 nChanged 43 SP:Iteration 5F (12.892169 sec): 3 clusters Score: Raw -65649.661299 + Penalty 1351.131482 = -64298.529817 nChanged 38 SP:Iteration 6F (12.893628 sec): 3 clusters Score: Raw -65693.781019 + Penalty 1360.768462 = -64333.012557 nChanged 46 SP:Iteration 7F (12.895074 sec): 3 clusters Score: Raw -65753.676016 + Penalty 1372.525628 = -64381.150388 nChanged 38 SP:Iteration 8F (12.896519 sec): 3 clusters Score: Raw -65795.578501 + Penalty 1382.509482 = -64413.069019 nChanged 23 SP:Iteration 9Q (12.897895 sec): 3 clusters Score: Raw -65825.104937 + Penalty 1389.942457 = -64435.162479 nChanged 16 SP:Iteration 10F (12.899352 sec): 3 clusters Score: Raw -65845.814422 + Penalty 1396.289594 = -64449.524828 nChanged 14 SP:Iteration 11Q (12.900675 sec): 3 clusters Score: Raw -65863.954024 + Penalty 1398.904697 = -64465.049327 nChanged 8 SP:Iteration 12Q (12.901977 sec): 3 clusters Score: Raw -65871.865468 + Penalty 1399.935148 = -64471.930320 nChanged 5 SP:Iteration 13Q (12.903292 sec): 3 clusters Score: Raw -65876.736406 + Penalty 1402.236483 = -64474.499924 nChanged 2 SP:Iteration 14Q (12.904642 sec): 3 clusters Score: Raw -65878.510617 + Penalty 1402.322652 = -64476.187965 nChanged 1 SP:Iteration 15Q (12.905912 sec): 3 clusters Score: Raw -65879.519801 + Penalty 1402.966809 = -64476.552991 nChanged 1 SP:Iteration 16Q (12.907160 sec): 3 clusters Score: Raw -65880.631745 + Penalty 1402.966809 = -64477.664936 nChanged 0 SP:Iteration 17F (12.908651 sec): 3 clusters Score: Raw -65880.631745 + Penalty 1402.966809 = -64477.664936 nChanged 0 Score: Raw -2177240.064320 + Penalty 92153.065548 = -2085086.998773 Splitting cluster 7 changes total score from -2072433.005024 to -2085086.998773 So it's getting split into cluster 43. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.383001 sec): 2 clusters Score: Raw -125332.634970 + Penalty 270.213771 = -125062.421199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.385959 sec): 3 clusters Score: Raw -124430.995851 + Penalty 538.620580 = -123892.375271 nChanged 630 SP:Iteration 1F (14.388899 sec): 3 clusters Score: Raw -124793.835113 + Penalty 536.131870 = -124257.703243 nChanged 133 SP:Iteration 2F (14.391666 sec): 3 clusters Score: Raw -124857.967069 + Penalty 532.075914 = -124325.891155 nChanged 97 SP:Iteration 3F (14.394476 sec): 3 clusters Score: Raw -124911.503114 + Penalty 527.914932 = -124383.588182 nChanged 99 SP:Iteration 4F (14.397375 sec): 3 clusters Score: Raw -124976.093945 + Penalty 521.013318 = -124455.080628 nChanged 93 SP:Iteration 5F (14.400164 sec): 3 clusters Score: Raw -125047.739906 + Penalty 520.026967 = -124527.712939 nChanged 100 SP:Iteration 6F (14.402998 sec): 3 clusters Score: Raw -125142.029829 + Penalty 528.100098 = -124613.929731 nChanged 89 SP:Iteration 7F (14.405752 sec): 3 clusters Score: Raw -125241.966633 + Penalty 531.690344 = -124710.276288 nChanged 53 SP:Iteration 8Q (14.408471 sec): 3 clusters Score: Raw -125302.298704 + Penalty 540.483761 = -124761.814944 nChanged 26 SP:Iteration 9Q (14.410986 sec): 3 clusters Score: Raw -125329.457025 + Penalty 536.124039 = -124793.332986 nChanged 7 SP:Iteration 10F (14.413737 sec): 3 clusters Score: Raw -125336.343844 + Penalty 538.786116 = -124797.557728 nChanged 2 SP:Iteration 11Q (14.416035 sec): 3 clusters Score: Raw -125336.677423 + Penalty 538.842189 = -124797.835234 nChanged 1 SP:Iteration 12Q (14.418478 sec): 3 clusters Score: Raw -125336.495211 + Penalty 543.228126 = -124793.267086 nChanged 1 SP:Iteration 13F (14.421297 sec): 3 clusters Score: Raw -125336.655244 + Penalty 541.902937 = -124794.752306 nChanged 1 SP:Iteration 14Q (14.423523 sec): 3 clusters Score: Raw -125339.022763 + Penalty 537.120040 = -124801.902722 nChanged 1 SP:Iteration 15Q (14.425734 sec): 3 clusters Score: Raw -125343.201941 + Penalty 542.113142 = -124801.088798 nChanged 1 SP:Iteration 16F (14.428408 sec): 3 clusters Score: Raw -125342.783157 + Penalty 542.113142 = -124800.670014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.430954 sec): 2 clusters Score: Raw -8285.400185 + Penalty 191.536243 = -8093.863942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.431365 sec): 3 clusters Score: Raw -8283.772827 + Penalty 379.977649 = -7903.795178 nChanged 24 SP:Iteration 1F (14.431766 sec): 3 clusters Score: Raw -8319.938508 + Penalty 381.376152 = -7938.562356 nChanged 7 SP:Iteration 2F (14.432164 sec): 3 clusters Score: Raw -8330.690079 + Penalty 383.072486 = -7947.617593 nChanged 2 SP:Iteration 3Q (14.432549 sec): 3 clusters Score: Raw -8342.779510 + Penalty 383.072486 = -7959.707024 nChanged 2 SP:Iteration 4Q (14.432946 sec): 3 clusters Score: Raw -8349.111167 + Penalty 385.306539 = -7963.804628 nChanged 2 SP:Iteration 5Q (14.433332 sec): 3 clusters Score: Raw -8350.280340 + Penalty 386.060793 = -7964.219546 nChanged 1 SP:Iteration 6Q (14.433714 sec): 3 clusters Score: Raw -8352.170623 + Penalty 386.060793 = -7966.109830 nChanged 0 SP:Iteration 7F (14.434118 sec): 3 clusters Score: Raw -8352.170623 + Penalty 386.060793 = -7966.109830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.435059 sec): 2 clusters Score: Raw -3093.411145 + Penalty 262.651346 = -2830.759799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.435333 sec): 3 clusters Score: Raw -3084.119045 + Penalty 530.290395 = -2553.828650 nChanged 2 SP:Iteration 1F (14.435601 sec): 3 clusters Score: Raw -3087.644637 + Penalty 528.378701 = -2559.265936 nChanged 1 SP:Iteration 2Q (14.435869 sec): 3 clusters Score: Raw -3089.628841 + Penalty 525.342823 = -2564.286018 nChanged 2 SP:Iteration 3F (14.436138 sec): 3 clusters Score: Raw -3094.239243 + Penalty 525.342823 = -2568.896420 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.440091 sec): 2 clusters Score: Raw -93668.825152 + Penalty 47.055242 = -93621.769909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.442448 sec): 3 clusters Score: Raw -92929.713040 + Penalty 95.682054 = -92834.030986 nChanged 567 SP:Iteration 1F (14.444796 sec): 3 clusters Score: Raw -93295.009274 + Penalty 97.546402 = -93197.462871 nChanged 106 SP:Iteration 2F (14.447069 sec): 3 clusters Score: Raw -93359.587921 + Penalty 100.929343 = -93258.658578 nChanged 96 SP:Iteration 3F (14.449367 sec): 3 clusters Score: Raw -93430.208459 + Penalty 105.040269 = -93325.168190 nChanged 64 SP:Iteration 4F (14.451792 sec): 3 clusters Score: Raw -93482.065518 + Penalty 109.979989 = -93372.085529 nChanged 53 SP:Iteration 5Q (14.454219 sec): 3 clusters Score: Raw -93527.624600 + Penalty 115.534418 = -93412.090182 nChanged 57 SP:Iteration 6Q (14.456460 sec): 3 clusters Score: Raw -93580.334490 + Penalty 116.181553 = -93464.152937 nChanged 39 SP:Iteration 7Q (14.458700 sec): 3 clusters Score: Raw -93624.343577 + Penalty 106.668288 = -93517.675289 nChanged 28 SP:Iteration 8Q (14.460939 sec): 3 clusters Score: Raw -93657.768110 + Penalty 97.320955 = -93560.447155 nChanged 19 SP:Iteration 9Q (14.463158 sec): 3 clusters Score: Raw -93674.041251 + Penalty 93.125741 = -93580.915511 nChanged 10 SP:Iteration 10F (14.465300 sec): 3 clusters Score: Raw -93684.087435 + Penalty 94.869211 = -93589.218223 nChanged 3 SP:Iteration 11Q (14.467403 sec): 3 clusters Score: Raw -93685.672400 + Penalty 94.869211 = -93590.803189 nChanged 0 SP:Iteration 12F (14.469541 sec): 3 clusters Score: Raw -93685.672400 + Penalty 94.869211 = -93590.803189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.472668 sec): 2 clusters Score: Raw -45046.484772 + Penalty 512.685492 = -44533.799280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.473810 sec): 3 clusters Score: Raw -44830.931639 + Penalty 1028.806222 = -43802.125417 nChanged 160 SP:Iteration 1F (14.474961 sec): 3 clusters Score: Raw -44943.908102 + Penalty 1031.868195 = -43912.039906 nChanged 48 SP:Iteration 2F (14.476129 sec): 3 clusters Score: Raw -44991.541930 + Penalty 1037.486474 = -43954.055455 nChanged 36 SP:Iteration 3F (14.477281 sec): 3 clusters Score: Raw -45039.301259 + Penalty 1045.934313 = -43993.366947 nChanged 36 SP:Iteration 4F (14.478425 sec): 3 clusters Score: Raw -45089.212168 + Penalty 1051.883798 = -44037.328370 nChanged 22 SP:Iteration 5Q (14.479503 sec): 3 clusters Score: Raw -45115.433939 + Penalty 1050.677895 = -44064.756045 nChanged 16 SP:Iteration 6Q (14.480558 sec): 3 clusters Score: Raw -45147.691858 + Penalty 1048.097510 = -44099.594348 nChanged 16 SP:Iteration 7Q (14.481608 sec): 3 clusters Score: Raw -45195.801966 + Penalty 1043.312771 = -44152.489195 nChanged 27 SP:Iteration 8F (14.482772 sec): 3 clusters Score: Raw -45230.887160 + Penalty 1038.120143 = -44192.767017 nChanged 22 SP:Iteration 9Q (14.483824 sec): 3 clusters Score: Raw -45261.003269 + Penalty 1030.623937 = -44230.379332 nChanged 26 SP:Iteration 10F (14.484973 sec): 3 clusters Score: Raw -45312.591573 + Penalty 1021.880422 = -44290.711151 nChanged 23 SP:Iteration 11Q (14.486013 sec): 3 clusters Score: Raw -45369.041282 + Penalty 1012.772669 = -44356.268613 nChanged 20 SP:Iteration 12Q (14.487019 sec): 3 clusters Score: Raw -45433.372953 + Penalty 1008.531653 = -44424.841300 nChanged 8 SP:Iteration 13Q (14.487977 sec): 3 clusters Score: Raw -45458.930853 + Penalty 1005.944264 = -44452.986589 nChanged 5 SP:Iteration 14Q (14.488918 sec): 3 clusters Score: Raw -45477.563069 + Penalty 1003.359498 = -44474.203571 nChanged 4 SP:Iteration 15Q (14.489850 sec): 3 clusters Score: Raw -45488.428551 + Penalty 1003.044166 = -44485.384384 nChanged 1 SP:Iteration 16Q (14.490752 sec): 3 clusters Score: Raw -45492.712765 + Penalty 1003.044166 = -44489.668599 nChanged 0 SP:Iteration 17F (14.491898 sec): 3 clusters Score: Raw -45492.712765 + Penalty 1003.044166 = -44489.668599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.493631 sec): 2 clusters Score: Raw -13023.272410 + Penalty 566.725035 = -12456.547376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.494120 sec): 3 clusters Score: Raw -13058.737960 + Penalty 1133.111777 = -11925.626183 nChanged 20 SP:Iteration 1F (14.494601 sec): 3 clusters Score: Raw -13113.749756 + Penalty 1132.323477 = -11981.426279 nChanged 9 SP:Iteration 2F (14.495108 sec): 3 clusters Score: Raw -13138.331518 + Penalty 1131.465375 = -12006.866143 nChanged 3 SP:Iteration 3Q (14.495576 sec): 3 clusters Score: Raw -13147.405116 + Penalty 1131.585815 = -12015.819301 nChanged 3 SP:Iteration 4Q (14.496042 sec): 3 clusters Score: Raw -13158.186129 + Penalty 1131.179784 = -12027.006346 nChanged 1 SP:Iteration 5Q (14.496502 sec): 3 clusters Score: Raw -13160.526236 + Penalty 1131.179784 = -12029.346453 nChanged 0 SP:Iteration 6F (14.496992 sec): 3 clusters Score: Raw -13160.526236 + Penalty 1131.179784 = -12029.346453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 14 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.498581 sec): 2 clusters Score: Raw -24705.841438 + Penalty 619.575656 = -24086.265782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.499298 sec): 3 clusters Score: Raw -24667.456105 + Penalty 1239.085345 = -23428.370760 nChanged 45 SP:Iteration 1F (14.499995 sec): 3 clusters Score: Raw -24728.832466 + Penalty 1239.164416 = -23489.668049 nChanged 9 SP:Iteration 2Q (14.500679 sec): 3 clusters Score: Raw -24744.209821 + Penalty 1239.096656 = -23505.113165 nChanged 7 SP:Iteration 3Q (14.501355 sec): 3 clusters Score: Raw -24759.178809 + Penalty 1239.078881 = -23520.099928 nChanged 9 SP:Iteration 4Q (14.502029 sec): 3 clusters Score: Raw -24780.632960 + Penalty 1239.070748 = -23541.562212 nChanged 3 SP:Iteration 5Q (14.502681 sec): 3 clusters Score: Raw -24787.442614 + Penalty 1239.056946 = -23548.385668 nChanged 2 SP:Iteration 6Q (14.503329 sec): 3 clusters Score: Raw -24789.925920 + Penalty 1239.022247 = -23550.903672 nChanged 1 SP:Iteration 7Q (14.503976 sec): 3 clusters Score: Raw -24790.730144 + Penalty 1239.010973 = -23551.719171 nChanged 1 SP:Iteration 8Q (14.504623 sec): 3 clusters Score: Raw -24792.239431 + Penalty 1239.010973 = -23553.228458 nChanged 0 SP:Iteration 9F (14.505294 sec): 3 clusters Score: Raw -24792.239431 + Penalty 1239.010973 = -23553.228458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.509923 sec): 2 clusters Score: Raw -118536.084296 + Penalty 766.839479 = -117769.244816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.512496 sec): 3 clusters Score: Raw -117902.139492 + Penalty 1533.497024 = -116368.642468 nChanged 456 SP:Iteration 1F (14.515009 sec): 3 clusters Score: Raw -118191.215744 + Penalty 1533.633444 = -116657.582300 nChanged 116 SP:Iteration 2F (14.517733 sec): 3 clusters Score: Raw -118276.170955 + Penalty 1532.288667 = -116743.882288 nChanged 101 SP:Iteration 3F (14.520449 sec): 3 clusters Score: Raw -118351.636919 + Penalty 1531.614269 = -116820.022650 nChanged 69 SP:Iteration 4F (14.522957 sec): 3 clusters Score: Raw -118400.168473 + Penalty 1530.423589 = -116869.744884 nChanged 63 SP:Iteration 5Q (14.525423 sec): 3 clusters Score: Raw -118450.873323 + Penalty 1531.399703 = -116919.473620 nChanged 43 SP:Iteration 6Q (14.527886 sec): 3 clusters Score: Raw -118477.667330 + Penalty 1528.955408 = -116948.711923 nChanged 36 SP:Iteration 7Q (14.530348 sec): 3 clusters Score: Raw -118501.642879 + Penalty 1528.574152 = -116973.068727 nChanged 33 SP:Iteration 8Q (14.532867 sec): 3 clusters Score: Raw -118517.961462 + Penalty 1526.432822 = -116991.528640 nChanged 22 SP:Iteration 9Q (14.535364 sec): 3 clusters Score: Raw -118531.195783 + Penalty 1525.647168 = -117005.548615 nChanged 19 SP:Iteration 10F (14.537897 sec): 3 clusters Score: Raw -118544.526162 + Penalty 1523.425745 = -117021.100418 nChanged 17 SP:Iteration 11Q (14.540408 sec): 3 clusters Score: Raw -118555.303008 + Penalty 1524.147272 = -117031.155736 nChanged 13 SP:Iteration 12Q (14.542898 sec): 3 clusters Score: Raw -118561.904377 + Penalty 1521.941771 = -117039.962605 nChanged 10 SP:Iteration 13Q (14.545344 sec): 3 clusters Score: Raw -118569.042852 + Penalty 1521.186044 = -117047.856808 nChanged 8 SP:Iteration 14Q (14.547859 sec): 3 clusters Score: Raw -118576.078196 + Penalty 1517.950011 = -117058.128185 nChanged 9 SP:Iteration 15Q (14.550561 sec): 3 clusters Score: Raw -118586.720397 + Penalty 1513.251473 = -117073.468924 nChanged 9 SP:Iteration 16Q (14.553206 sec): 3 clusters Score: Raw -118596.909881 + Penalty 1510.466873 = -117086.443007 nChanged 8 SP:Iteration 17Q (14.555828 sec): 3 clusters Score: Raw -118606.962818 + Penalty 1507.175042 = -117099.787776 nChanged 9 SP:Iteration 18Q (14.558240 sec): 3 clusters Score: Raw -118616.354040 + Penalty 1501.978814 = -117114.375226 nChanged 11 SP:Iteration 19Q (14.560645 sec): 3 clusters Score: Raw -118627.869425 + Penalty 1499.580980 = -117128.288446 nChanged 8 SP:Iteration 20F (14.563110 sec): 3 clusters Score: Raw -118635.262289 + Penalty 1497.095924 = -117138.166366 nChanged 11 SP:Iteration 21Q (14.565502 sec): 3 clusters Score: Raw -118644.495151 + Penalty 1493.662728 = -117150.832424 nChanged 9 SP:Iteration 22Q (14.567907 sec): 3 clusters Score: Raw -118651.770581 + Penalty 1495.023268 = -117156.747313 nChanged 12 SP:Iteration 23Q (14.570319 sec): 3 clusters Score: Raw -118667.975967 + Penalty 1494.244748 = -117173.731219 nChanged 20 SP:Iteration 24Q (14.572794 sec): 3 clusters Score: Raw -118688.951111 + Penalty 1494.840042 = -117194.111070 nChanged 29 SP:Iteration 25Q (14.575236 sec): 3 clusters Score: Raw -118724.859912 + Penalty 1492.929380 = -117231.930532 nChanged 31 SP:Iteration 26Q (14.577628 sec): 3 clusters Score: Raw -118760.785206 + Penalty 1494.413525 = -117266.371682 nChanged 23 SP:Iteration 27Q (14.579993 sec): 3 clusters Score: Raw -118777.616407 + Penalty 1495.352027 = -117282.264380 nChanged 19 SP:Iteration 28Q (14.582491 sec): 3 clusters Score: Raw -118793.268613 + Penalty 1493.511022 = -117299.757591 nChanged 12 SP:Iteration 29Q (14.585069 sec): 3 clusters Score: Raw -118802.461630 + Penalty 1494.820294 = -117307.641336 nChanged 12 SP:Iteration 30F (14.587649 sec): 3 clusters Score: Raw -118813.258248 + Penalty 1495.118717 = -117318.139531 nChanged 12 SP:Iteration 31Q (14.590056 sec): 3 clusters Score: Raw -118822.626502 + Penalty 1495.240104 = -117327.386397 nChanged 12 SP:Iteration 32Q (14.592462 sec): 3 clusters Score: Raw -118831.146200 + Penalty 1496.085002 = -117335.061198 nChanged 13 SP:Iteration 33Q (14.594840 sec): 3 clusters Score: Raw -118840.216714 + Penalty 1497.033301 = -117343.183413 nChanged 9 SP:Iteration 34Q (14.597180 sec): 3 clusters Score: Raw -118846.049443 + Penalty 1497.568542 = -117348.480901 nChanged 6 SP:Iteration 35Q (14.599541 sec): 3 clusters Score: Raw -118853.445947 + Penalty 1497.152322 = -117356.293625 nChanged 9 SP:Iteration 36Q (14.601915 sec): 3 clusters Score: Raw -118859.345768 + Penalty 1497.098208 = -117362.247560 nChanged 6 SP:Iteration 37Q (14.604263 sec): 3 clusters Score: Raw -118862.010830 + Penalty 1497.601148 = -117364.409682 nChanged 3 SP:Iteration 38Q (14.606589 sec): 3 clusters Score: Raw -118863.195822 + Penalty 1497.572767 = -117365.623055 nChanged 1 SP:Iteration 39Q (14.609048 sec): 3 clusters Score: Raw -118863.657025 + Penalty 1497.875169 = -117365.781857 nChanged 1 SP:Iteration 40F (14.611533 sec): 3 clusters Score: Raw -118864.418803 + Penalty 1497.885610 = -117366.533193 nChanged 2 SP:Iteration 41Q (14.613895 sec): 3 clusters Score: Raw -118865.428610 + Penalty 1497.616954 = -117367.811656 nChanged 3 SP:Iteration 42Q (14.616217 sec): 3 clusters Score: Raw -118867.587523 + Penalty 1497.243570 = -117370.343954 nChanged 3 SP:Iteration 43Q (14.618767 sec): 3 clusters Score: Raw -118869.185824 + Penalty 1497.119344 = -117372.066480 nChanged 1 SP:Iteration 44Q (14.621196 sec): 3 clusters Score: Raw -118869.789818 + Penalty 1497.119344 = -117372.670474 nChanged 0 SP:Iteration 45F (14.623702 sec): 3 clusters Score: Raw -118869.789818 + Penalty 1497.119344 = -117372.670474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.624943 sec): 2 clusters Score: Raw -5623.351308 + Penalty 479.268278 = -5144.083030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.625277 sec): 3 clusters Score: Raw -5678.758884 + Penalty 958.158892 = -4720.599993 nChanged 4 SP:Iteration 1F (14.625604 sec): 3 clusters Score: Raw -5690.410594 + Penalty 957.783954 = -4732.626640 nChanged 1 SP:Iteration 2Q (14.625918 sec): 3 clusters Score: Raw -5692.022048 + Penalty 957.783954 = -4734.238094 nChanged 0 SP:Iteration 3F (14.626243 sec): 3 clusters Score: Raw -5692.022048 + Penalty 957.783954 = -4734.238094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.627329 sec): 2 clusters Score: Raw -9609.721208 + Penalty 430.314051 = -9179.407157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.627737 sec): 3 clusters Score: Raw -9611.861616 + Penalty 858.098934 = -8753.762682 nChanged 16 SP:Iteration 1F (14.628138 sec): 3 clusters Score: Raw -9647.996994 + Penalty 857.040534 = -8790.956459 nChanged 2 SP:Iteration 2Q (14.628529 sec): 3 clusters Score: Raw -9648.848659 + Penalty 857.324706 = -8791.523954 nChanged 1 SP:Iteration 3Q (14.628919 sec): 3 clusters Score: Raw -9649.428196 + Penalty 856.733801 = -8792.694395 nChanged 2 SP:Iteration 4Q (14.629309 sec): 3 clusters Score: Raw -9651.013780 + Penalty 857.602801 = -8793.410979 nChanged 1 SP:Iteration 5Q (14.629697 sec): 3 clusters Score: Raw -9653.205400 + Penalty 857.931642 = -8795.273759 nChanged 1 SP:Iteration 6Q (14.630084 sec): 3 clusters Score: Raw -9653.789898 + Penalty 858.112190 = -8795.677708 nChanged 1 SP:Iteration 7Q (14.630471 sec): 3 clusters Score: Raw -9654.503794 + Penalty 859.450675 = -8795.053119 nChanged 2 SP:Iteration 8F (14.630866 sec): 3 clusters Score: Raw -9659.968928 + Penalty 859.450675 = -8800.518253 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.634846 sec): 2 clusters Score: Raw -97865.664416 + Penalty 575.916368 = -97289.748048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.636977 sec): 3 clusters Score: Raw -97298.095069 + Penalty 1151.185637 = -96146.909432 nChanged 397 SP:Iteration 1F (14.639249 sec): 3 clusters Score: Raw -97579.530385 + Penalty 1155.303718 = -96424.226667 nChanged 123 SP:Iteration 2F (14.641403 sec): 3 clusters Score: Raw -97696.891286 + Penalty 1158.184072 = -96538.707214 nChanged 82 SP:Iteration 3F (14.643488 sec): 3 clusters Score: Raw -97777.480232 + Penalty 1160.012456 = -96617.467776 nChanged 56 SP:Iteration 4F (14.645542 sec): 3 clusters Score: Raw -97829.653615 + Penalty 1162.310081 = -96667.343533 nChanged 59 SP:Iteration 5F (14.647581 sec): 3 clusters Score: Raw -97887.672539 + Penalty 1163.078623 = -96724.593916 nChanged 35 SP:Iteration 6Q (14.649661 sec): 3 clusters Score: Raw -97918.200114 + Penalty 1163.050870 = -96755.149244 nChanged 27 SP:Iteration 7Q (14.651815 sec): 3 clusters Score: Raw -97937.584596 + Penalty 1163.473395 = -96774.111200 nChanged 19 SP:Iteration 8Q (14.653931 sec): 3 clusters Score: Raw -97950.431204 + Penalty 1164.665641 = -96785.765563 nChanged 12 SP:Iteration 9Q (14.656066 sec): 3 clusters Score: Raw -97957.952592 + Penalty 1165.753582 = -96792.199010 nChanged 9 SP:Iteration 10F (14.658271 sec): 3 clusters Score: Raw -97963.673578 + Penalty 1166.437530 = -96797.236048 nChanged 8 SP:Iteration 11Q (14.660331 sec): 3 clusters Score: Raw -97968.412295 + Penalty 1167.482516 = -96800.929779 nChanged 7 SP:Iteration 12Q (14.662243 sec): 3 clusters Score: Raw -97974.843435 + Penalty 1168.230642 = -96806.612793 nChanged 9 SP:Iteration 13Q (14.664144 sec): 3 clusters Score: Raw -97981.965772 + Penalty 1169.654246 = -96812.311527 nChanged 8 SP:Iteration 14Q (14.666031 sec): 3 clusters Score: Raw -97987.888879 + Penalty 1170.058678 = -96817.830201 nChanged 5 SP:Iteration 15Q (14.667976 sec): 3 clusters Score: Raw -97990.650360 + Penalty 1171.477847 = -96819.172513 nChanged 6 SP:Iteration 16Q (14.669883 sec): 3 clusters Score: Raw -97993.763254 + Penalty 1172.513452 = -96821.249802 nChanged 4 SP:Iteration 17Q (14.671748 sec): 3 clusters Score: Raw -97995.040468 + Penalty 1174.095029 = -96820.945439 nChanged 3 SP:Iteration 18F (14.673787 sec): 3 clusters Score: Raw -97996.476339 + Penalty 1175.438378 = -96821.037961 nChanged 3 SP:Iteration 19Q (14.675673 sec): 3 clusters Score: Raw -97997.790184 + Penalty 1177.073584 = -96820.716600 nChanged 4 SP:Iteration 20F (14.677722 sec): 3 clusters Score: Raw -97999.138329 + Penalty 1177.439140 = -96821.699189 nChanged 4 SP:Iteration 21Q (14.679573 sec): 3 clusters Score: Raw -98000.000026 + Penalty 1177.666915 = -96822.333111 nChanged 1 SP:Iteration 22Q (14.681420 sec): 3 clusters Score: Raw -98000.188881 + Penalty 1177.666915 = -96822.521966 nChanged 0 SP:Iteration 23F (14.683603 sec): 3 clusters Score: Raw -98000.188881 + Penalty 1177.666915 = -96822.521966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.685309 sec): 2 clusters Score: Raw -13640.204973 + Penalty 590.295974 = -13049.908999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.685825 sec): 3 clusters Score: Raw -13743.186608 + Penalty 1175.116475 = -12568.070133 nChanged 50 SP:Iteration 1F (14.686332 sec): 3 clusters Score: Raw -13895.120469 + Penalty 1173.341515 = -12721.778954 nChanged 12 SP:Iteration 2F (14.686837 sec): 3 clusters Score: Raw -13933.507865 + Penalty 1173.250889 = -12760.256977 nChanged 4 SP:Iteration 3Q (14.687304 sec): 3 clusters Score: Raw -13945.830400 + Penalty 1173.250889 = -12772.579511 nChanged 0 SP:Iteration 4F (14.687808 sec): 3 clusters Score: Raw -13945.830400 + Penalty 1173.250889 = -12772.579511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.688718 sec): 2 clusters Score: Raw -632.757559 + Penalty 142.181907 = -490.575652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.688947 sec): 3 clusters Score: Raw -648.769320 + Penalty 254.331644 = -394.437677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.689722 sec): 2 clusters Score: Raw -801.355990 + Penalty 88.838743 = -712.517247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.689943 sec): 3 clusters Score: Raw -808.898989 + Penalty 177.677486 = -631.221503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.690722 sec): 2 clusters Score: Raw -1325.047108 + Penalty 234.376172 = -1090.670935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.690958 sec): 3 clusters Score: Raw -1323.166230 + Penalty 462.166883 = -860.999347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.691759 sec): 2 clusters Score: Raw -1219.677225 + Penalty 157.005923 = -1062.671303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.691996 sec): 3 clusters Score: Raw -1232.867326 + Penalty 319.907785 = -912.959541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.692903 sec): 2 clusters Score: Raw -4999.691902 + Penalty 372.663408 = -4627.028494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.693222 sec): 3 clusters Score: Raw -5049.801875 + Penalty 746.613625 = -4303.188250 nChanged 4 SP:Iteration 1F (14.693544 sec): 3 clusters Score: Raw -5065.689093 + Penalty 747.208878 = -4318.480215 nChanged 1 SP:Iteration 2Q (14.693854 sec): 3 clusters Score: Raw -5072.577970 + Penalty 747.208878 = -4325.369091 nChanged 0 SP:Iteration 3F (14.694171 sec): 3 clusters Score: Raw -5072.577970 + Penalty 747.208878 = -4325.369091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.696011 sec): 2 clusters Score: Raw -20141.869799 + Penalty 358.980025 = -19782.889774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.696642 sec): 3 clusters Score: Raw -20028.832839 + Penalty 717.975178 = -19310.857661 nChanged 49 SP:Iteration 1F (14.697266 sec): 3 clusters Score: Raw -20073.870977 + Penalty 718.127713 = -19355.743264 nChanged 30 SP:Iteration 2F (14.697883 sec): 3 clusters Score: Raw -20111.836884 + Penalty 718.292674 = -19393.544211 nChanged 12 SP:Iteration 3Q (14.698496 sec): 3 clusters Score: Raw -20129.187036 + Penalty 718.338210 = -19410.848825 nChanged 11 SP:Iteration 4Q (14.699109 sec): 3 clusters Score: Raw -20141.058856 + Penalty 719.310917 = -19421.747939 nChanged 8 SP:Iteration 5Q (14.699718 sec): 3 clusters Score: Raw -20147.217603 + Penalty 718.663595 = -19428.554008 nChanged 6 SP:Iteration 6Q (14.700327 sec): 3 clusters Score: Raw -20151.139713 + Penalty 719.230187 = -19431.909526 nChanged 6 SP:Iteration 7Q (14.700956 sec): 3 clusters Score: Raw -20154.545275 + Penalty 721.580344 = -19432.964931 nChanged 6 SP:Iteration 8Q (14.701583 sec): 3 clusters Score: Raw -20158.612131 + Penalty 723.271085 = -19435.341046 nChanged 5 SP:Iteration 9Q (14.702189 sec): 3 clusters Score: Raw -20161.564417 + Penalty 722.932676 = -19438.631741 nChanged 2 SP:Iteration 10F (14.702806 sec): 3 clusters Score: Raw -20162.761480 + Penalty 725.052663 = -19437.708816 nChanged 3 SP:Iteration 11F (14.703421 sec): 3 clusters Score: Raw -20164.313908 + Penalty 726.868107 = -19437.445800 nChanged 3 SP:Iteration 12F (14.704036 sec): 3 clusters Score: Raw -20165.500052 + Penalty 727.508504 = -19437.991548 nChanged 2 SP:Iteration 13Q (14.704630 sec): 3 clusters Score: Raw -20167.910877 + Penalty 731.482074 = -19436.428803 nChanged 3 SP:Iteration 14F (14.705246 sec): 3 clusters Score: Raw -20170.643528 + Penalty 732.184668 = -19438.458860 nChanged 2 SP:Iteration 15Q (14.705833 sec): 3 clusters Score: Raw -20172.339873 + Penalty 733.340276 = -19438.999597 nChanged 1 SP:Iteration 16Q (14.706418 sec): 3 clusters Score: Raw -20172.622080 + Penalty 735.386220 = -19437.235860 nChanged 1 SP:Iteration 17F (14.707034 sec): 3 clusters Score: Raw -20172.605834 + Penalty 735.386220 = -19437.219614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.708206 sec): 2 clusters Score: Raw -304.941925 + Penalty 50.764158 = -254.177766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.708414 sec): 3 clusters Score: Raw -313.154748 + Penalty 100.459036 = -212.695712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.708935 sec): 2 clusters Score: Raw -958.784526 + Penalty 204.703471 = -754.081055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.709163 sec): 3 clusters Score: Raw -957.508139 + Penalty 412.377085 = -545.131055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.709620 sec): 2 clusters Score: Raw -235.167926 + Penalty 32.308923 = -202.859003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.709814 sec): 3 clusters Score: Raw -238.205629 + Penalty 63.569303 = -174.636326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.710338 sec): 2 clusters Score: Raw -2186.868410 + Penalty 313.475886 = -1873.392524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.710599 sec): 3 clusters Score: Raw -2208.207222 + Penalty 619.037256 = -1589.169965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.711071 sec): 2 clusters Score: Raw -527.868907 + Penalty 145.043027 = -382.825880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.711288 sec): 3 clusters Score: Raw -518.832949 + Penalty 298.165025 = -220.667923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.711758 sec): 2 clusters Score: Raw -534.841401 + Penalty 165.980939 = -368.860462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.711971 sec): 3 clusters Score: Raw -527.800931 + Penalty 322.420197 = -205.380735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.712471 sec): 2 clusters Score: Raw -1571.345546 + Penalty 240.072104 = -1331.273442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.712710 sec): 3 clusters Score: Raw -1573.246876 + Penalty 482.057654 = -1091.189222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.713233 sec): 2 clusters Score: Raw -2169.895762 + Penalty 39.076064 = -2130.819698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.713489 sec): 3 clusters Score: Raw -2161.595937 + Penalty 80.860632 = -2080.735305 nChanged 8 SP:Iteration 1F (14.713740 sec): 3 clusters Score: Raw -2170.930293 + Penalty 77.150332 = -2093.779961 nChanged 2 SP:Iteration 2F (14.713977 sec): 3 clusters Score: Raw -2173.417930 + Penalty 74.034070 = -2099.383860 nChanged 2 SP:Iteration 3F (14.714214 sec): 3 clusters Score: Raw -2175.926446 + Penalty 72.943565 = -2102.982881 nChanged 1 SP:Iteration 4Q (14.714448 sec): 3 clusters Score: Raw -2176.226599 + Penalty 72.943565 = -2103.283033 nChanged 0 SP:Iteration 5F (14.714686 sec): 3 clusters Score: Raw -2176.226599 + Penalty 72.943565 = -2103.283033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.715200 sec): 2 clusters Score: Raw -1929.670042 + Penalty 355.846087 = -1573.823955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.715450 sec): 3 clusters Score: Raw -1969.242244 + Penalty 705.756607 = -1263.485637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.715904 sec): 2 clusters Score: Raw -231.407973 + Penalty 24.235557 = -207.172417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.716117 sec): 3 clusters Score: Raw -233.412636 + Penalty 46.254918 = -187.157718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.716577 sec): 2 clusters Score: Raw -165.060514 + Penalty 37.217754 = -127.842760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.716777 sec): 3 clusters Score: Raw -161.747031 + Penalty 74.435508 = -87.311522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.717295 sec): 2 clusters Score: Raw -2166.532981 + Penalty 325.368698 = -1841.164283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.717551 sec): 3 clusters Score: Raw -2172.345078 + Penalty 642.638748 = -1529.706330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.718006 sec): 2 clusters Score: Raw -82.177902 + Penalty 0.000000 = -82.177902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.718195 sec): 2 clusters Score: Raw -82.177902 + Penalty 0.000000 = -82.177902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.718660 sec): 2 clusters Score: Raw -361.416334 + Penalty 148.727999 = -212.688335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.718874 sec): 3 clusters Score: Raw -352.484079 + Penalty 297.455997 = -55.028082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.719819 sec): 2 clusters Score: Raw -13908.882365 + Penalty 302.082820 = -13606.799545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.720317 sec): 3 clusters Score: Raw -13834.766358 + Penalty 622.788284 = -13211.978075 nChanged 40 SP:Iteration 1F (14.720810 sec): 3 clusters Score: Raw -13883.860086 + Penalty 634.997375 = -13248.862711 nChanged 14 SP:Iteration 2F (14.721302 sec): 3 clusters Score: Raw -13909.571051 + Penalty 641.534154 = -13268.036897 nChanged 6 SP:Iteration 3Q (14.721790 sec): 3 clusters Score: Raw -13915.782534 + Penalty 640.797648 = -13274.984885 nChanged 2 SP:Iteration 4Q (14.722276 sec): 3 clusters Score: Raw -13917.707449 + Penalty 640.797648 = -13276.909800 nChanged 0 SP:Iteration 5F (14.722765 sec): 3 clusters Score: Raw -13917.707449 + Penalty 640.797648 = -13276.909800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.723663 sec): 2 clusters Score: Raw -518.953560 + Penalty 146.135409 = -372.818151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.723881 sec): 3 clusters Score: Raw -517.021449 + Penalty 292.270818 = -224.750631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.724645 sec): 2 clusters Score: Raw -1009.234801 + Penalty 242.416053 = -766.818749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.724875 sec): 3 clusters Score: Raw -1047.297976 + Penalty 484.832105 = -562.465871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.725613 sec): 2 clusters Score: Raw -269.859490 + Penalty 113.964708 = -155.894782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.725809 sec): 2 clusters Score: Raw -269.859490 + Penalty 113.964708 = -155.894782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.726571 sec): 2 clusters Score: Raw -337.443827 + Penalty 110.434235 = -227.009592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.726778 sec): 3 clusters Score: Raw -335.746871 + Penalty 197.801501 = -137.945371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.727547 sec): 2 clusters Score: Raw -1235.212606 + Penalty 252.421320 = -982.791286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.727781 sec): 3 clusters Score: Raw -1245.548363 + Penalty 503.690168 = -741.858195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.728520 sec): 2 clusters Score: Raw -249.562974 + Penalty 79.042785 = -170.520189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.728728 sec): 3 clusters Score: Raw -245.863901 + Penalty 177.076987 = -68.786914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.729461 sec): 2 clusters Score: Raw -168.512845 + Penalty 55.155124 = -113.357721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.729666 sec): 3 clusters Score: Raw -165.501322 + Penalty 110.310248 = -55.191074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.730401 sec): 2 clusters Score: Raw -166.977203 + Penalty 52.397937 = -114.579267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.730605 sec): 3 clusters Score: Raw -161.551952 + Penalty 104.795873 = -56.756078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.731369 sec): 2 clusters Score: Raw -1139.745591 + Penalty 302.261390 = -837.484201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.731599 sec): 3 clusters Score: Raw -1138.564049 + Penalty 603.845847 = -534.718202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.732653 sec): 2 clusters Score: Raw -8488.286279 + Penalty 235.064324 = -8253.221955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.733066 sec): 3 clusters Score: Raw -8544.718274 + Penalty 473.135691 = -8071.582583 nChanged 32 SP:Iteration 1F (14.733471 sec): 3 clusters Score: Raw -8624.018212 + Penalty 485.242769 = -8138.775444 nChanged 13 SP:Iteration 2F (14.733878 sec): 3 clusters Score: Raw -8648.853779 + Penalty 489.289368 = -8159.564412 nChanged 4 SP:Iteration 3Q (14.734256 sec): 3 clusters Score: Raw -8655.851206 + Penalty 489.289368 = -8166.561838 nChanged 0 SP:Iteration 4F (14.734663 sec): 3 clusters Score: Raw -8655.851206 + Penalty 489.289368 = -8166.561838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.735474 sec): 2 clusters Score: Raw -1422.531512 + Penalty 308.684386 = -1113.847126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.735711 sec): 3 clusters Score: Raw -1414.816152 + Penalty 624.347984 = -790.468168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.736575 sec): 2 clusters Score: Raw -4060.973924 + Penalty 320.352499 = -3740.621425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.736867 sec): 3 clusters Score: Raw -4068.966741 + Penalty 634.326246 = -3434.640495 nChanged 6 SP:Iteration 1F (14.737175 sec): 3 clusters Score: Raw -4078.423296 + Penalty 634.326246 = -3444.097050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.737933 sec): 2 clusters Score: Raw -454.740719 + Penalty 90.527372 = -364.213347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.738139 sec): 3 clusters Score: Raw -472.967842 + Penalty 181.054745 = -291.913097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.738881 sec): 2 clusters Score: Raw -413.572196 + Penalty 114.654929 = -298.917268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.739093 sec): 3 clusters Score: Raw -416.936268 + Penalty 233.180037 = -183.756230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.739835 sec): 2 clusters Score: Raw -479.436420 + Penalty 146.993820 = -332.442600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.740048 sec): 3 clusters Score: Raw -509.934664 + Penalty 293.987641 = -215.947023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.740791 sec): 2 clusters Score: Raw -251.116531 + Penalty 61.161606 = -189.954925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.740996 sec): 3 clusters Score: Raw -244.637561 + Penalty 129.492731 = -115.144830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.741731 sec): 2 clusters Score: Raw -324.623949 + Penalty 62.719043 = -261.904906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.741933 sec): 3 clusters Score: Raw -323.823538 + Penalty 125.438085 = -198.385453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.742656 sec): 2 clusters Score: Raw -79.789342 + Penalty 0.000000 = -79.789342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.742838 sec): 2 clusters Score: Raw -79.789342 + Penalty 0.000000 = -79.789342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.743576 sec): 2 clusters Score: Raw -330.933095 + Penalty 49.238208 = -281.694887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.743782 sec): 3 clusters Score: Raw -326.205370 + Penalty 49.238208 = -276.967162 nChanged 1 SP:Iteration 1F (14.743975 sec): 2 clusters Score: Raw -330.933095 + Penalty 49.238208 = -281.694887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.744746 sec): 2 clusters Score: Raw -1324.948546 + Penalty 258.800509 = -1066.148036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.744983 sec): 3 clusters Score: Raw -1327.708860 + Penalty 516.781303 = -810.927557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.745722 sec): 2 clusters Score: Raw -327.752362 + Penalty 92.918559 = -234.833803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.745932 sec): 3 clusters Score: Raw -328.982538 + Penalty 179.361976 = -149.620561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.746678 sec): 2 clusters Score: Raw -243.619468 + Penalty 59.305595 = -184.313873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.746878 sec): 3 clusters Score: Raw -245.904357 + Penalty 122.072914 = -123.831443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.747634 sec): 2 clusters Score: Raw -402.324377 + Penalty 60.428100 = -341.896277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.747839 sec): 3 clusters Score: Raw -398.739766 + Penalty 142.930055 = -255.809711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.748645 sec): 2 clusters Score: Raw -2561.271528 + Penalty 336.172169 = -2225.099360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.748904 sec): 3 clusters Score: Raw -2576.287429 + Penalty 662.647125 = -1913.640304 nChanged 4 SP:Iteration 1F (14.749156 sec): 3 clusters Score: Raw -2586.332863 + Penalty 662.647125 = -1923.685738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.749904 sec): 2 clusters Score: Raw -423.317996 + Penalty 123.265979 = -300.052017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.750112 sec): 3 clusters Score: Raw -430.206706 + Penalty 229.853107 = -200.353599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.750944 sec): 2 clusters Score: Raw -3085.442610 + Penalty 287.106555 = -2798.336056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.751218 sec): 3 clusters Score: Raw -3090.658742 + Penalty 586.311760 = -2504.346982 nChanged 3 SP:Iteration 1F (14.751485 sec): 3 clusters Score: Raw -3097.079975 + Penalty 591.371376 = -2505.708599 nChanged 1 SP:Iteration 2Q (14.751750 sec): 3 clusters Score: Raw -3100.415439 + Penalty 591.371376 = -2509.044063 nChanged 0 SP:Iteration 3F (14.752017 sec): 3 clusters Score: Raw -3100.415439 + Penalty 591.371376 = -2509.044063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.752915 sec): 2 clusters Score: Raw -5162.738810 + Penalty 498.413387 = -4664.325423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.753224 sec): 3 clusters Score: Raw -5193.938149 + Penalty 996.538596 = -4197.399553 nChanged 5 SP:Iteration 1F (14.753527 sec): 3 clusters Score: Raw -5214.053856 + Penalty 994.965888 = -4219.087969 nChanged 2 SP:Iteration 2Q (14.753821 sec): 3 clusters Score: Raw -5221.718244 + Penalty 992.394228 = -4229.324017 nChanged 2 SP:Iteration 3Q (14.754111 sec): 3 clusters Score: Raw -5230.552099 + Penalty 992.394228 = -4238.157872 nChanged 0 SP:Iteration 4F (14.754413 sec): 3 clusters Score: Raw -5230.552099 + Penalty 992.394228 = -4238.157872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.755474 sec): 2 clusters Score: Raw -11006.217366 + Penalty 518.801324 = -10487.416042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.755898 sec): 3 clusters Score: Raw -10995.698411 + Penalty 1037.126968 = -9958.571443 nChanged 10 SP:Iteration 1F (14.756329 sec): 3 clusters Score: Raw -11019.695637 + Penalty 1037.616290 = -9982.079347 nChanged 4 SP:Iteration 2Q (14.756750 sec): 3 clusters Score: Raw -11033.391226 + Penalty 1038.096965 = -9995.294261 nChanged 2 SP:Iteration 3Q (14.757167 sec): 3 clusters Score: Raw -11037.231889 + Penalty 1039.036988 = -9998.194902 nChanged 1 SP:Iteration 4Q (14.757605 sec): 3 clusters Score: Raw -11039.859486 + Penalty 1039.036988 = -10000.822499 nChanged 0 SP:Iteration 5F (14.758027 sec): 3 clusters Score: Raw -11039.859486 + Penalty 1039.036988 = -10000.822499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.758826 sec): 2 clusters Score: Raw -163.817797 + Penalty 31.353916 = -132.463881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.759025 sec): 3 clusters Score: Raw -158.980236 + Penalty 62.707832 = -96.272404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.759790 sec): 2 clusters Score: Raw -1011.874771 + Penalty 258.983919 = -752.890852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.760019 sec): 3 clusters Score: Raw -1020.755258 + Penalty 507.469335 = -513.285923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.760773 sec): 2 clusters Score: Raw -599.999692 + Penalty 174.010368 = -425.989324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.760989 sec): 3 clusters Score: Raw -597.577804 + Penalty 320.397781 = -277.180022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.761721 sec): 2 clusters Score: Raw -259.231709 + Penalty 104.368167 = -154.863541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.761922 sec): 3 clusters Score: Raw -257.864784 + Penalty 208.736335 = -49.128449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.762677 sec): 2 clusters Score: Raw -909.873820 + Penalty 389.657982 = -520.215838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.762904 sec): 3 clusters Score: Raw -1004.692689 + Penalty 779.315964 = -225.376725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.763645 sec): 2 clusters Score: Raw -339.939964 + Penalty 116.582664 = -223.357300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.763853 sec): 3 clusters Score: Raw -341.183097 + Penalty 224.558633 = -116.624464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.764650 sec): 2 clusters Score: Raw -2154.165222 + Penalty 300.958030 = -1853.207192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.764901 sec): 3 clusters Score: Raw -2160.757788 + Penalty 601.916061 = -1558.841727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.765644 sec): 2 clusters Score: Raw -459.544245 + Penalty 172.843604 = -286.700641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.765859 sec): 3 clusters Score: Raw -448.239667 + Penalty 348.035509 = -100.204159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.766593 sec): 2 clusters Score: Raw -337.623237 + Penalty 91.187340 = -246.435898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.766798 sec): 3 clusters Score: Raw -337.256882 + Penalty 194.018404 = -143.238478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.767988 sec): 2 clusters Score: Raw -5307.381731 + Penalty 83.897873 = -5223.483859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.768343 sec): 3 clusters Score: Raw -5319.264953 + Penalty 265.842652 = -5053.422301 nChanged 20 SP:Iteration 1F (14.768683 sec): 3 clusters Score: Raw -5361.365795 + Penalty 386.676772 = -4974.689024 nChanged 4 SP:Iteration 2F (14.769022 sec): 3 clusters Score: Raw -5376.853159 + Penalty 386.676772 = -4990.176388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.769842 sec): 2 clusters Score: Raw -157.345674 + Penalty 21.396101 = -135.949572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.770032 sec): 2 clusters Score: Raw -157.345674 + Penalty 21.396101 = -135.949572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.770779 sec): 2 clusters Score: Raw -632.599056 + Penalty 19.093593 = -613.505463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.770978 sec): 3 clusters Score: Raw -646.012054 + Penalty 41.029269 = -604.982785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.771713 sec): 2 clusters Score: Raw -177.413751 + Penalty 69.611774 = -107.801977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.771906 sec): 2 clusters Score: Raw -177.413751 + Penalty 69.611774 = -107.801977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.772639 sec): 2 clusters Score: Raw -178.657031 + Penalty 71.190131 = -107.466901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.772831 sec): 2 clusters Score: Raw -178.657031 + Penalty 71.190131 = -107.466901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.773566 sec): 2 clusters Score: Raw -346.167991 + Penalty 125.974035 = -220.193956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.773774 sec): 3 clusters Score: Raw -342.419503 + Penalty 251.948070 = -90.471432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.774516 sec): 2 clusters Score: Raw -458.827107 + Penalty 164.507141 = -294.319966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.774729 sec): 3 clusters Score: Raw -448.089898 + Penalty 323.687632 = -124.402266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.775467 sec): 2 clusters Score: Raw -353.147225 + Penalty 132.448822 = -220.698402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.775680 sec): 3 clusters Score: Raw -344.714555 + Penalty 280.165148 = -64.549407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.776425 sec): 2 clusters Score: Raw -412.615497 + Penalty 29.834292 = -382.781205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.776621 sec): 3 clusters Score: Raw -433.551712 + Penalty 59.668584 = -373.883129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.777353 sec): 2 clusters Score: Raw -84.118744 + Penalty 0.000000 = -84.118744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.777561 sec): 2 clusters Score: Raw -84.118744 + Penalty 0.000000 = -84.118744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.778293 sec): 2 clusters Score: Raw -158.737806 + Penalty 42.727764 = -116.010042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.778483 sec): 2 clusters Score: Raw -158.737806 + Penalty 42.727764 = -116.010042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.779218 sec): 2 clusters Score: Raw -274.207474 + Penalty 121.764473 = -152.443000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.779424 sec): 3 clusters Score: Raw -265.134781 + Penalty 234.830794 = -30.303987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.780186 sec): 2 clusters Score: Raw -723.120527 + Penalty 190.618493 = -532.502034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.780409 sec): 3 clusters Score: Raw -715.237673 + Penalty 378.601801 = -336.635872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.781154 sec): 2 clusters Score: Raw -343.601422 + Penalty 89.609508 = -253.991915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.781365 sec): 3 clusters Score: Raw -335.845320 + Penalty 179.219016 = -156.626305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.782103 sec): 2 clusters Score: Raw -249.036678 + Penalty 87.159586 = -161.877092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.782314 sec): 3 clusters Score: Raw -245.819194 + Penalty 187.169748 = -58.649446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.783053 sec): 2 clusters Score: Raw -363.112869 + Penalty 134.255119 = -228.857750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.783267 sec): 3 clusters Score: Raw -353.504120 + Penalty 134.255119 = -219.249001 nChanged 1 SP:Iteration 1F (14.783458 sec): 2 clusters Score: Raw -363.112869 + Penalty 134.255119 = -228.857750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.784204 sec): 2 clusters Score: Raw -619.443863 + Penalty 147.676112 = -471.767752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.784424 sec): 3 clusters Score: Raw -659.848887 + Penalty 295.352223 = -364.496664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.785149 sec): 2 clusters Score: Raw -81.831036 + Penalty 0.000000 = -81.831036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.785334 sec): 2 clusters Score: Raw -81.831036 + Penalty 0.000000 = -81.831036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.786062 sec): 2 clusters Score: Raw -177.505319 + Penalty 72.430078 = -105.075241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.786255 sec): 2 clusters Score: Raw -177.505319 + Penalty 72.430078 = -105.075241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.787027 sec): 2 clusters Score: Raw -902.196041 + Penalty 153.594767 = -748.601274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.787257 sec): 3 clusters Score: Raw -914.040789 + Penalty 299.127872 = -614.912917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.787989 sec): 2 clusters Score: Raw -84.807881 + Penalty 0.000000 = -84.807881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.788177 sec): 2 clusters Score: Raw -84.807881 + Penalty 0.000000 = -84.807881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.788911 sec): 2 clusters Score: Raw -325.631347 + Penalty 65.505010 = -260.126337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.789119 sec): 3 clusters Score: Raw -323.328676 + Penalty 132.712870 = -190.615806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.789845 sec): 2 clusters Score: Raw -167.072031 + Penalty 37.083924 = -129.988108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.790029 sec): 2 clusters Score: Raw -167.072031 + Penalty 37.083924 = -129.988108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.790768 sec): 2 clusters Score: Raw -252.130152 + Penalty 51.141611 = -200.988542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.790972 sec): 3 clusters Score: Raw -245.822160 + Penalty 98.624665 = -147.197495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.791710 sec): 2 clusters Score: Raw -262.959602 + Penalty 91.813457 = -171.146145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.791918 sec): 3 clusters Score: Raw -254.756715 + Penalty 190.410789 = -64.345926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.792668 sec): 2 clusters Score: Raw -665.423900 + Penalty 212.667751 = -452.756149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.792888 sec): 3 clusters Score: Raw -650.746370 + Penalty 425.107827 = -225.638543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.793622 sec): 2 clusters Score: Raw -270.445326 + Penalty 109.944912 = -160.500414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.793833 sec): 3 clusters Score: Raw -259.909420 + Penalty 217.943106 = -41.966314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.794565 sec): 2 clusters Score: Raw -177.236524 + Penalty 65.168336 = -112.068187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.794767 sec): 3 clusters Score: Raw -167.449496 + Penalty 130.336673 = -37.112823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.795501 sec): 2 clusters Score: Raw -273.475499 + Penalty 117.681829 = -155.793670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.795696 sec): 2 clusters Score: Raw -273.475499 + Penalty 117.681829 = -155.793670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.796437 sec): 2 clusters Score: Raw -83.928484 + Penalty 0.000000 = -83.928484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.796624 sec): 2 clusters Score: Raw -83.928484 + Penalty 0.000000 = -83.928484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.797347 sec): 2 clusters Score: Raw -82.783257 + Penalty 0.000000 = -82.783257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.797532 sec): 2 clusters Score: Raw -82.783257 + Penalty 0.000000 = -82.783257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.798265 sec): 2 clusters Score: Raw -356.315268 + Penalty 115.365067 = -240.950202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.798473 sec): 3 clusters Score: Raw -346.554304 + Penalty 230.730133 = -115.824170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.799199 sec): 2 clusters Score: Raw -311.824280 + Penalty 19.778461 = -292.045819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.799385 sec): 2 clusters Score: Raw -311.824280 + Penalty 19.778461 = -292.045819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.800132 sec): 2 clusters Score: Raw -623.165835 + Penalty 167.953661 = -455.212174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.800351 sec): 3 clusters Score: Raw -615.929212 + Penalty 334.839220 = -281.089992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.801084 sec): 2 clusters Score: Raw -84.433132 + Penalty 0.000000 = -84.433132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.801274 sec): 2 clusters Score: Raw -84.433132 + Penalty 0.000000 = -84.433132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.801997 sec): 2 clusters Score: Raw -83.135301 + Penalty 0.000000 = -83.135301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.802184 sec): 2 clusters Score: Raw -83.135301 + Penalty 0.000000 = -83.135301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.802922 sec): 2 clusters Score: Raw -366.683269 + Penalty 146.485674 = -220.197596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.803138 sec): 3 clusters Score: Raw -354.472872 + Penalty 292.971347 = -61.501525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.804050 sec): 2 clusters Score: Raw -4340.603402 + Penalty 26.019538 = -4314.583865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.804323 sec): 3 clusters Score: Raw -4349.111985 + Penalty 303.628286 = -4045.483699 nChanged 23 SP:Iteration 1F (14.804565 sec): 3 clusters Score: Raw -4393.778395 + Penalty 303.628286 = -4090.150109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.805348 sec): 2 clusters Score: Raw -83.313249 + Penalty 0.000000 = -83.313249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.805538 sec): 2 clusters Score: Raw -83.313249 + Penalty 0.000000 = -83.313249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.806289 sec): 2 clusters Score: Raw -81.382286 + Penalty 0.000000 = -81.382286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.806472 sec): 2 clusters Score: Raw -81.382286 + Penalty 0.000000 = -81.382286 nChanged 0 Deleting Class 77 (11 points): Lose 563.593901 but Gain 1660.099411 Iteration 20F (16.293129 sec): 119 clusters Score: Raw -2165615.851561 + Penalty 90786.793274 = -2074829.058287 nChanged 240 Deleting Class 52 (12 points): Lose 161.510574 but Gain 1242.662885 Iteration 21Q (16.427855 sec): 118 clusters Score: Raw -2165611.040205 + Penalty 89696.416641 = -2075914.623563 nChanged 97 Deleting Class 128 (3 points): Lose 13.701300 but Gain 1094.323407 Iteration 22Q (16.554776 sec): 117 clusters Score: Raw -2165767.062512 + Penalty 88656.908075 = -2077110.154436 nChanged 70 Deleting Class 119 (1 points): Lose 6.483754 but Gain 1085.886839 Iteration 23Q (16.679744 sec): 116 clusters Score: Raw -2165816.113570 + Penalty 87576.391965 = -2078239.721605 nChanged 47 Deleting Class 100 (3 points): Lose 58.600215 but Gain 1132.287914 Iteration 24Q (16.800861 sec): 115 clusters Score: Raw -2165791.956546 + Penalty 86443.321449 = -2079348.635097 nChanged 31 Deleting Class 146 (4 points): Lose 13.289587 but Gain 1079.494480 Iteration 25Q (16.921908 sec): 114 clusters Score: Raw -2165815.820501 + Penalty 85397.481691 = -2080418.338810 nChanged 26 Deleting Class 54 (17 points): Lose 108.399584 but Gain 1170.353019 Iteration 26Q (17.040196 sec): 113 clusters Score: Raw -2165762.694821 + Penalty 84349.809258 = -2081412.885563 nChanged 41 Deleting Class 40 (4 points): Lose 37.041765 but Gain 1096.018809 Iteration 27Q (17.161203 sec): 112 clusters Score: Raw -2165806.417446 + Penalty 83272.088940 = -2082534.328506 nChanged 40 Deleting Class 81 (5 points): Lose 39.179106 but Gain 1097.134360 Iteration 28Q (17.279957 sec): 111 clusters Score: Raw -2165823.870934 + Penalty 82259.642108 = -2083564.228826 nChanged 32 Deleting Class 124 (8 points): Lose 61.466272 but Gain 1116.806031 Iteration 29Q (17.401256 sec): 110 clusters Score: Raw -2165804.717383 + Penalty 81202.677901 = -2084602.039482 nChanged 26 Deleting Class 46 (3 points): Lose 6.640813 but Gain 1059.757892 Iteration 30F (18.750345 sec): 109 clusters Score: Raw -2165871.433756 + Penalty 80139.359275 = -2085732.074481 nChanged 14 Deleting Class 116 (2 points): Lose 23.652729 but Gain 1067.515580 Iteration 31Q (18.866622 sec): 108 clusters Score: Raw -2165871.481526 + Penalty 79071.438485 = -2086800.043041 nChanged 7 Deleting Class 35 (22 points): Lose 137.398913 but Gain 1176.082953 Iteration 32Q (18.980909 sec): 107 clusters Score: Raw -2165744.475263 + Penalty 77998.327370 = -2087746.147893 nChanged 25 Deleting Class 144 (1 points): Lose 3.486189 but Gain 1032.866314 Iteration 33Q (19.097978 sec): 106 clusters Score: Raw -2165804.492028 + Penalty 76967.828751 = -2088836.663277 nChanged 9 Deleting Class 88 (2 points): Lose 4.598760 but Gain 1025.977817 Iteration 34Q (19.213215 sec): 105 clusters Score: Raw -2165804.133411 + Penalty 75961.726621 = -2089842.406790 nChanged 5 Deleting Class 125 (3 points): Lose 19.765878 but Gain 1022.377804 Iteration 35Q (19.326830 sec): 104 clusters Score: Raw -2165792.997500 + Penalty 74937.939740 = -2090855.057760 nChanged 4 Deleting Class 74 (11 points): Lose 103.986117 but Gain 1103.375450 Iteration 36Q (19.440294 sec): 103 clusters Score: Raw -2165698.927625 + Penalty 73877.251486 = -2091821.676139 nChanged 15 Deleting Class 95 (6 points): Lose 41.312541 but Gain 1028.944834 Iteration 37Q (19.554861 sec): 102 clusters Score: Raw -2165701.209772 + Penalty 72922.249319 = -2092778.960453 nChanged 10 Deleting Class 107 (4 points): Lose 4.733954 but Gain 989.364052 Iteration 38Q (19.669052 sec): 101 clusters Score: Raw -2165760.331654 + Penalty 71937.272844 = -2093823.058810 nChanged 10 Deleting Class 32 (8 points): Lose 35.553629 but Gain 998.752181 Iteration 39Q (19.781424 sec): 100 clusters Score: Raw -2165736.499676 + Penalty 70963.485459 = -2094773.014217 nChanged 10 Deleting Class 64 (22 points): Lose 91.835287 but Gain 1045.679441 Iteration 40F (21.003104 sec): 99 clusters Score: Raw -2165663.923807 + Penalty 69993.602208 = -2095670.321598 nChanged 27 Deleting Class 98 (1 points): Lose 4.361309 but Gain 956.062954 Iteration 41Q (21.116655 sec): 98 clusters Score: Raw -2165701.680677 + Penalty 69051.102127 = -2096650.578550 nChanged 8 Deleting Class 149 (1 points): Lose 0.995113 but Gain 950.784809 Iteration 42Q (21.228180 sec): 97 clusters Score: Raw -2165705.620216 + Penalty 68050.715526 = -2097654.904689 nChanged 7 Deleting Class 127 (2 points): Lose 13.102804 but Gain 960.487913 Iteration 43Q (21.341377 sec): 96 clusters Score: Raw -2165698.874053 + Penalty 67130.871873 = -2098568.002180 nChanged 6 Deleting Class 44 (12 points): Lose 68.466169 but Gain 996.625574 Iteration 44Q (21.454243 sec): 95 clusters Score: Raw -2165636.711587 + Penalty 66163.930875 = -2099472.780712 nChanged 14 Deleting Class 48 (14 points): Lose 69.974523 but Gain 994.909944 Iteration 45Q (21.565561 sec): 94 clusters Score: Raw -2165596.779433 + Penalty 65200.653739 = -2100396.125695 nChanged 17 Deleting Class 71 (58 points): Lose 351.388190 but Gain 1271.507736 Iteration 46Q (21.676285 sec): 93 clusters Score: Raw -2165274.179926 + Penalty 64068.836226 = -2101205.343701 nChanged 61 Deleting Class 93 (2 points): Lose 132.490553 but Gain 1049.240532 Iteration 47Q (21.787674 sec): 92 clusters Score: Raw -2165333.637759 + Penalty 63059.988433 = -2102273.649327 nChanged 24 Deleting Class 38 (27 points): Lose 125.504411 but Gain 1041.540208 Iteration 48Q (21.896592 sec): 91 clusters Score: Raw -2165274.183857 + Penalty 62038.494205 = -2103235.689652 nChanged 40 Deleting Class 102 (10 points): Lose 46.350005 but Gain 955.936419 Iteration 49Q (22.005091 sec): 90 clusters Score: Raw -2165303.448671 + Penalty 61090.404871 = -2104213.043800 nChanged 25 Deleting Class 96 (4 points): Lose 75.139322 but Gain 976.052941 Iteration 50F (23.105058 sec): 89 clusters Score: Raw -2165266.194951 + Penalty 60124.873482 = -2105141.321469 nChanged 13 Deleting Class 22 (19 points): Lose 53.321793 but Gain 951.074630 Iteration 51Q (23.212540 sec): 88 clusters Score: Raw -2165267.173340 + Penalty 59195.058119 = -2106072.115221 nChanged 26 Deleting Class 28 (14 points): Lose 74.775579 but Gain 955.715400 Iteration 52Q (23.319952 sec): 87 clusters Score: Raw -2165230.533620 + Penalty 58300.404143 = -2106930.129476 nChanged 25 Deleting Class 131 (1 points): Lose 52.799598 but Gain 931.525675 Iteration 53Q (23.429270 sec): 86 clusters Score: Raw -2165219.741242 + Penalty 57366.584860 = -2107853.156383 nChanged 8 Deleting Class 31 (10 points): Lose 33.450571 but Gain 902.961364 Iteration 54Q (23.536452 sec): 85 clusters Score: Raw -2165211.927626 + Penalty 56489.995177 = -2108721.932449 nChanged 15 Deleting Class 68 (27 points): Lose 183.557751 but Gain 1042.021737 Iteration 55Q (23.642855 sec): 84 clusters Score: Raw -2165043.207022 + Penalty 55488.335724 = -2109554.871298 nChanged 34 Deleting Class 30 (27 points): Lose 145.390019 but Gain 1002.458569 Iteration 56Q (23.748786 sec): 83 clusters Score: Raw -2164964.952030 + Penalty 54574.121940 = -2110390.830090 nChanged 42 Deleting Class 94 (5 points): Lose 114.443422 but Gain 972.704584 Iteration 57Q (23.853764 sec): 82 clusters Score: Raw -2164932.097537 + Penalty 53607.457300 = -2111324.640237 nChanged 22 Deleting Class 80 (26 points): Lose 117.523759 but Gain 957.024929 Iteration 58Q (23.958047 sec): 81 clusters Score: Raw -2164843.163988 + Penalty 52681.457284 = -2112161.706704 nChanged 41 Deleting Class 75 (7 points): Lose 74.471571 but Gain 913.551580 Iteration 59Q (24.063955 sec): 80 clusters Score: Raw -2164823.268730 + Penalty 51788.064728 = -2113035.204002 nChanged 26 Deleting Class 123 (3 points): Lose 30.743313 but Gain 853.773392 Iteration 60F (25.030966 sec): 79 clusters Score: Raw -2164825.215898 + Penalty 50936.045404 = -2113889.170494 nChanged 24 Deleting Class 33 (24 points): Lose 121.606461 but Gain 933.110105 Iteration 61Q (25.138326 sec): 78 clusters Score: Raw -2164725.020523 + Penalty 50008.059218 = -2114716.961305 nChanged 40 Deleting Class 141 (7 points): Lose 78.302262 but Gain 881.753968 Iteration 62Q (25.244538 sec): 77 clusters Score: Raw -2164692.522622 + Penalty 49152.236900 = -2115540.285722 nChanged 24 Deleting Class 133 (4 points): Lose 50.840955 but Gain 850.157899 Iteration 63Q (25.351174 sec): 76 clusters Score: Raw -2164661.229380 + Penalty 48311.640375 = -2116349.589005 nChanged 21 Deleting Class 42 (6 points): Lose 33.934365 but Gain 833.213852 Iteration 64Q (25.455669 sec): 75 clusters Score: Raw -2164649.178913 + Penalty 47482.066118 = -2117167.112795 nChanged 26 Deleting Class 106 (3 points): Lose 21.534666 but Gain 810.497043 Iteration 65Q (25.559884 sec): 74 clusters Score: Raw -2164656.068945 + Penalty 46673.787157 = -2117982.281788 nChanged 16 Deleting Class 50 (2 points): Lose 25.849285 but Gain 812.907509 Iteration 66Q (25.663647 sec): 73 clusters Score: Raw -2164644.663065 + Penalty 45875.158023 = -2118769.505042 nChanged 20 Deleting Class 39 (1 points): Lose 31.013151 but Gain 805.267922 Iteration 67Q (25.768247 sec): 72 clusters Score: Raw -2164640.271636 + Penalty 45077.258580 = -2119563.013056 nChanged 17 Deleting Class 51 (2 points): Lose 5.638070 but Gain 772.270515 Iteration 68Q (25.872813 sec): 71 clusters Score: Raw -2164651.074490 + Penalty 44308.663305 = -2120342.411185 nChanged 15 Deleting Class 47 (5 points): Lose 57.865308 but Gain 815.827634 Iteration 69Q (25.975128 sec): 70 clusters Score: Raw -2164613.151445 + Penalty 43483.854422 = -2121129.297024 nChanged 20 Deleting Class 70 (46 points): Lose 129.483059 but Gain 873.846405 Iteration 70F (26.824702 sec): 69 clusters Score: Raw -2164520.790169 + Penalty 42610.747809 = -2121910.042360 nChanged 53 Deleting Class 76 (3 points): Lose 253.758061 but Gain 970.519656 Iteration 71Q (26.923970 sec): 68 clusters Score: Raw -2164351.341089 + Penalty 41628.840277 = -2122722.500812 nChanged 28 Deleting Class 145 (1 points): Lose 80.348983 but Gain 788.999482 Iteration 72Q (27.023213 sec): 67 clusters Score: Raw -2164292.536326 + Penalty 40821.022003 = -2123471.514322 nChanged 21 Deleting Class 17 (76 points): Lose 239.480891 but Gain 944.037014 Iteration 73Q (27.120894 sec): 66 clusters Score: Raw -2164066.799469 + Penalty 39886.204100 = -2124180.595369 nChanged 94 Deleting Class 132 (1 points): Lose 31.088273 but Gain 718.981412 Iteration 74Q (27.220334 sec): 65 clusters Score: Raw -2164174.364662 + Penalty 39229.467261 = -2124944.897401 nChanged 29 Deleting Class 20 (5 points): Lose 92.927414 but Gain 773.223666 Iteration 75Q (27.317630 sec): 64 clusters Score: Raw -2164130.108894 + Penalty 38434.662103 = -2125695.446791 nChanged 27 Deleting Class 69 (5 points): Lose 103.492578 but Gain 782.437635 Iteration 76Q (27.415380 sec): 63 clusters Score: Raw -2164057.542580 + Penalty 37695.831814 = -2126361.710765 nChanged 26 Deleting Class 105 (5 points): Lose 31.059236 but Gain 685.342109 Iteration 77Q (27.514171 sec): 62 clusters Score: Raw -2164083.286794 + Penalty 37016.081361 = -2127067.205433 nChanged 14 Deleting Class 58 (3 points): Lose 30.462506 but Gain 678.646149 Iteration 78Q (27.609670 sec): 61 clusters Score: Raw -2164066.821445 + Penalty 36345.366391 = -2127721.455054 nChanged 12 Deleting Class 49 (3 points): Lose 91.054083 but Gain 735.018908 Iteration 79Q (27.704468 sec): 60 clusters Score: Raw -2163986.235992 + Penalty 35712.854402 = -2128273.381590 nChanged 10 Deleting Class 79 (4 points): Lose 236.124652 but Gain 859.130722 Iteration 80F (28.432909 sec): 59 clusters Score: Raw -2163761.740491 + Penalty 34920.886127 = -2128840.854365 nChanged 9 Deleting Class 65 (5 points): Lose 62.104971 but Gain 659.562704 Iteration 81Q (28.528883 sec): 58 clusters Score: Raw -2163746.303458 + Penalty 34283.158071 = -2129463.145387 nChanged 7 Deleting Class 118 (12 points): Lose 69.529870 but Gain 658.557265 Iteration 82Q (28.623241 sec): 57 clusters Score: Raw -2163690.382140 + Penalty 33624.982561 = -2130065.399578 nChanged 12 Deleting Class 114 (1 points): Lose 77.930267 but Gain 656.531552 Iteration 83Q (28.715989 sec): 56 clusters Score: Raw -2163632.597978 + Penalty 32957.150761 = -2130675.447217 nChanged 6 Deleting Class 16 (37 points): Lose 573.411853 but Gain 1149.872644 Iteration 84Q (28.810599 sec): 55 clusters Score: Raw -2163063.010195 + Penalty 31967.100647 = -2131095.909548 nChanged 39 Deleting Class 60 (3 points): Lose 9.416946 but Gain 568.741812 Iteration 85Q (28.902443 sec): 54 clusters Score: Raw -2163338.701522 + Penalty 31444.066529 = -2131894.634993 nChanged 22 Deleting Class 99 (2 points): Lose 73.022441 but Gain 629.746022 Iteration 86Q (28.994301 sec): 53 clusters Score: Raw -2163313.248453 + Penalty 30827.240024 = -2132486.008429 nChanged 14 Deleting Class 23 (25 points): Lose 169.056457 but Gain 708.404345 Iteration 87Q (29.087131 sec): 52 clusters Score: Raw -2163214.583306 + Penalty 30126.544052 = -2133088.039254 nChanged 33 Deleting Class 82 (4 points): Lose 165.897477 but Gain 704.455449 Iteration 88Q (29.180569 sec): 51 clusters Score: Raw -2163132.926248 + Penalty 29472.204994 = -2133660.721254 nChanged 14 Deleting Class 56 (139 points): Lose 479.896269 but Gain 999.214114 Iteration 89Q (29.272178 sec): 50 clusters Score: Raw -2162733.685811 + Penalty 28521.540553 = -2134212.145258 nChanged 152 Deleting Class 37 (2 points): Lose 48.881907 but Gain 548.536374 Iteration 90F (29.883549 sec): 49 clusters Score: Raw -2162885.434880 + Penalty 27985.626041 = -2134899.808839 nChanged 37 Deleting Class 150 (1 points): Lose 9.693087 but Gain 473.772809 Iteration 91Q (29.972980 sec): 48 clusters Score: Raw -2162959.143828 + Penalty 27522.082439 = -2135437.061388 nChanged 27 Deleting Class 120 (3 points): Lose 15.738835 but Gain 476.450607 Iteration 92Q (30.063064 sec): 47 clusters Score: Raw -2162990.438905 + Penalty 27053.245527 = -2135937.193378 nChanged 22 Deleting Class 122 (3 points): Lose 16.622811 but Gain 475.565870 Iteration 93Q (30.152121 sec): 46 clusters Score: Raw -2163003.483210 + Penalty 26586.013334 = -2136417.469876 nChanged 30 Deleting Class 73 (2 points): Lose 10.548760 but Gain 462.111802 Iteration 94Q (30.239706 sec): 45 clusters Score: Raw -2163006.557116 + Penalty 26121.971065 = -2136884.586051 nChanged 23 Deleting Class 43 (82 points): Lose 720.099504 but Gain 1171.073130 Iteration 95Q (30.327470 sec): 44 clusters Score: Raw -2162296.280872 + Penalty 25041.867766 = -2137254.413106 nChanged 93 Deleting Class 67 (6 points): Lose 56.491248 but Gain 501.012479 Iteration 96Q (30.416772 sec): 43 clusters Score: Raw -2162707.259947 + Penalty 24557.397095 = -2138149.862852 nChanged 25 Deleting Class 121 (2 points): Lose 112.649177 but Gain 546.563905 Iteration 97Q (30.504251 sec): 42 clusters Score: Raw -2162649.428786 + Penalty 23997.539599 = -2138651.889188 nChanged 17 Deleting Class 59 (6 points): Lose 409.566663 but Gain 838.108218 Iteration 98Q (30.590179 sec): 41 clusters Score: Raw -2162262.531857 + Penalty 23158.076956 = -2139104.454901 nChanged 15 Deleting Class 21 (23 points): Lose 142.922406 but Gain 554.132203 Iteration 99Q (30.675828 sec): 40 clusters Score: Raw -2162165.825982 + Penalty 22604.266103 = -2139561.559879 nChanged 36 Deleting Class 10 (140 points): Lose 511.368654 but Gain 920.037911 Iteration 100F (31.174790 sec): 39 clusters Score: Raw -2161748.158240 + Penalty 21708.914614 = -2140039.243627 nChanged 161 Deleting Class 66 (3 points): Lose 182.468807 but Gain 551.482768 Iteration 101Q (31.262325 sec): 38 clusters Score: Raw -2161830.590903 + Penalty 21151.646898 = -2140678.944005 nChanged 57 Deleting Class 61 (4 points): Lose 100.753179 but Gain 462.194415 Iteration 102Q (31.348208 sec): 37 clusters Score: Raw -2161778.413824 + Penalty 20702.546847 = -2141075.866978 nChanged 49 Deleting Class 63 (4 points): Lose 25.071607 but Gain 362.850321 Iteration 103Q (31.431692 sec): 36 clusters Score: Raw -2161822.182882 + Penalty 20348.389295 = -2141473.793587 nChanged 39 Deleting Class 57 (10 points): Lose 321.739640 but Gain 615.949134 Iteration 104Q (31.518350 sec): 35 clusters Score: Raw -2161539.297057 + Penalty 19725.469791 = -2141813.827266 nChanged 35 Deleting Class 5 (95 points): Lose 268.954614 but Gain 548.937189 Iteration 105Q (31.601186 sec): 34 clusters Score: Raw -2161397.535444 + Penalty 19174.891331 = -2142222.644113 nChanged 114 Deleting Class 85 (2 points): Lose 35.905704 but Gain 315.347880 Iteration 106Q (31.685200 sec): 33 clusters Score: Raw -2161495.040932 + Penalty 18861.213871 = -2142633.827061 nChanged 32 Deleting Class 27 (5 points): Lose 167.339087 but Gain 443.072669 Iteration 107Q (31.767511 sec): 32 clusters Score: Raw -2161353.541858 + Penalty 18421.589432 = -2142931.952425 nChanged 31 Deleting Class 62 (1 points): Lose 75.958788 but Gain 341.150101 Iteration 108Q (31.848615 sec): 31 clusters Score: Raw -2161326.489148 + Penalty 18074.840661 = -2143251.648486 nChanged 18 Deleting Class 108 (8 points): Lose 466.730397 but Gain 725.511437 Iteration 109Q (31.929088 sec): 30 clusters Score: Raw -2160865.891684 + Penalty 17351.754266 = -2143514.137419 nChanged 23 Deleting Class 41 (207 points): Lose 418.812965 but Gain 657.532930 Iteration 110F (32.315111 sec): 29 clusters Score: Raw -2160534.636910 + Penalty 16695.754413 = -2143838.882497 nChanged 222 Deleting Class 14 (247 points): Lose 969.350738 but Gain 1131.266131 Iteration 111Q (32.400064 sec): 28 clusters Score: Raw -2159894.784193 + Penalty 15637.063394 = -2144257.720799 nChanged 316 Deleting Class 36 (3 points): Lose 69.716576 but Gain 225.366456 Iteration 112Q (32.484884 sec): 27 clusters Score: Raw -2160435.858749 + Penalty 15416.360424 = -2145019.498325 nChanged 84 Deleting Class 29 (3 points): Lose 228.134658 but Gain 300.440691 Iteration 113Q (32.563994 sec): 26 clusters Score: Raw -2160277.467018 + Penalty 15078.928152 = -2145198.538865 nChanged 58 Deleting Class 138 (5 points): Lose 87.024927 but Gain 130.065558 Iteration 114Q (32.644794 sec): 25 clusters Score: Raw -2160227.951501 + Penalty 14929.417198 = -2145298.534304 nChanged 48 Iteration 115Q (32.724526 sec): 25 clusters Score: Raw -2160278.539539 + Penalty 14921.346634 = -2145357.192905 nChanged 45 Iteration 116Q (32.805437 sec): 25 clusters Score: Raw -2160313.036840 + Penalty 14918.692660 = -2145394.344180 nChanged 43 Iteration 117Q (32.886534 sec): 25 clusters Score: Raw -2160338.593348 + Penalty 14913.212392 = -2145425.380955 nChanged 38 Iteration 118Q (32.966596 sec): 25 clusters Score: Raw -2160354.676224 + Penalty 14902.527213 = -2145452.149011 nChanged 47 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2160354.676224 + Penalty 14902.527213 = -2145452.149011Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (8031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.054917 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.069344 sec): 3 clusters Score: Raw -640780.945896 + Penalty 156.078461 = -640624.867435 nChanged 3869 SP:Iteration 1F (33.084011 sec): 3 clusters Score: Raw -643996.413147 + Penalty 158.736278 = -643837.676869 nChanged 592 SP:Iteration 2F (33.098618 sec): 3 clusters Score: Raw -644418.358190 + Penalty 162.348395 = -644256.009795 nChanged 566 SP:Iteration 3F (33.112859 sec): 3 clusters Score: Raw -644822.788391 + Penalty 164.890678 = -644657.897713 nChanged 434 SP:Iteration 4F (33.127227 sec): 3 clusters Score: Raw -645052.680009 + Penalty 167.438431 = -644885.241578 nChanged 263 SP:Iteration 5Q (33.140795 sec): 3 clusters Score: Raw -645169.723045 + Penalty 170.031287 = -644999.691758 nChanged 175 SP:Iteration 6Q (33.154625 sec): 3 clusters Score: Raw -645248.059936 + Penalty 172.762690 = -645075.297246 nChanged 152 SP:Iteration 7Q (33.167686 sec): 3 clusters Score: Raw -645318.208374 + Penalty 176.013974 = -645142.194400 nChanged 144 SP:Iteration 8Q (33.180802 sec): 3 clusters Score: Raw -645395.329512 + Penalty 179.978621 = -645215.350891 nChanged 148 SP:Iteration 9Q (33.194223 sec): 3 clusters Score: Raw -645474.340917 + Penalty 184.800281 = -645289.540636 nChanged 135 SP:Iteration 10F (33.208425 sec): 3 clusters Score: Raw -645545.592252 + Penalty 188.647428 = -645356.944824 nChanged 117 SP:Iteration 11Q (33.221190 sec): 3 clusters Score: Raw -645604.421727 + Penalty 191.010665 = -645413.411062 nChanged 104 SP:Iteration 12Q (33.233508 sec): 3 clusters Score: Raw -645658.321409 + Penalty 194.649880 = -645463.671529 nChanged 106 SP:Iteration 13Q (33.245881 sec): 3 clusters Score: Raw -645713.614676 + Penalty 198.295865 = -645515.318811 nChanged 101 SP:Iteration 14Q (33.258770 sec): 3 clusters Score: Raw -645764.734444 + Penalty 200.460174 = -645564.274270 nChanged 93 SP:Iteration 15Q (33.270856 sec): 3 clusters Score: Raw -645811.774199 + Penalty 202.535955 = -645609.238244 nChanged 78 SP:Iteration 16Q (33.282963 sec): 3 clusters Score: Raw -645847.240800 + Penalty 203.196362 = -645644.044437 nChanged 68 SP:Iteration 17Q (33.295350 sec): 3 clusters Score: Raw -645881.868559 + Penalty 203.958418 = -645677.910141 nChanged 72 SP:Iteration 18Q (33.307017 sec): 3 clusters Score: Raw -645922.375685 + Penalty 204.066335 = -645718.309349 nChanged 66 SP:Iteration 19Q (33.319093 sec): 3 clusters Score: Raw -645955.549650 + Penalty 206.346885 = -645749.202766 nChanged 57 SP:Iteration 20F (33.333188 sec): 3 clusters Score: Raw -645983.006815 + Penalty 207.235607 = -645775.771208 nChanged 45 SP:Iteration 21Q (33.344697 sec): 3 clusters Score: Raw -646002.301381 + Penalty 207.760886 = -645794.540495 nChanged 45 SP:Iteration 22Q (33.356596 sec): 3 clusters Score: Raw -646021.596547 + Penalty 209.555052 = -645812.041495 nChanged 39 SP:Iteration 23Q (33.367977 sec): 3 clusters Score: Raw -646034.944067 + Penalty 207.018216 = -645827.925851 nChanged 28 SP:Iteration 24Q (33.379478 sec): 3 clusters Score: Raw -646044.727569 + Penalty 210.024438 = -645834.703131 nChanged 22 SP:Iteration 25Q (33.390929 sec): 3 clusters Score: Raw -646050.553752 + Penalty 209.783204 = -645840.770548 nChanged 13 SP:Iteration 26Q (33.402830 sec): 3 clusters Score: Raw -646052.962987 + Penalty 207.893615 = -645845.069372 nChanged 7 SP:Iteration 27Q (33.414220 sec): 3 clusters Score: Raw -646054.139196 + Penalty 209.154098 = -645844.985097 nChanged 8 SP:Iteration 28F (33.428574 sec): 3 clusters Score: Raw -646055.085981 + Penalty 209.701559 = -645845.384421 nChanged 4 SP:Iteration 29Q (33.440072 sec): 3 clusters Score: Raw -646055.457709 + Penalty 210.563936 = -645844.893774 nChanged 4 SP:Iteration 30F (33.455087 sec): 3 clusters Score: Raw -646055.903478 + Penalty 210.912025 = -645844.991453 nChanged 4 SP:Iteration 31Q (33.466890 sec): 3 clusters Score: Raw -646056.490334 + Penalty 209.987306 = -645846.503028 nChanged 3 SP:Iteration 32Q (33.478080 sec): 3 clusters Score: Raw -646057.333776 + Penalty 210.517596 = -645846.816181 nChanged 2 SP:Iteration 33Q (33.489877 sec): 3 clusters Score: Raw -646057.499318 + Penalty 210.215377 = -645847.283941 nChanged 2 SP:Iteration 34Q (33.501621 sec): 3 clusters Score: Raw -646057.944888 + Penalty 210.846360 = -645847.098528 nChanged 3 SP:Iteration 35F (33.516309 sec): 3 clusters Score: Raw -646058.258368 + Penalty 211.721441 = -645846.536928 nChanged 3 SP:Iteration 36F (33.530679 sec): 3 clusters Score: Raw -646058.449765 + Penalty 212.653785 = -645845.795980 nChanged 4 SP:Iteration 37F (33.544927 sec): 3 clusters Score: Raw -646058.870457 + Penalty 212.545622 = -645846.324835 nChanged 2 SP:Iteration 38Q (33.556790 sec): 3 clusters Score: Raw -646059.044133 + Penalty 212.545622 = -645846.498511 nChanged 0 SP:Iteration 39F (33.570876 sec): 3 clusters Score: Raw -646059.044133 + Penalty 212.545622 = -645846.498511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.575745 sec): 2 clusters Score: Raw -14794.104781 + Penalty 538.576984 = -14255.527796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.576295 sec): 3 clusters Score: Raw -14758.104453 + Penalty 1076.386548 = -13681.717905 nChanged 29 SP:Iteration 1F (33.576804 sec): 3 clusters Score: Raw -14797.998207 + Penalty 1081.959381 = -13716.038826 nChanged 10 SP:Iteration 2F (33.577311 sec): 3 clusters Score: Raw -14814.249616 + Penalty 1091.341125 = -13722.908490 nChanged 8 SP:Iteration 3Q (33.577805 sec): 3 clusters Score: Raw -14831.746714 + Penalty 1099.185153 = -13732.561561 nChanged 5 SP:Iteration 4Q (33.578297 sec): 3 clusters Score: Raw -14842.206353 + Penalty 1103.155928 = -13739.050425 nChanged 3 SP:Iteration 5Q (33.578790 sec): 3 clusters Score: Raw -14850.265056 + Penalty 1103.155928 = -13747.109128 nChanged 0 SP:Iteration 6F (33.579291 sec): 3 clusters Score: Raw -14850.265056 + Penalty 1103.155928 = -13747.109128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.582699 sec): 2 clusters Score: Raw -66181.430135 + Penalty 180.441752 = -66000.988382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.584392 sec): 3 clusters Score: Raw -65717.104554 + Penalty 373.191624 = -65343.912931 nChanged 323 SP:Iteration 1F (33.585983 sec): 3 clusters Score: Raw -66034.897917 + Penalty 370.087081 = -65664.810836 nChanged 76 SP:Iteration 2F (33.587581 sec): 3 clusters Score: Raw -66115.661210 + Penalty 382.500984 = -65733.160226 nChanged 35 SP:Iteration 3Q (33.589163 sec): 3 clusters Score: Raw -66158.580088 + Penalty 372.584529 = -65785.995559 nChanged 15 SP:Iteration 4Q (33.590675 sec): 3 clusters Score: Raw -66173.722912 + Penalty 330.515850 = -65843.207063 nChanged 7 SP:Iteration 5Q (33.592132 sec): 3 clusters Score: Raw -66178.460622 + Penalty 349.219176 = -65829.241446 nChanged 1 SP:Iteration 6F (33.593629 sec): 3 clusters Score: Raw -66178.639825 + Penalty 391.393768 = -65787.246058 nChanged 2 SP:Iteration 7F (33.595084 sec): 3 clusters Score: Raw -66179.328160 + Penalty 180.441752 = -65998.886407 nChanged 1 SP:Iteration 8Q (33.596493 sec): 2 clusters Score: Raw -66181.430135 + Penalty 180.441752 = -66000.988382 nChanged 0 SP:Iteration 9F (33.597953 sec): 2 clusters Score: Raw -66181.430135 + Penalty 180.441752 = -66000.988382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.605803 sec): 2 clusters Score: Raw -124981.936387 + Penalty 465.572933 = -124516.363454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.608641 sec): 3 clusters Score: Raw -124154.446752 + Penalty 932.352738 = -123222.094014 nChanged 601 SP:Iteration 1F (33.611451 sec): 3 clusters Score: Raw -124542.048018 + Penalty 928.690007 = -123613.358012 nChanged 168 SP:Iteration 2F (33.614340 sec): 3 clusters Score: Raw -124690.635617 + Penalty 917.594555 = -123773.041063 nChanged 131 SP:Iteration 3F (33.617258 sec): 3 clusters Score: Raw -124805.318782 + Penalty 905.558368 = -123899.760414 nChanged 94 SP:Iteration 4F (33.620030 sec): 3 clusters Score: Raw -124878.340385 + Penalty 889.687043 = -123988.653343 nChanged 67 SP:Iteration 5Q (33.622728 sec): 3 clusters Score: Raw -124930.578638 + Penalty 886.725268 = -124043.853370 nChanged 41 SP:Iteration 6Q (33.625431 sec): 3 clusters Score: Raw -124958.001588 + Penalty 879.715306 = -124078.286283 nChanged 36 SP:Iteration 7Q (33.628127 sec): 3 clusters Score: Raw -124984.425603 + Penalty 873.840786 = -124110.584816 nChanged 23 SP:Iteration 8Q (33.630933 sec): 3 clusters Score: Raw -124999.886554 + Penalty 865.123935 = -124134.762620 nChanged 11 SP:Iteration 9Q (33.633655 sec): 3 clusters Score: Raw -125007.153591 + Penalty 859.599368 = -124147.554223 nChanged 9 SP:Iteration 10F (33.636358 sec): 3 clusters Score: Raw -125011.977475 + Penalty 861.112116 = -124150.865359 nChanged 6 SP:Iteration 11Q (33.639068 sec): 3 clusters Score: Raw -125013.824468 + Penalty 856.424633 = -124157.399835 nChanged 7 SP:Iteration 12Q (33.641739 sec): 3 clusters Score: Raw -125019.583239 + Penalty 854.932383 = -124164.650856 nChanged 6 SP:Iteration 13Q (33.644430 sec): 3 clusters Score: Raw -125022.702465 + Penalty 854.932383 = -124167.770082 nChanged 0 SP:Iteration 14F (33.647272 sec): 3 clusters Score: Raw -125022.702465 + Penalty 854.932383 = -124167.770082 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.664783 sec): 2 clusters Score: Raw -241498.277652 + Penalty 72.215204 = -241426.062448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.670304 sec): 3 clusters Score: Raw -239530.763811 + Penalty 140.559923 = -239390.203889 nChanged 1452 SP:Iteration 1F (33.675670 sec): 3 clusters Score: Raw -240629.572966 + Penalty 137.054407 = -240492.518558 nChanged 244 SP:Iteration 2F (33.681191 sec): 3 clusters Score: Raw -240908.963308 + Penalty 134.299269 = -240774.664039 nChanged 162 SP:Iteration 3F (33.686776 sec): 3 clusters Score: Raw -241125.483072 + Penalty 132.587666 = -240992.895406 nChanged 95 SP:Iteration 4Q (33.691828 sec): 3 clusters Score: Raw -241202.865624 + Penalty 131.946143 = -241070.919481 nChanged 66 SP:Iteration 5Q (33.696823 sec): 3 clusters Score: Raw -241237.461521 + Penalty 130.721803 = -241106.739718 nChanged 63 SP:Iteration 6Q (33.701686 sec): 3 clusters Score: Raw -241266.531987 + Penalty 130.467340 = -241136.064647 nChanged 60 SP:Iteration 7Q (33.706417 sec): 3 clusters Score: Raw -241299.384743 + Penalty 130.899026 = -241168.485717 nChanged 58 SP:Iteration 8Q (33.711193 sec): 3 clusters Score: Raw -241332.342017 + Penalty 130.649471 = -241201.692546 nChanged 56 SP:Iteration 9Q (33.716121 sec): 3 clusters Score: Raw -241367.591657 + Penalty 128.974072 = -241238.617585 nChanged 50 SP:Iteration 10F (33.721624 sec): 3 clusters Score: Raw -241399.204871 + Penalty 129.648767 = -241269.556105 nChanged 38 SP:Iteration 11Q (33.726079 sec): 3 clusters Score: Raw -241421.083104 + Penalty 131.975552 = -241289.107551 nChanged 35 SP:Iteration 12Q (33.730491 sec): 3 clusters Score: Raw -241442.616800 + Penalty 130.222725 = -241312.394075 nChanged 24 SP:Iteration 13Q (33.734819 sec): 3 clusters Score: Raw -241456.934743 + Penalty 133.878995 = -241323.055748 nChanged 24 SP:Iteration 14Q (33.739152 sec): 3 clusters Score: Raw -241472.582631 + Penalty 138.302479 = -241334.280151 nChanged 20 SP:Iteration 15Q (33.743483 sec): 3 clusters Score: Raw -241485.968988 + Penalty 145.796724 = -241340.172265 nChanged 11 SP:Iteration 16Q (33.747920 sec): 3 clusters Score: Raw -241493.657263 + Penalty 142.436418 = -241351.220845 nChanged 6 SP:Iteration 17Q (33.752565 sec): 3 clusters Score: Raw -241496.061243 + Penalty 144.495176 = -241351.566067 nChanged 2 SP:Iteration 18Q (33.756868 sec): 3 clusters Score: Raw -241496.053811 + Penalty 143.354927 = -241352.698884 nChanged 1 SP:Iteration 19Q (33.761250 sec): 3 clusters Score: Raw -241496.428194 + Penalty 144.162425 = -241352.265768 nChanged 1 SP:Iteration 20F (33.766723 sec): 3 clusters Score: Raw -241496.720849 + Penalty 146.677563 = -241350.043286 nChanged 2 SP:Iteration 21F (33.772425 sec): 3 clusters Score: Raw -241496.619800 + Penalty 143.832172 = -241352.787628 nChanged 2 SP:Iteration 22Q (33.776846 sec): 3 clusters Score: Raw -241496.517712 + Penalty 142.723859 = -241353.793853 nChanged 1 SP:Iteration 23Q (33.781255 sec): 3 clusters Score: Raw -241496.288963 + Penalty 142.934364 = -241353.354599 nChanged 2 SP:Iteration 24F (33.786911 sec): 3 clusters Score: Raw -241496.106421 + Penalty 144.016910 = -241352.089511 nChanged 2 SP:Iteration 25F (33.792450 sec): 3 clusters Score: Raw -241495.762884 + Penalty 147.963863 = -241347.799021 nChanged 2 SP:Iteration 26F (33.797982 sec): 3 clusters Score: Raw -241496.261732 + Penalty 150.334193 = -241345.927539 nChanged 1 SP:Iteration 27F (33.803641 sec): 3 clusters Score: Raw -241496.401083 + Penalty 150.334193 = -241346.066890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.809601 sec): 2 clusters Score: Raw -61048.431261 + Penalty 654.207425 = -60394.223836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.811129 sec): 3 clusters Score: Raw -60801.420804 + Penalty 1307.771085 = -59493.649719 nChanged 196 SP:Iteration 1F (33.812585 sec): 3 clusters Score: Raw -60975.560638 + Penalty 1307.337650 = -59668.222988 nChanged 61 SP:Iteration 2F (33.814058 sec): 3 clusters Score: Raw -61097.537018 + Penalty 1307.538931 = -59789.998086 nChanged 49 SP:Iteration 3F (33.815511 sec): 3 clusters Score: Raw -61210.197072 + Penalty 1308.162860 = -59902.034212 nChanged 44 SP:Iteration 4F (33.816951 sec): 3 clusters Score: Raw -61279.739430 + Penalty 1310.186055 = -59969.553375 nChanged 42 SP:Iteration 5F (33.818384 sec): 3 clusters Score: Raw -61337.761397 + Penalty 1312.014492 = -60025.746905 nChanged 27 SP:Iteration 6Q (33.819762 sec): 3 clusters Score: Raw -61380.932908 + Penalty 1314.889755 = -60066.043154 nChanged 25 SP:Iteration 7Q (33.821047 sec): 3 clusters Score: Raw -61432.013882 + Penalty 1317.818440 = -60114.195442 nChanged 27 SP:Iteration 8Q (33.822304 sec): 3 clusters Score: Raw -61468.956493 + Penalty 1319.227834 = -60149.728659 nChanged 15 SP:Iteration 9Q (33.823570 sec): 3 clusters Score: Raw -61488.278895 + Penalty 1320.405927 = -60167.872967 nChanged 10 SP:Iteration 10F (33.824933 sec): 3 clusters Score: Raw -61499.173197 + Penalty 1320.848882 = -60178.324315 nChanged 9 SP:Iteration 11Q (33.826198 sec): 3 clusters Score: Raw -61516.296924 + Penalty 1321.943023 = -60194.353900 nChanged 20 SP:Iteration 12Q (33.827428 sec): 3 clusters Score: Raw -61543.963270 + Penalty 1322.330190 = -60221.633080 nChanged 14 SP:Iteration 13Q (33.828644 sec): 3 clusters Score: Raw -61560.944779 + Penalty 1323.626821 = -60237.317958 nChanged 10 SP:Iteration 14Q (33.829849 sec): 3 clusters Score: Raw -61574.985379 + Penalty 1323.855589 = -60251.129789 nChanged 7 SP:Iteration 15Q (33.831047 sec): 3 clusters Score: Raw -61583.106432 + Penalty 1324.049013 = -60259.057419 nChanged 4 SP:Iteration 16Q (33.832230 sec): 3 clusters Score: Raw -61588.906570 + Penalty 1323.708049 = -60265.198522 nChanged 5 SP:Iteration 17Q (33.833407 sec): 3 clusters Score: Raw -61596.652669 + Penalty 1322.549360 = -60274.103309 nChanged 7 SP:Iteration 18Q (33.834580 sec): 3 clusters Score: Raw -61615.401627 + Penalty 1322.549360 = -60292.852267 nChanged 0 SP:Iteration 19F (33.835943 sec): 3 clusters Score: Raw -61615.401627 + Penalty 1322.549360 = -60292.852267 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.843592 sec): 2 clusters Score: Raw -123783.927778 + Penalty 268.928145 = -123514.999632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.846343 sec): 3 clusters Score: Raw -122906.449441 + Penalty 537.661597 = -122368.787844 nChanged 642 SP:Iteration 1F (33.849257 sec): 3 clusters Score: Raw -123327.522784 + Penalty 539.970973 = -122787.551811 nChanged 148 SP:Iteration 2F (33.852183 sec): 3 clusters Score: Raw -123426.466978 + Penalty 541.686813 = -122884.780165 nChanged 90 SP:Iteration 3F (33.854869 sec): 3 clusters Score: Raw -123496.923448 + Penalty 542.910358 = -122954.013089 nChanged 67 SP:Iteration 4Q (33.857568 sec): 3 clusters Score: Raw -123542.608437 + Penalty 539.806982 = -123002.801455 nChanged 63 SP:Iteration 5Q (33.860266 sec): 3 clusters Score: Raw -123588.971821 + Penalty 545.728573 = -123043.243248 nChanged 61 SP:Iteration 6Q (33.862918 sec): 3 clusters Score: Raw -123637.631047 + Penalty 550.743047 = -123086.888000 nChanged 56 SP:Iteration 7Q (33.865496 sec): 3 clusters Score: Raw -123682.568219 + Penalty 562.932109 = -123119.636111 nChanged 46 SP:Iteration 8Q (33.868058 sec): 3 clusters Score: Raw -123719.055489 + Penalty 579.933324 = -123139.122166 nChanged 29 SP:Iteration 9Q (33.870447 sec): 3 clusters Score: Raw -123737.059614 + Penalty 604.607050 = -123132.452564 nChanged 20 SP:Iteration 10F (33.873159 sec): 3 clusters Score: Raw -123750.827664 + Penalty 655.156394 = -123095.671270 nChanged 19 SP:Iteration 11F (33.875844 sec): 3 clusters Score: Raw -123768.230307 + Penalty 728.570289 = -123039.660018 nChanged 16 SP:Iteration 12F (33.878512 sec): 3 clusters Score: Raw -123781.830688 + Penalty 743.847266 = -123037.983422 nChanged 7 SP:Iteration 13F (33.881360 sec): 3 clusters Score: Raw -123785.933790 + Penalty 760.430174 = -123025.503616 nChanged 2 SP:Iteration 14F (33.884278 sec): 3 clusters Score: Raw -123787.382629 + Penalty 760.430174 = -123026.952456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.886309 sec): 2 clusters Score: Raw -7210.593383 + Penalty 297.944262 = -6912.649121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.886722 sec): 3 clusters Score: Raw -7290.946059 + Penalty 588.560604 = -6702.385455 nChanged 24 SP:Iteration 1F (33.887119 sec): 3 clusters Score: Raw -7340.855890 + Penalty 578.506034 = -6762.349855 nChanged 5 SP:Iteration 2Q (33.887497 sec): 3 clusters Score: Raw -7360.941971 + Penalty 572.040579 = -6788.901392 nChanged 4 SP:Iteration 3Q (33.887868 sec): 3 clusters Score: Raw -7371.728834 + Penalty 589.866925 = -6781.861910 nChanged 4 SP:Iteration 4F (33.888262 sec): 3 clusters Score: Raw -7377.630107 + Penalty 598.674493 = -6778.955614 nChanged 1 SP:Iteration 5F (33.888655 sec): 3 clusters Score: Raw -7378.918047 + Penalty 606.681442 = -6772.236605 nChanged 1 SP:Iteration 6F (33.889052 sec): 3 clusters Score: Raw -7380.324841 + Penalty 609.083194 = -6771.241647 nChanged 1 SP:Iteration 7F (33.889446 sec): 3 clusters Score: Raw -7381.184496 + Penalty 621.171195 = -6760.013301 nChanged 1 SP:Iteration 8F (33.889839 sec): 3 clusters Score: Raw -7382.886310 + Penalty 621.171195 = -6761.715115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.893352 sec): 2 clusters Score: Raw -94358.934049 + Penalty 48.233865 = -94310.700184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.895639 sec): 3 clusters Score: Raw -93585.865994 + Penalty 94.476769 = -93491.389225 nChanged 571 SP:Iteration 1F (33.897906 sec): 3 clusters Score: Raw -94001.162649 + Penalty 93.264294 = -93907.898355 nChanged 109 SP:Iteration 2F (33.900175 sec): 3 clusters Score: Raw -94109.918746 + Penalty 94.064006 = -94015.854740 nChanged 102 SP:Iteration 3F (33.902440 sec): 3 clusters Score: Raw -94249.356746 + Penalty 110.738391 = -94138.618355 nChanged 75 SP:Iteration 4F (33.904671 sec): 3 clusters Score: Raw -94357.016908 + Penalty 151.619590 = -94205.397318 nChanged 17 SP:Iteration 5Q (33.906616 sec): 3 clusters Score: Raw -94377.431114 + Penalty 187.249165 = -94190.181949 nChanged 5 SP:Iteration 6F (33.908764 sec): 3 clusters Score: Raw -94385.280794 + Penalty 187.249165 = -94198.031629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.910166 sec): 2 clusters Score: Raw -29229.151309 + Penalty 444.923405 = -28784.227904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.910973 sec): 3 clusters Score: Raw -29145.565342 + Penalty 882.445571 = -28263.119771 nChanged 84 SP:Iteration 1F (33.911769 sec): 3 clusters Score: Raw -29232.100481 + Penalty 883.058316 = -28349.042165 nChanged 17 SP:Iteration 2F (33.912556 sec): 3 clusters Score: Raw -29249.611690 + Penalty 881.521143 = -28368.090548 nChanged 10 SP:Iteration 3Q (33.913331 sec): 3 clusters Score: Raw -29258.372207 + Penalty 880.321547 = -28378.050660 nChanged 3 SP:Iteration 4Q (33.914226 sec): 3 clusters Score: Raw -29260.236261 + Penalty 880.487783 = -28379.748477 nChanged 2 SP:Iteration 5Q (33.915061 sec): 3 clusters Score: Raw -29260.708887 + Penalty 880.487783 = -28380.221103 nChanged 0 SP:Iteration 6F (33.915879 sec): 3 clusters Score: Raw -29260.708887 + Penalty 880.487783 = -28380.221103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.917679 sec): 2 clusters Score: Raw -23690.604882 + Penalty 645.277759 = -23045.327123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.918440 sec): 3 clusters Score: Raw -23639.808025 + Penalty 1290.240073 = -22349.567952 nChanged 57 SP:Iteration 1F (33.919175 sec): 3 clusters Score: Raw -23723.230861 + Penalty 1290.388855 = -22432.842005 nChanged 25 SP:Iteration 2F (33.919899 sec): 3 clusters Score: Raw -23768.890312 + Penalty 1290.033469 = -22478.856844 nChanged 8 SP:Iteration 3Q (33.920600 sec): 3 clusters Score: Raw -23782.989905 + Penalty 1290.093336 = -22492.896570 nChanged 3 SP:Iteration 4Q (33.921301 sec): 3 clusters Score: Raw -23787.697012 + Penalty 1290.093336 = -22497.603677 nChanged 0 SP:Iteration 5F (33.922023 sec): 3 clusters Score: Raw -23787.697012 + Penalty 1290.093336 = -22497.603677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.926227 sec): 2 clusters Score: Raw -119493.739927 + Penalty 764.949658 = -118728.790269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.928759 sec): 3 clusters Score: Raw -118914.685310 + Penalty 1529.782284 = -117384.903025 nChanged 450 SP:Iteration 1F (33.931248 sec): 3 clusters Score: Raw -119231.702573 + Penalty 1529.739680 = -117701.962893 nChanged 119 SP:Iteration 2F (33.933743 sec): 3 clusters Score: Raw -119330.534327 + Penalty 1528.426100 = -117802.108227 nChanged 91 SP:Iteration 3F (33.936214 sec): 3 clusters Score: Raw -119408.746194 + Penalty 1526.915880 = -117881.830313 nChanged 70 SP:Iteration 4F (33.938681 sec): 3 clusters Score: Raw -119453.974528 + Penalty 1525.653647 = -117928.320880 nChanged 37 SP:Iteration 5Q (33.941165 sec): 3 clusters Score: Raw -119477.063573 + Penalty 1524.362157 = -117952.701417 nChanged 23 SP:Iteration 6Q (33.943629 sec): 3 clusters Score: Raw -119489.405226 + Penalty 1522.954224 = -117966.451002 nChanged 18 SP:Iteration 7Q (33.946146 sec): 3 clusters Score: Raw -119497.000055 + Penalty 1522.100552 = -117974.899503 nChanged 17 SP:Iteration 8Q (33.948796 sec): 3 clusters Score: Raw -119505.079280 + Penalty 1520.518142 = -117984.561138 nChanged 14 SP:Iteration 9Q (33.951475 sec): 3 clusters Score: Raw -119511.797594 + Penalty 1519.141734 = -117992.655860 nChanged 11 SP:Iteration 10F (33.954003 sec): 3 clusters Score: Raw -119517.705001 + Penalty 1517.295555 = -118000.409446 nChanged 15 SP:Iteration 11Q (33.956469 sec): 3 clusters Score: Raw -119525.535005 + Penalty 1514.594882 = -118010.940123 nChanged 15 SP:Iteration 12Q (33.958991 sec): 3 clusters Score: Raw -119537.636060 + Penalty 1513.103169 = -118024.532891 nChanged 15 SP:Iteration 13Q (33.961522 sec): 3 clusters Score: Raw -119547.824889 + Penalty 1511.614253 = -118036.210636 nChanged 13 SP:Iteration 14Q (33.964088 sec): 3 clusters Score: Raw -119557.015372 + Penalty 1509.649229 = -118047.366143 nChanged 12 SP:Iteration 15Q (33.966646 sec): 3 clusters Score: Raw -119565.008730 + Penalty 1509.862352 = -118055.146378 nChanged 5 SP:Iteration 16Q (33.969217 sec): 3 clusters Score: Raw -119569.996769 + Penalty 1509.915371 = -118060.081399 nChanged 6 SP:Iteration 17Q (33.971697 sec): 3 clusters Score: Raw -119573.441467 + Penalty 1508.771363 = -118064.670104 nChanged 3 SP:Iteration 18Q (33.974144 sec): 3 clusters Score: Raw -119575.675490 + Penalty 1507.923415 = -118067.752076 nChanged 4 SP:Iteration 19Q (33.976627 sec): 3 clusters Score: Raw -119577.396720 + Penalty 1507.357489 = -118070.039231 nChanged 4 SP:Iteration 20F (33.979099 sec): 3 clusters Score: Raw -119578.256100 + Penalty 1507.150210 = -118071.105890 nChanged 2 SP:Iteration 21Q (33.981714 sec): 3 clusters Score: Raw -119578.721608 + Penalty 1506.237140 = -118072.484468 nChanged 2 SP:Iteration 22Q (33.984369 sec): 3 clusters Score: Raw -119580.477660 + Penalty 1506.264729 = -118074.212931 nChanged 1 SP:Iteration 23Q (33.986832 sec): 3 clusters Score: Raw -119581.222030 + Penalty 1506.264729 = -118074.957302 nChanged 0 SP:Iteration 24F (33.989303 sec): 3 clusters Score: Raw -119581.222030 + Penalty 1506.264729 = -118074.957302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.992997 sec): 2 clusters Score: Raw -103819.071595 + Penalty 607.012953 = -103212.058642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.995267 sec): 3 clusters Score: Raw -103214.038853 + Penalty 1224.185811 = -101989.853042 nChanged 451 SP:Iteration 1F (33.997463 sec): 3 clusters Score: Raw -103633.577981 + Penalty 1233.539163 = -102400.038818 nChanged 143 SP:Iteration 2F (33.999668 sec): 3 clusters Score: Raw -103824.163701 + Penalty 1241.172297 = -102582.991404 nChanged 97 SP:Iteration 3F (34.001872 sec): 3 clusters Score: Raw -103932.977330 + Penalty 1247.716351 = -102685.260979 nChanged 69 SP:Iteration 4F (34.004048 sec): 3 clusters Score: Raw -104009.621930 + Penalty 1251.518871 = -102758.103059 nChanged 42 SP:Iteration 5Q (34.006150 sec): 3 clusters Score: Raw -104040.430020 + Penalty 1257.738387 = -102782.691633 nChanged 30 SP:Iteration 6Q (34.008274 sec): 3 clusters Score: Raw -104073.137286 + Penalty 1263.710795 = -102809.426491 nChanged 25 SP:Iteration 7Q (34.010388 sec): 3 clusters Score: Raw -104098.566618 + Penalty 1269.036972 = -102829.529646 nChanged 18 SP:Iteration 8Q (34.012481 sec): 3 clusters Score: Raw -104123.972696 + Penalty 1271.292373 = -102852.680323 nChanged 15 SP:Iteration 9Q (34.014636 sec): 3 clusters Score: Raw -104137.023339 + Penalty 1275.085390 = -102861.937949 nChanged 13 SP:Iteration 10F (34.017002 sec): 3 clusters Score: Raw -104147.262683 + Penalty 1278.205119 = -102869.057564 nChanged 10 SP:Iteration 11Q (34.019187 sec): 3 clusters Score: Raw -104152.046678 + Penalty 1279.450962 = -102872.595715 nChanged 7 SP:Iteration 12Q (34.021246 sec): 3 clusters Score: Raw -104160.698731 + Penalty 1280.549250 = -102880.149481 nChanged 4 SP:Iteration 13Q (34.023294 sec): 3 clusters Score: Raw -104165.858930 + Penalty 1281.847636 = -102884.011294 nChanged 6 SP:Iteration 14Q (34.025335 sec): 3 clusters Score: Raw -104169.570097 + Penalty 1282.435384 = -102887.134713 nChanged 2 SP:Iteration 15Q (34.027336 sec): 3 clusters Score: Raw -104169.947627 + Penalty 1282.435384 = -102887.512243 nChanged 0 SP:Iteration 16F (34.029554 sec): 3 clusters Score: Raw -104169.947627 + Penalty 1282.435384 = -102887.512243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.030512 sec): 2 clusters Score: Raw -13706.238010 + Penalty 590.557469 = -13115.680541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.031068 sec): 3 clusters Score: Raw -13779.006708 + Penalty 1180.694500 = -12598.312208 nChanged 29 SP:Iteration 1F (34.031609 sec): 3 clusters Score: Raw -13858.392278 + Penalty 1181.979660 = -12676.412619 nChanged 11 SP:Iteration 2F (34.032132 sec): 3 clusters Score: Raw -13888.006185 + Penalty 1184.465243 = -12703.540942 nChanged 7 SP:Iteration 3Q (34.032620 sec): 3 clusters Score: Raw -13899.954875 + Penalty 1187.635580 = -12712.319295 nChanged 5 SP:Iteration 4Q (34.033120 sec): 3 clusters Score: Raw -13911.185898 + Penalty 1189.156646 = -12722.029252 nChanged 2 SP:Iteration 5Q (34.033608 sec): 3 clusters Score: Raw -13913.701634 + Penalty 1189.156646 = -12724.544988 nChanged 0 SP:Iteration 6F (34.034141 sec): 3 clusters Score: Raw -13913.701634 + Penalty 1189.156646 = -12724.544988 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 24 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.061315 sec): 2 clusters Score: Raw -446836.400769 + Penalty 223.570230 = -446612.830539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.072158 sec): 3 clusters Score: Raw -443051.132214 + Penalty 471.281578 = -442579.850637 nChanged 2626 SP:Iteration 1F (34.082481 sec): 3 clusters Score: Raw -445141.911729 + Penalty 532.778984 = -444609.132744 nChanged 921 SP:Iteration 2F (34.092895 sec): 3 clusters Score: Raw -446565.443139 + Penalty 575.138873 = -445990.304266 nChanged 260 SP:Iteration 3Q (34.101792 sec): 3 clusters Score: Raw -446854.572759 + Penalty 592.996981 = -446261.575779 nChanged 93 SP:Iteration 4Q (34.110463 sec): 3 clusters Score: Raw -446900.743998 + Penalty 603.550007 = -446297.193991 nChanged 59 SP:Iteration 5Q (34.119568 sec): 3 clusters Score: Raw -446922.229046 + Penalty 614.999162 = -446307.229884 nChanged 47 SP:Iteration 6Q (34.127997 sec): 3 clusters Score: Raw -446938.863907 + Penalty 625.212465 = -446313.651442 nChanged 41 SP:Iteration 7Q (34.136397 sec): 3 clusters Score: Raw -446949.997410 + Penalty 633.941014 = -446316.056396 nChanged 31 SP:Iteration 8Q (34.144932 sec): 3 clusters Score: Raw -446955.656356 + Penalty 644.132903 = -446311.523452 nChanged 22 SP:Iteration 9F (34.155617 sec): 3 clusters Score: Raw -446959.059052 + Penalty 652.669022 = -446306.390031 nChanged 18 SP:Iteration 10F (34.165829 sec): 3 clusters Score: Raw -446962.284176 + Penalty 664.480075 = -446297.804101 nChanged 22 SP:Iteration 11F (34.175984 sec): 3 clusters Score: Raw -446967.111530 + Penalty 675.253079 = -446291.858452 nChanged 19 SP:Iteration 12F (34.186682 sec): 3 clusters Score: Raw -446971.179724 + Penalty 684.551060 = -446286.628664 nChanged 18 SP:Iteration 13F (34.196778 sec): 3 clusters Score: Raw -446974.925314 + Penalty 696.159613 = -446278.765701 nChanged 22 SP:Iteration 14F (34.206954 sec): 3 clusters Score: Raw -446982.145177 + Penalty 714.940414 = -446267.204762 nChanged 39 SP:Iteration 15F (34.217484 sec): 3 clusters Score: Raw -447001.524221 + Penalty 737.747831 = -446263.776390 nChanged 47 SP:Iteration 16F (34.227634 sec): 3 clusters Score: Raw -447031.137312 + Penalty 765.383111 = -446265.754201 nChanged 50 SP:Iteration 17Q (34.236062 sec): 3 clusters Score: Raw -447064.990572 + Penalty 788.959942 = -446276.030630 nChanged 41 SP:Iteration 18Q (34.244540 sec): 3 clusters Score: Raw -447091.910389 + Penalty 803.719981 = -446288.190408 nChanged 26 SP:Iteration 19Q (34.253239 sec): 3 clusters Score: Raw -447107.768657 + Penalty 816.539459 = -446291.229198 nChanged 22 SP:Iteration 20F (34.263366 sec): 3 clusters Score: Raw -447116.074715 + Penalty 825.041017 = -446291.033698 nChanged 12 SP:Iteration 21F (34.273677 sec): 3 clusters Score: Raw -447119.474379 + Penalty 830.276715 = -446289.197664 nChanged 6 SP:Iteration 22F (34.284460 sec): 3 clusters Score: Raw -447120.365289 + Penalty 835.041765 = -446285.323524 nChanged 4 SP:Iteration 23F (34.294663 sec): 3 clusters Score: Raw -447121.056205 + Penalty 838.148094 = -446282.908111 nChanged 3 SP:Iteration 24F (34.304871 sec): 3 clusters Score: Raw -447121.744502 + Penalty 842.149428 = -446279.595074 nChanged 3 SP:Iteration 25F (34.315198 sec): 3 clusters Score: Raw -447122.514821 + Penalty 844.518280 = -446277.996541 nChanged 2 SP:Iteration 26F (34.325530 sec): 3 clusters Score: Raw -447123.066781 + Penalty 847.022208 = -446276.044573 nChanged 2 SP:Iteration 27F (34.336056 sec): 3 clusters Score: Raw -447123.381148 + Penalty 847.022208 = -446276.358939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.340745 sec): 2 clusters Score: Raw -12357.947965 + Penalty 503.886818 = -11854.061148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.341225 sec): 3 clusters Score: Raw -12365.630516 + Penalty 1004.697434 = -11360.933082 nChanged 24 SP:Iteration 1F (34.341687 sec): 3 clusters Score: Raw -12406.412235 + Penalty 1002.736355 = -11403.675880 nChanged 6 SP:Iteration 2Q (34.342139 sec): 3 clusters Score: Raw -12426.505527 + Penalty 1000.630089 = -11425.875438 nChanged 4 SP:Iteration 3Q (34.342585 sec): 3 clusters Score: Raw -12435.524030 + Penalty 995.755153 = -11439.768877 nChanged 4 SP:Iteration 4Q (34.343030 sec): 3 clusters Score: Raw -12441.670513 + Penalty 996.885216 = -11444.785297 nChanged 1 SP:Iteration 5Q (34.343478 sec): 3 clusters Score: Raw -12444.718612 + Penalty 996.885216 = -11447.833396 nChanged 0 SP:Iteration 6F (34.343938 sec): 3 clusters Score: Raw -12444.718612 + Penalty 996.885216 = -11447.833396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.346858 sec): 2 clusters Score: Raw -43916.147113 + Penalty 461.372295 = -43454.774818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.347997 sec): 3 clusters Score: Raw -43655.330132 + Penalty 920.901201 = -42734.428931 nChanged 162 SP:Iteration 1F (34.349151 sec): 3 clusters Score: Raw -43832.607792 + Penalty 921.807045 = -42910.800747 nChanged 69 SP:Iteration 2F (34.350281 sec): 3 clusters Score: Raw -43895.210704 + Penalty 921.420437 = -42973.790267 nChanged 30 SP:Iteration 3F (34.351416 sec): 3 clusters Score: Raw -43914.221759 + Penalty 921.831961 = -42992.389798 nChanged 17 SP:Iteration 4Q (34.352547 sec): 3 clusters Score: Raw -43924.115136 + Penalty 921.049712 = -43003.065424 nChanged 15 SP:Iteration 5Q (34.353669 sec): 3 clusters Score: Raw -43935.861188 + Penalty 921.957877 = -43013.903311 nChanged 14 SP:Iteration 6Q (34.354776 sec): 3 clusters Score: Raw -43945.337844 + Penalty 922.773006 = -43022.564838 nChanged 10 SP:Iteration 7Q (34.355869 sec): 3 clusters Score: Raw -43951.851010 + Penalty 923.164311 = -43028.686698 nChanged 6 SP:Iteration 8Q (34.356935 sec): 3 clusters Score: Raw -43954.248068 + Penalty 922.875927 = -43031.372141 nChanged 6 SP:Iteration 9Q (34.358000 sec): 3 clusters Score: Raw -43961.682359 + Penalty 925.195058 = -43036.487301 nChanged 14 SP:Iteration 10F (34.359107 sec): 3 clusters Score: Raw -43972.942488 + Penalty 929.264776 = -43043.677712 nChanged 16 SP:Iteration 11Q (34.360167 sec): 3 clusters Score: Raw -43988.772347 + Penalty 933.451203 = -43055.321144 nChanged 11 SP:Iteration 12Q (34.361221 sec): 3 clusters Score: Raw -43994.228800 + Penalty 935.739965 = -43058.488835 nChanged 8 SP:Iteration 13Q (34.362283 sec): 3 clusters Score: Raw -43998.736494 + Penalty 940.845257 = -43057.891237 nChanged 9 SP:Iteration 14F (34.363389 sec): 3 clusters Score: Raw -44003.226719 + Penalty 946.289742 = -43056.936976 nChanged 8 SP:Iteration 15F (34.364492 sec): 3 clusters Score: Raw -44006.781318 + Penalty 948.961509 = -43057.819808 nChanged 6 SP:Iteration 16Q (34.365548 sec): 3 clusters Score: Raw -44010.445238 + Penalty 952.576301 = -43057.868937 nChanged 4 SP:Iteration 17Q (34.366590 sec): 3 clusters Score: Raw -44013.102258 + Penalty 955.976624 = -43057.125635 nChanged 4 SP:Iteration 18F (34.367736 sec): 3 clusters Score: Raw -44014.773297 + Penalty 957.212412 = -43057.560885 nChanged 1 SP:Iteration 19Q (34.368796 sec): 3 clusters Score: Raw -44014.860493 + Penalty 957.748867 = -43057.111626 nChanged 1 SP:Iteration 20F (34.369902 sec): 3 clusters Score: Raw -44015.202810 + Penalty 957.748867 = -43057.453943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.370961 sec): 2 clusters Score: Raw -1644.543387 + Penalty 41.812631 = -1602.730755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.371231 sec): 3 clusters Score: Raw -1643.910702 + Penalty 83.625263 = -1560.285440 nChanged 1 SP:Iteration 1Q (34.371460 sec): 3 clusters Score: Raw -1644.516246 + Penalty 79.451077 = -1565.065169 nChanged 1 SP:Iteration 2Q (34.371687 sec): 3 clusters Score: Raw -1646.006056 + Penalty 79.451077 = -1566.554979 nChanged 0 SP:Iteration 3F (34.371914 sec): 3 clusters Score: Raw -1646.006056 + Penalty 79.451077 = -1566.554979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.373167 sec): 2 clusters Score: Raw -13361.326823 + Penalty 283.759226 = -13077.567597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.373700 sec): 3 clusters Score: Raw -13381.751551 + Penalty 554.894698 = -12826.856853 nChanged 55 SP:Iteration 1F (34.374229 sec): 3 clusters Score: Raw -13494.190383 + Penalty 535.995584 = -12958.194799 nChanged 14 SP:Iteration 2F (34.374762 sec): 3 clusters Score: Raw -13529.598982 + Penalty 546.290140 = -12983.308842 nChanged 7 SP:Iteration 3Q (34.375273 sec): 3 clusters Score: Raw -13593.252677 + Penalty 538.035108 = -13055.217569 nChanged 4 SP:Iteration 4Q (34.375774 sec): 3 clusters Score: Raw -13599.470371 + Penalty 550.565869 = -13048.904502 nChanged 5 SP:Iteration 5F (34.376316 sec): 3 clusters Score: Raw -13608.374589 + Penalty 550.565869 = -13057.808720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.378152 sec): 2 clusters Score: Raw -33107.487410 + Penalty 619.229950 = -32488.257460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.379015 sec): 3 clusters Score: Raw -32990.718394 + Penalty 1239.094264 = -31751.624130 nChanged 92 SP:Iteration 1F (34.379849 sec): 3 clusters Score: Raw -33098.053769 + Penalty 1239.002204 = -31859.051565 nChanged 31 SP:Iteration 2F (34.380683 sec): 3 clusters Score: Raw -33142.941677 + Penalty 1238.525637 = -31904.416041 nChanged 17 SP:Iteration 3Q (34.381546 sec): 3 clusters Score: Raw -33165.945791 + Penalty 1238.265530 = -31927.680262 nChanged 14 SP:Iteration 4Q (34.382363 sec): 3 clusters Score: Raw -33179.417345 + Penalty 1237.686055 = -31941.731290 nChanged 7 SP:Iteration 5Q (34.383170 sec): 3 clusters Score: Raw -33187.905308 + Penalty 1237.314076 = -31950.591232 nChanged 3 SP:Iteration 6Q (34.384051 sec): 3 clusters Score: Raw -33190.154915 + Penalty 1237.085106 = -31953.069809 nChanged 2 SP:Iteration 7Q (34.384884 sec): 3 clusters Score: Raw -33191.887209 + Penalty 1237.085106 = -31954.802103 nChanged 0 SP:Iteration 8F (34.385764 sec): 3 clusters Score: Raw -33191.887209 + Penalty 1237.085106 = -31954.802103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.387084 sec): 2 clusters Score: Raw -6375.412944 + Penalty 128.423535 = -6246.989409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.387465 sec): 3 clusters Score: Raw -6380.868717 + Penalty 252.073835 = -6128.794882 nChanged 29 SP:Iteration 1F (34.387839 sec): 3 clusters Score: Raw -6433.160241 + Penalty 262.590416 = -6170.569825 nChanged 9 SP:Iteration 2F (34.388210 sec): 3 clusters Score: Raw -6460.461616 + Penalty 260.379072 = -6200.082544 nChanged 2 SP:Iteration 3Q (34.388572 sec): 3 clusters Score: Raw -6463.647409 + Penalty 260.379072 = -6203.268337 nChanged 0 SP:Iteration 4F (34.388944 sec): 3 clusters Score: Raw -6463.647409 + Penalty 260.379072 = -6203.268337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.389788 sec): 2 clusters Score: Raw -837.960994 + Penalty 26.374054 = -811.586940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.390037 sec): 3 clusters Score: Raw -853.564998 + Penalty 56.382527 = -797.182471 nChanged 1 SP:Iteration 1F (34.390244 sec): 3 clusters Score: Raw -856.232975 + Penalty 56.382527 = -799.850448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.391010 sec): 2 clusters Score: Raw -479.112676 + Penalty 40.420727 = -438.691950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.391216 sec): 3 clusters Score: Raw -503.570203 + Penalty 81.029471 = -422.540731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.392147 sec): 2 clusters Score: Raw -5040.541653 + Penalty 85.741855 = -4954.799798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.392501 sec): 3 clusters Score: Raw -5083.739093 + Penalty 171.683260 = -4912.055833 nChanged 21 SP:Iteration 1F (34.392849 sec): 3 clusters Score: Raw -5101.389707 + Penalty 172.991720 = -4928.397986 nChanged 5 SP:Iteration 2F (34.393196 sec): 3 clusters Score: Raw -5117.669743 + Penalty 175.012364 = -4942.657379 nChanged 2 SP:Iteration 3Q (34.393527 sec): 3 clusters Score: Raw -5122.855602 + Penalty 176.244615 = -4946.610987 nChanged 2 SP:Iteration 4Q (34.393858 sec): 3 clusters Score: Raw -5128.590788 + Penalty 185.073582 = -4943.517206 nChanged 7 SP:Iteration 5F (34.394204 sec): 3 clusters Score: Raw -5158.582035 + Penalty 206.216594 = -4952.365441 nChanged 6 SP:Iteration 6F (34.394550 sec): 3 clusters Score: Raw -5177.924252 + Penalty 252.783141 = -4925.141112 nChanged 7 SP:Iteration 7F (34.394895 sec): 3 clusters Score: Raw -5198.230407 + Penalty 287.615253 = -4910.615154 nChanged 3 SP:Iteration 8F (34.395240 sec): 3 clusters Score: Raw -5204.933118 + Penalty 287.615253 = -4917.317865 nChanged 0 Iteration 119Q (34.490545 sec): 25 clusters Score: Raw -2160372.254940 + Penalty 14904.709531 = -2145467.545409 nChanged 44 Iteration 120F (34.821461 sec): 25 clusters Score: Raw -2160412.246217 + Penalty 14896.991297 = -2145515.254920 nChanged 36 Iteration 121Q (34.900295 sec): 25 clusters Score: Raw -2160501.965842 + Penalty 14928.990703 = -2145572.975140 nChanged 31 Iteration 122Q (34.979021 sec): 25 clusters Score: Raw -2160512.608298 + Penalty 14931.352901 = -2145581.255397 nChanged 33 Iteration 123Q (35.058315 sec): 25 clusters Score: Raw -2160527.148869 + Penalty 14941.120968 = -2145586.027902 nChanged 35 Iteration 124Q (35.137398 sec): 25 clusters Score: Raw -2160542.645868 + Penalty 14941.919223 = -2145600.726646 nChanged 38 Iteration 125Q (35.215743 sec): 25 clusters Score: Raw -2160555.398953 + Penalty 14944.111139 = -2145611.287814 nChanged 35 Iteration 126Q (35.297252 sec): 25 clusters Score: Raw -2160571.499736 + Penalty 14948.760182 = -2145622.739554 nChanged 32 Iteration 127Q (35.376401 sec): 25 clusters Score: Raw -2160587.466186 + Penalty 14959.697014 = -2145627.769172 nChanged 35 Iteration 128Q (35.455547 sec): 25 clusters Score: Raw -2160609.306766 + Penalty 14960.527082 = -2145648.779684 nChanged 28 Iteration 129Q (35.534571 sec): 25 clusters Score: Raw -2160618.540301 + Penalty 14964.774606 = -2145653.765695 nChanged 22 Iteration 130F (35.865163 sec): 25 clusters Score: Raw -2160636.210979 + Penalty 14963.087552 = -2145673.123427 nChanged 26 Iteration 131Q (35.943340 sec): 25 clusters Score: Raw -2160668.452588 + Penalty 14962.196792 = -2145706.255797 nChanged 18 Iteration 132Q (36.020698 sec): 25 clusters Score: Raw -2160684.741753 + Penalty 14964.516544 = -2145720.225209 nChanged 11 Iteration 133Q (36.097919 sec): 25 clusters Score: Raw -2160687.777319 + Penalty 14964.705291 = -2145723.072028 nChanged 14 Iteration 134Q (36.175335 sec): 25 clusters Score: Raw -2160690.125115 + Penalty 14964.887002 = -2145725.238113 nChanged 10 Iteration 135Q (36.251348 sec): 25 clusters Score: Raw -2160692.065518 + Penalty 14966.050824 = -2145726.014694 nChanged 10 Iteration 136Q (36.328964 sec): 25 clusters Score: Raw -2160693.415753 + Penalty 14966.243653 = -2145727.172100 nChanged 6 Iteration 137Q (36.406488 sec): 25 clusters Score: Raw -2160694.168233 + Penalty 14967.553770 = -2145726.614463 nChanged 9 Iteration 138F (36.738599 sec): 25 clusters Score: Raw -2160708.868451 + Penalty 14965.956074 = -2145742.912378 nChanged 6 Iteration 139Q (36.816917 sec): 25 clusters Score: Raw -2160732.447809 + Penalty 14966.653302 = -2145765.794507 nChanged 4 Iteration 140F (37.153573 sec): 25 clusters Score: Raw -2160732.958860 + Penalty 14966.532148 = -2145766.426712 nChanged 3 Iteration 141Q (37.230391 sec): 25 clusters Score: Raw -2160733.331309 + Penalty 14967.251955 = -2145766.079354 nChanged 5 Iteration 142F (37.562366 sec): 25 clusters Score: Raw -2160734.027832 + Penalty 14967.679262 = -2145766.348571 nChanged 2 Iteration 143Q (37.639269 sec): 25 clusters Score: Raw -2160734.363375 + Penalty 14967.456055 = -2145766.907320 nChanged 4 Iteration 144Q (37.716766 sec): 25 clusters Score: Raw -2160734.889995 + Penalty 14967.640887 = -2145767.249108 nChanged 1 Iteration 145Q (37.795046 sec): 25 clusters Score: Raw -2160735.064671 + Penalty 14967.481057 = -2145767.583614 nChanged 1 Iteration 146Q (37.875101 sec): 25 clusters Score: Raw -2160735.464776 + Penalty 14966.107832 = -2145769.356944 nChanged 2 Iteration 147Q (37.958663 sec): 25 clusters Score: Raw -2160738.348814 + Penalty 14963.735799 = -2145774.613015 nChanged 3 Iteration 148Q (38.034958 sec): 25 clusters Score: Raw -2160741.030011 + Penalty 14962.437768 = -2145778.592242 nChanged 2 Iteration 149Q (38.112877 sec): 25 clusters Score: Raw -2160741.331050 + Penalty 14961.595981 = -2145779.735069 nChanged 2 Iteration 150F (38.445933 sec): 25 clusters Score: Raw -2160741.700606 + Penalty 14966.176092 = -2145775.524514 nChanged 2 Iteration 151F (38.779488 sec): 25 clusters Score: Raw -2160742.399523 + Penalty 14966.176092 = -2145776.223431 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2160742.399523 + Penalty 14966.176092 = -2145776.223431Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (8031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.868510 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.884805 sec): 3 clusters Score: Raw -640793.919100 + Penalty 151.342736 = -640642.576364 nChanged 3907 SP:Iteration 1F (38.900790 sec): 3 clusters Score: Raw -644819.760414 + Penalty 147.538288 = -644672.222127 nChanged 684 SP:Iteration 2F (38.917223 sec): 3 clusters Score: Raw -645747.618082 + Penalty 137.346629 = -645610.271452 nChanged 292 SP:Iteration 3Q (38.932724 sec): 3 clusters Score: Raw -646112.712620 + Penalty 76.307079 = -646036.405540 nChanged 20 SP:Iteration 4Q (38.945958 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 SP:Iteration 5F (38.958853 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.963561 sec): 2 clusters Score: Raw -14794.104781 + Penalty 538.576984 = -14255.527796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.964103 sec): 3 clusters Score: Raw -14773.798709 + Penalty 1079.666026 = -13694.132683 nChanged 30 SP:Iteration 1F (38.964631 sec): 3 clusters Score: Raw -14811.444827 + Penalty 1077.671206 = -13733.773621 nChanged 9 SP:Iteration 2F (38.965156 sec): 3 clusters Score: Raw -14828.277800 + Penalty 1075.305033 = -13752.972767 nChanged 8 SP:Iteration 3Q (38.965671 sec): 3 clusters Score: Raw -14838.232264 + Penalty 1074.512296 = -13763.719968 nChanged 5 SP:Iteration 4Q (38.966182 sec): 3 clusters Score: Raw -14842.904977 + Penalty 1074.437938 = -13768.467040 nChanged 3 SP:Iteration 5Q (38.966726 sec): 3 clusters Score: Raw -14851.428649 + Penalty 1073.116410 = -13778.312239 nChanged 3 SP:Iteration 6Q (38.967237 sec): 3 clusters Score: Raw -14855.911635 + Penalty 1072.290316 = -13783.621319 nChanged 4 SP:Iteration 7Q (38.967744 sec): 3 clusters Score: Raw -14865.977586 + Penalty 1072.834153 = -13793.143433 nChanged 4 SP:Iteration 8Q (38.968250 sec): 3 clusters Score: Raw -14883.669072 + Penalty 1071.844723 = -13811.824349 nChanged 3 SP:Iteration 9Q (38.968753 sec): 3 clusters Score: Raw -14887.713135 + Penalty 1068.097697 = -13819.615437 nChanged 4 SP:Iteration 10F (38.969275 sec): 3 clusters Score: Raw -14893.317233 + Penalty 1066.929696 = -13826.387536 nChanged 3 SP:Iteration 11Q (38.969777 sec): 3 clusters Score: Raw -14898.535300 + Penalty 1063.760131 = -13834.775168 nChanged 2 SP:Iteration 12Q (38.970279 sec): 3 clusters Score: Raw -14901.519973 + Penalty 1065.194204 = -13836.325770 nChanged 2 SP:Iteration 13Q (38.970780 sec): 3 clusters Score: Raw -14913.499235 + Penalty 1066.513983 = -13846.985252 nChanged 2 SP:Iteration 14Q (38.971278 sec): 3 clusters Score: Raw -14917.043271 + Penalty 1067.371399 = -13849.671871 nChanged 2 SP:Iteration 15Q (38.971813 sec): 3 clusters Score: Raw -14920.407186 + Penalty 1066.779506 = -13853.627680 nChanged 3 SP:Iteration 16Q (38.972325 sec): 3 clusters Score: Raw -14927.664592 + Penalty 1067.902166 = -13859.762426 nChanged 1 SP:Iteration 17Q (38.972831 sec): 3 clusters Score: Raw -14929.141858 + Penalty 1067.902166 = -13861.239692 nChanged 0 SP:Iteration 18F (38.973366 sec): 3 clusters Score: Raw -14929.141858 + Penalty 1067.902166 = -13861.239692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.977349 sec): 2 clusters Score: Raw -59690.961839 + Penalty 171.199480 = -59519.762358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.978882 sec): 3 clusters Score: Raw -59252.937975 + Penalty 340.828202 = -58912.109773 nChanged 288 SP:Iteration 1F (38.980381 sec): 3 clusters Score: Raw -59447.682834 + Penalty 341.623247 = -59106.059587 nChanged 87 SP:Iteration 2F (38.981930 sec): 3 clusters Score: Raw -59514.914048 + Penalty 342.261799 = -59172.652249 nChanged 56 SP:Iteration 3F (38.983458 sec): 3 clusters Score: Raw -59558.072132 + Penalty 342.560475 = -59215.511657 nChanged 42 SP:Iteration 4F (38.984971 sec): 3 clusters Score: Raw -59584.644644 + Penalty 342.807370 = -59241.837274 nChanged 36 SP:Iteration 5F (38.986469 sec): 3 clusters Score: Raw -59602.949272 + Penalty 342.769872 = -59260.179400 nChanged 16 SP:Iteration 6Q (38.987981 sec): 3 clusters Score: Raw -59608.163465 + Penalty 342.682935 = -59265.480531 nChanged 7 SP:Iteration 7Q (38.989477 sec): 3 clusters Score: Raw -59609.320960 + Penalty 342.584941 = -59266.736019 nChanged 4 SP:Iteration 8Q (38.990962 sec): 3 clusters Score: Raw -59610.035704 + Penalty 342.382988 = -59267.652716 nChanged 6 SP:Iteration 9Q (38.992463 sec): 3 clusters Score: Raw -59611.746281 + Penalty 342.244878 = -59269.501403 nChanged 5 SP:Iteration 10F (38.993989 sec): 3 clusters Score: Raw -59612.800264 + Penalty 342.148652 = -59270.651612 nChanged 4 SP:Iteration 11Q (38.995461 sec): 3 clusters Score: Raw -59613.433254 + Penalty 342.138201 = -59271.295053 nChanged 1 SP:Iteration 12Q (38.996932 sec): 3 clusters Score: Raw -59613.569336 + Penalty 342.109711 = -59271.459625 nChanged 1 SP:Iteration 13Q (38.998403 sec): 3 clusters Score: Raw -59613.600227 + Penalty 342.092154 = -59271.508074 nChanged 1 SP:Iteration 14Q (38.999918 sec): 3 clusters Score: Raw -59613.544387 + Penalty 342.092154 = -59271.452233 nChanged 0 SP:Iteration 15F (39.001445 sec): 3 clusters Score: Raw -59613.544387 + Penalty 342.092154 = -59271.452233 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.009211 sec): 2 clusters Score: Raw -123371.351811 + Penalty 464.667874 = -122906.683937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.012257 sec): 3 clusters Score: Raw -122567.041049 + Penalty 939.323082 = -121627.717967 nChanged 572 SP:Iteration 1F (39.015109 sec): 3 clusters Score: Raw -122995.115796 + Penalty 949.915784 = -122045.200012 nChanged 147 SP:Iteration 2F (39.017880 sec): 3 clusters Score: Raw -123108.360863 + Penalty 957.158492 = -122151.202371 nChanged 107 SP:Iteration 3F (39.020673 sec): 3 clusters Score: Raw -123194.677203 + Penalty 963.626509 = -122231.050694 nChanged 83 SP:Iteration 4F (39.023477 sec): 3 clusters Score: Raw -123262.518531 + Penalty 961.882611 = -122300.635920 nChanged 61 SP:Iteration 5Q (39.026405 sec): 3 clusters Score: Raw -123311.986223 + Penalty 971.276448 = -122340.709774 nChanged 41 SP:Iteration 6Q (39.029147 sec): 3 clusters Score: Raw -123344.038741 + Penalty 973.600082 = -122370.438659 nChanged 33 SP:Iteration 7Q (39.031832 sec): 3 clusters Score: Raw -123367.767070 + Penalty 973.323950 = -122394.443120 nChanged 22 SP:Iteration 8Q (39.034513 sec): 3 clusters Score: Raw -123383.797602 + Penalty 978.655381 = -122405.142220 nChanged 10 SP:Iteration 9Q (39.037149 sec): 3 clusters Score: Raw -123391.210360 + Penalty 986.931439 = -122404.278921 nChanged 8 SP:Iteration 10F (39.039957 sec): 3 clusters Score: Raw -123395.396944 + Penalty 988.128130 = -122407.268815 nChanged 3 SP:Iteration 11Q (39.042725 sec): 3 clusters Score: Raw -123399.808007 + Penalty 991.956839 = -122407.851168 nChanged 4 SP:Iteration 12Q (39.045360 sec): 3 clusters Score: Raw -123407.704475 + Penalty 984.439944 = -122423.264531 nChanged 3 SP:Iteration 13Q (39.047831 sec): 3 clusters Score: Raw -123411.755005 + Penalty 989.131427 = -122422.623578 nChanged 2 SP:Iteration 14F (39.050521 sec): 3 clusters Score: Raw -123413.356686 + Penalty 985.501777 = -122427.854908 nChanged 1 SP:Iteration 15Q (39.053059 sec): 3 clusters Score: Raw -123414.253953 + Penalty 985.501777 = -122428.752176 nChanged 0 SP:Iteration 16F (39.055794 sec): 3 clusters Score: Raw -123414.253953 + Penalty 985.501777 = -122428.752176 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.073666 sec): 2 clusters Score: Raw -240726.198503 + Penalty 72.048134 = -240654.150369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.079812 sec): 3 clusters Score: Raw -238727.150117 + Penalty 143.645042 = -238583.505075 nChanged 1465 SP:Iteration 1F (39.085674 sec): 3 clusters Score: Raw -239827.178452 + Penalty 142.996441 = -239684.182011 nChanged 208 SP:Iteration 2F (39.091576 sec): 3 clusters Score: Raw -240023.010614 + Penalty 142.654964 = -239880.355650 nChanged 184 SP:Iteration 3F (39.097347 sec): 3 clusters Score: Raw -240155.072521 + Penalty 142.647580 = -240012.424941 nChanged 137 SP:Iteration 4Q (39.103104 sec): 3 clusters Score: Raw -240215.178028 + Penalty 142.528752 = -240072.649276 nChanged 76 SP:Iteration 5Q (39.109128 sec): 3 clusters Score: Raw -240233.700693 + Penalty 142.348601 = -240091.352092 nChanged 35 SP:Iteration 6Q (39.114892 sec): 3 clusters Score: Raw -240241.344942 + Penalty 142.127661 = -240099.217281 nChanged 34 SP:Iteration 7Q (39.120545 sec): 3 clusters Score: Raw -240246.757927 + Penalty 141.920400 = -240104.837527 nChanged 23 SP:Iteration 8Q (39.126247 sec): 3 clusters Score: Raw -240249.713076 + Penalty 141.767400 = -240107.945676 nChanged 26 SP:Iteration 9Q (39.132245 sec): 3 clusters Score: Raw -240253.193217 + Penalty 141.652330 = -240111.540886 nChanged 26 SP:Iteration 10F (39.138235 sec): 3 clusters Score: Raw -240259.287315 + Penalty 141.314750 = -240117.972565 nChanged 34 SP:Iteration 11Q (39.144271 sec): 3 clusters Score: Raw -240264.519871 + Penalty 141.161011 = -240123.358860 nChanged 21 SP:Iteration 12Q (39.150083 sec): 3 clusters Score: Raw -240266.186863 + Penalty 141.026432 = -240125.160430 nChanged 17 SP:Iteration 13Q (39.156099 sec): 3 clusters Score: Raw -240267.878865 + Penalty 140.865485 = -240127.013381 nChanged 18 SP:Iteration 14Q (39.162089 sec): 3 clusters Score: Raw -240269.831183 + Penalty 140.700331 = -240129.130852 nChanged 21 SP:Iteration 15Q (39.168097 sec): 3 clusters Score: Raw -240272.665888 + Penalty 140.496310 = -240132.169578 nChanged 27 SP:Iteration 16Q (39.174125 sec): 3 clusters Score: Raw -240277.338181 + Penalty 140.300015 = -240137.038166 nChanged 30 SP:Iteration 17Q (39.179925 sec): 3 clusters Score: Raw -240282.247396 + Penalty 139.848438 = -240142.398958 nChanged 31 SP:Iteration 18Q (39.185543 sec): 3 clusters Score: Raw -240288.364466 + Penalty 139.530731 = -240148.833735 nChanged 28 SP:Iteration 19Q (39.191344 sec): 3 clusters Score: Raw -240294.805256 + Penalty 139.236045 = -240155.569211 nChanged 29 SP:Iteration 20F (39.197332 sec): 3 clusters Score: Raw -240300.100288 + Penalty 139.163785 = -240160.936503 nChanged 24 SP:Iteration 21Q (39.202992 sec): 3 clusters Score: Raw -240304.239947 + Penalty 138.651532 = -240165.588415 nChanged 34 SP:Iteration 22Q (39.208917 sec): 3 clusters Score: Raw -240310.773035 + Penalty 138.188277 = -240172.584758 nChanged 38 SP:Iteration 23Q (39.214729 sec): 3 clusters Score: Raw -240317.671936 + Penalty 137.880684 = -240179.791252 nChanged 34 SP:Iteration 24Q (39.220382 sec): 3 clusters Score: Raw -240324.446897 + Penalty 137.555111 = -240186.891786 nChanged 39 SP:Iteration 25Q (39.226059 sec): 3 clusters Score: Raw -240332.220590 + Penalty 137.443654 = -240194.776936 nChanged 34 SP:Iteration 26Q (39.231896 sec): 3 clusters Score: Raw -240338.333400 + Penalty 137.291196 = -240201.042204 nChanged 32 SP:Iteration 27Q (39.237508 sec): 3 clusters Score: Raw -240345.188691 + Penalty 137.188054 = -240208.000637 nChanged 47 SP:Iteration 28Q (39.243485 sec): 3 clusters Score: Raw -240359.629962 + Penalty 137.152840 = -240222.477123 nChanged 59 SP:Iteration 29Q (39.249134 sec): 3 clusters Score: Raw -240380.134435 + Penalty 136.859253 = -240243.275183 nChanged 62 SP:Iteration 30F (39.255030 sec): 3 clusters Score: Raw -240401.303235 + Penalty 136.930945 = -240264.372290 nChanged 56 SP:Iteration 31Q (39.260591 sec): 3 clusters Score: Raw -240419.058133 + Penalty 137.144564 = -240281.913569 nChanged 47 SP:Iteration 32Q (39.266116 sec): 3 clusters Score: Raw -240433.261250 + Penalty 137.029296 = -240296.231953 nChanged 46 SP:Iteration 33Q (39.271769 sec): 3 clusters Score: Raw -240449.417658 + Penalty 137.101153 = -240312.316504 nChanged 55 SP:Iteration 34Q (39.277657 sec): 3 clusters Score: Raw -240469.140634 + Penalty 137.003455 = -240332.137179 nChanged 52 SP:Iteration 35Q (39.283100 sec): 3 clusters Score: Raw -240491.362637 + Penalty 136.584625 = -240354.778011 nChanged 54 SP:Iteration 36Q (39.288458 sec): 3 clusters Score: Raw -240517.640968 + Penalty 136.643235 = -240380.997734 nChanged 64 SP:Iteration 37Q (39.293964 sec): 3 clusters Score: Raw -240552.767205 + Penalty 136.411066 = -240416.356139 nChanged 50 SP:Iteration 38Q (39.299236 sec): 3 clusters Score: Raw -240581.522073 + Penalty 135.502168 = -240446.019905 nChanged 38 SP:Iteration 39Q (39.304464 sec): 3 clusters Score: Raw -240603.409361 + Penalty 134.920625 = -240468.488737 nChanged 41 SP:Iteration 40F (39.310956 sec): 3 clusters Score: Raw -240626.249016 + Penalty 135.707863 = -240490.541153 nChanged 43 SP:Iteration 41Q (39.316171 sec): 3 clusters Score: Raw -240654.094026 + Penalty 136.954698 = -240517.139327 nChanged 29 SP:Iteration 42Q (39.321399 sec): 3 clusters Score: Raw -240672.580127 + Penalty 126.705967 = -240545.874160 nChanged 30 SP:Iteration 43Q (39.326602 sec): 3 clusters Score: Raw -240692.003233 + Penalty 128.412359 = -240563.590874 nChanged 18 SP:Iteration 44Q (39.331737 sec): 3 clusters Score: Raw -240702.388039 + Penalty 130.071038 = -240572.317001 nChanged 18 SP:Iteration 45Q (39.336834 sec): 3 clusters Score: Raw -240716.229949 + Penalty 124.946805 = -240591.283145 nChanged 8 SP:Iteration 46Q (39.342082 sec): 3 clusters Score: Raw -240721.206121 + Penalty 121.960425 = -240599.245696 nChanged 4 SP:Iteration 47Q (39.347374 sec): 3 clusters Score: Raw -240721.398923 + Penalty 120.888294 = -240600.510629 nChanged 1 SP:Iteration 48Q (39.352264 sec): 3 clusters Score: Raw -240721.491126 + Penalty 120.104749 = -240601.386377 nChanged 2 SP:Iteration 49Q (39.357166 sec): 3 clusters Score: Raw -240722.680504 + Penalty 120.586701 = -240602.093803 nChanged 2 SP:Iteration 50F (39.362948 sec): 3 clusters Score: Raw -240723.344943 + Penalty 121.417635 = -240601.927308 nChanged 1 SP:Iteration 51F (39.368733 sec): 3 clusters Score: Raw -240723.143502 + Penalty 121.417635 = -240601.725868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.374715 sec): 2 clusters Score: Raw -61048.431261 + Penalty 654.207425 = -60394.223836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.376270 sec): 3 clusters Score: Raw -60785.339479 + Penalty 1308.438168 = -59476.901312 nChanged 216 SP:Iteration 1F (39.377738 sec): 3 clusters Score: Raw -60988.371764 + Penalty 1308.592310 = -59679.779454 nChanged 63 SP:Iteration 2F (39.379176 sec): 3 clusters Score: Raw -61100.484970 + Penalty 1309.291612 = -59791.193358 nChanged 43 SP:Iteration 3F (39.380639 sec): 3 clusters Score: Raw -61166.709708 + Penalty 1310.665887 = -59856.043821 nChanged 45 SP:Iteration 4F (39.382152 sec): 3 clusters Score: Raw -61221.458456 + Penalty 1313.119375 = -59908.339081 nChanged 44 SP:Iteration 5F (39.383619 sec): 3 clusters Score: Raw -61263.040351 + Penalty 1317.160097 = -59945.880254 nChanged 39 SP:Iteration 6F (39.385101 sec): 3 clusters Score: Raw -61309.603420 + Penalty 1322.875550 = -59986.727870 nChanged 34 SP:Iteration 7F (39.386565 sec): 3 clusters Score: Raw -61353.119366 + Penalty 1328.094834 = -60025.024532 nChanged 23 SP:Iteration 8Q (39.388027 sec): 3 clusters Score: Raw -61387.024518 + Penalty 1331.172268 = -60055.852250 nChanged 14 SP:Iteration 9Q (39.389460 sec): 3 clusters Score: Raw -61426.932250 + Penalty 1334.342414 = -60092.589836 nChanged 10 SP:Iteration 10F (39.390944 sec): 3 clusters Score: Raw -61455.578870 + Penalty 1333.994889 = -60121.583980 nChanged 7 SP:Iteration 11Q (39.392291 sec): 3 clusters Score: Raw -61482.590922 + Penalty 1332.791459 = -60149.799463 nChanged 5 SP:Iteration 12Q (39.393665 sec): 3 clusters Score: Raw -61501.263582 + Penalty 1330.916356 = -60170.347226 nChanged 4 SP:Iteration 13Q (39.394986 sec): 3 clusters Score: Raw -61511.792719 + Penalty 1330.231477 = -60181.561242 nChanged 7 SP:Iteration 14Q (39.396295 sec): 3 clusters Score: Raw -61527.871788 + Penalty 1328.423567 = -60199.448221 nChanged 5 SP:Iteration 15Q (39.397602 sec): 3 clusters Score: Raw -61540.952408 + Penalty 1327.732916 = -60213.219491 nChanged 4 SP:Iteration 16Q (39.398897 sec): 3 clusters Score: Raw -61554.532398 + Penalty 1327.987560 = -60226.544837 nChanged 1 SP:Iteration 17Q (39.400185 sec): 3 clusters Score: Raw -61557.797262 + Penalty 1327.987560 = -60229.809702 nChanged 0 SP:Iteration 18F (39.401679 sec): 3 clusters Score: Raw -61557.797262 + Penalty 1327.987560 = -60229.809702 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.410124 sec): 2 clusters Score: Raw -125922.405970 + Penalty 269.483920 = -125652.922050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.413045 sec): 3 clusters Score: Raw -125075.271320 + Penalty 541.374343 = -124533.896977 nChanged 603 SP:Iteration 1F (39.415882 sec): 3 clusters Score: Raw -125470.152958 + Penalty 546.095381 = -124924.057577 nChanged 134 SP:Iteration 2F (39.418692 sec): 3 clusters Score: Raw -125572.256503 + Penalty 554.999256 = -125017.257246 nChanged 109 SP:Iteration 3F (39.421485 sec): 3 clusters Score: Raw -125663.489461 + Penalty 560.303907 = -125103.185554 nChanged 95 SP:Iteration 4F (39.424316 sec): 3 clusters Score: Raw -125747.078995 + Penalty 563.682581 = -125183.396415 nChanged 70 SP:Iteration 5Q (39.427127 sec): 3 clusters Score: Raw -125817.973216 + Penalty 571.173238 = -125246.799978 nChanged 51 SP:Iteration 6Q (39.430157 sec): 3 clusters Score: Raw -125863.109132 + Penalty 569.039294 = -125294.069837 nChanged 35 SP:Iteration 7Q (39.432730 sec): 3 clusters Score: Raw -125893.655472 + Penalty 564.341262 = -125329.314210 nChanged 16 SP:Iteration 8Q (39.435294 sec): 3 clusters Score: Raw -125904.720160 + Penalty 556.588282 = -125348.131878 nChanged 12 SP:Iteration 9Q (39.437821 sec): 3 clusters Score: Raw -125910.802698 + Penalty 574.093458 = -125336.709240 nChanged 8 SP:Iteration 10F (39.440785 sec): 3 clusters Score: Raw -125912.337528 + Penalty 598.090371 = -125314.247157 nChanged 9 SP:Iteration 11F (39.443669 sec): 3 clusters Score: Raw -125919.198390 + Penalty 617.952679 = -125301.245710 nChanged 6 SP:Iteration 12F (39.446484 sec): 3 clusters Score: Raw -125924.050288 + Penalty 613.192506 = -125310.857781 nChanged 3 SP:Iteration 13Q (39.448921 sec): 3 clusters Score: Raw -125923.957127 + Penalty 613.192506 = -125310.764621 nChanged 0 SP:Iteration 14F (39.451849 sec): 3 clusters Score: Raw -125923.957127 + Penalty 613.192506 = -125310.764621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.453912 sec): 2 clusters Score: Raw -5595.719374 + Penalty 319.523962 = -5276.195411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.454290 sec): 3 clusters Score: Raw -5673.665301 + Penalty 620.778445 = -5052.886856 nChanged 11 SP:Iteration 1F (39.454657 sec): 3 clusters Score: Raw -5714.277431 + Penalty 619.326629 = -5094.950803 nChanged 3 SP:Iteration 2Q (39.455005 sec): 3 clusters Score: Raw -5721.331520 + Penalty 624.633505 = -5096.698016 nChanged 2 SP:Iteration 3Q (39.455349 sec): 3 clusters Score: Raw -5723.973251 + Penalty 624.633505 = -5099.339746 nChanged 0 SP:Iteration 4F (39.455711 sec): 3 clusters Score: Raw -5723.973251 + Penalty 624.633505 = -5099.339746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.459671 sec): 2 clusters Score: Raw -94358.934049 + Penalty 48.233865 = -94310.700184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.462173 sec): 3 clusters Score: Raw -93629.775812 + Penalty 97.098656 = -93532.677157 nChanged 550 SP:Iteration 1F (39.464676 sec): 3 clusters Score: Raw -94145.360388 + Penalty 98.503457 = -94046.856930 nChanged 92 SP:Iteration 2F (39.467144 sec): 3 clusters Score: Raw -94253.434038 + Penalty 98.439748 = -94154.994290 nChanged 59 SP:Iteration 3Q (39.469653 sec): 3 clusters Score: Raw -94314.519376 + Penalty 99.322265 = -94215.197111 nChanged 31 SP:Iteration 4Q (39.472225 sec): 3 clusters Score: Raw -94346.366534 + Penalty 104.399612 = -94241.966922 nChanged 26 SP:Iteration 5Q (39.474784 sec): 3 clusters Score: Raw -94369.824439 + Penalty 107.299100 = -94262.525339 nChanged 11 SP:Iteration 6Q (39.477100 sec): 3 clusters Score: Raw -94377.408415 + Penalty 113.610092 = -94263.798323 nChanged 10 SP:Iteration 7Q (39.479285 sec): 3 clusters Score: Raw -94384.107720 + Penalty 120.734416 = -94263.373304 nChanged 5 SP:Iteration 8F (39.481926 sec): 3 clusters Score: Raw -94386.974452 + Penalty 125.623466 = -94261.350986 nChanged 3 SP:Iteration 9F (39.484424 sec): 3 clusters Score: Raw -94387.588989 + Penalty 128.635360 = -94258.953628 nChanged 1 SP:Iteration 10F (39.486919 sec): 3 clusters Score: Raw -94387.666442 + Penalty 132.094040 = -94255.572402 nChanged 1 SP:Iteration 11F (39.489448 sec): 3 clusters Score: Raw -94388.090456 + Penalty 132.094040 = -94255.996416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.491707 sec): 2 clusters Score: Raw -28890.405909 + Penalty 443.410654 = -28446.995254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.492560 sec): 3 clusters Score: Raw -28776.525592 + Penalty 880.985507 = -27895.540085 nChanged 104 SP:Iteration 1F (39.493391 sec): 3 clusters Score: Raw -28887.293328 + Penalty 881.468055 = -28005.825273 nChanged 27 SP:Iteration 2F (39.494220 sec): 3 clusters Score: Raw -28920.791719 + Penalty 885.480103 = -28035.311616 nChanged 16 SP:Iteration 3Q (39.495048 sec): 3 clusters Score: Raw -28942.643561 + Penalty 891.092148 = -28051.551413 nChanged 12 SP:Iteration 4Q (39.495854 sec): 3 clusters Score: Raw -28956.857467 + Penalty 894.799103 = -28062.058364 nChanged 10 SP:Iteration 5Q (39.496655 sec): 3 clusters Score: Raw -28981.308251 + Penalty 898.140958 = -28083.167293 nChanged 11 SP:Iteration 6Q (39.497448 sec): 3 clusters Score: Raw -28996.463996 + Penalty 897.755011 = -28098.708985 nChanged 11 SP:Iteration 7Q (39.498232 sec): 3 clusters Score: Raw -29015.172248 + Penalty 898.398141 = -28116.774107 nChanged 6 SP:Iteration 8Q (39.499011 sec): 3 clusters Score: Raw -29029.168011 + Penalty 896.896317 = -28132.271694 nChanged 8 SP:Iteration 9Q (39.499782 sec): 3 clusters Score: Raw -29049.511680 + Penalty 897.397847 = -28152.113833 nChanged 5 SP:Iteration 10F (39.500621 sec): 3 clusters Score: Raw -29056.154423 + Penalty 899.849527 = -28156.304896 nChanged 4 SP:Iteration 11Q (39.501384 sec): 3 clusters Score: Raw -29060.336877 + Penalty 901.370390 = -28158.966486 nChanged 4 SP:Iteration 12Q (39.502146 sec): 3 clusters Score: Raw -29069.357926 + Penalty 905.930808 = -28163.427117 nChanged 6 SP:Iteration 13Q (39.502903 sec): 3 clusters Score: Raw -29079.886906 + Penalty 907.516794 = -28172.370112 nChanged 2 SP:Iteration 14Q (39.503713 sec): 3 clusters Score: Raw -29081.736432 + Penalty 909.598376 = -28172.138057 nChanged 3 SP:Iteration 15F (39.504557 sec): 3 clusters Score: Raw -29083.733050 + Penalty 910.282038 = -28173.451012 nChanged 1 SP:Iteration 16Q (39.505336 sec): 3 clusters Score: Raw -29084.245371 + Penalty 910.282038 = -28173.963333 nChanged 0 SP:Iteration 17F (39.506184 sec): 3 clusters Score: Raw -29084.245371 + Penalty 910.282038 = -28173.963333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.508032 sec): 2 clusters Score: Raw -24014.887647 + Penalty 645.730852 = -23369.156796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.508802 sec): 3 clusters Score: Raw -23971.130675 + Penalty 1299.584229 = -22671.546446 nChanged 57 SP:Iteration 1F (39.509555 sec): 3 clusters Score: Raw -24045.762640 + Penalty 1301.316381 = -22744.446258 nChanged 16 SP:Iteration 2F (39.510306 sec): 3 clusters Score: Raw -24070.062569 + Penalty 1301.639065 = -22768.423503 nChanged 8 SP:Iteration 3Q (39.511042 sec): 3 clusters Score: Raw -24093.363307 + Penalty 1301.079455 = -22792.283852 nChanged 6 SP:Iteration 4Q (39.511772 sec): 3 clusters Score: Raw -24105.551026 + Penalty 1301.799185 = -22803.751841 nChanged 3 SP:Iteration 5Q (39.512500 sec): 3 clusters Score: Raw -24109.354263 + Penalty 1302.311315 = -22807.042948 nChanged 2 SP:Iteration 6Q (39.513227 sec): 3 clusters Score: Raw -24113.651126 + Penalty 1302.855362 = -22810.795764 nChanged 1 SP:Iteration 7Q (39.513954 sec): 3 clusters Score: Raw -24119.068405 + Penalty 1303.670510 = -22815.397895 nChanged 1 SP:Iteration 8Q (39.514678 sec): 3 clusters Score: Raw -24121.213029 + Penalty 1304.082743 = -22817.130286 nChanged 1 SP:Iteration 9Q (39.515402 sec): 3 clusters Score: Raw -24124.496514 + Penalty 1303.988620 = -22820.507894 nChanged 1 SP:Iteration 10F (39.516153 sec): 3 clusters Score: Raw -24128.647212 + Penalty 1303.697895 = -22824.949317 nChanged 1 SP:Iteration 11Q (39.516880 sec): 3 clusters Score: Raw -24131.332855 + Penalty 1302.899557 = -22828.433299 nChanged 3 SP:Iteration 12Q (39.517631 sec): 3 clusters Score: Raw -24139.169229 + Penalty 1301.121601 = -22838.047628 nChanged 4 SP:Iteration 13Q (39.518357 sec): 3 clusters Score: Raw -24147.813267 + Penalty 1301.848546 = -22845.964720 nChanged 2 SP:Iteration 14Q (39.519083 sec): 3 clusters Score: Raw -24151.581266 + Penalty 1302.378629 = -22849.202637 nChanged 2 SP:Iteration 15Q (39.519805 sec): 3 clusters Score: Raw -24154.253120 + Penalty 1303.895404 = -22850.357716 nChanged 2 SP:Iteration 16Q (39.520528 sec): 3 clusters Score: Raw -24156.490676 + Penalty 1303.895404 = -22852.595273 nChanged 0 SP:Iteration 17F (39.521279 sec): 3 clusters Score: Raw -24156.490676 + Penalty 1303.895404 = -22852.595273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.525783 sec): 2 clusters Score: Raw -119493.739927 + Penalty 764.949658 = -118728.790269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.528506 sec): 3 clusters Score: Raw -118863.376008 + Penalty 1530.413313 = -117332.962695 nChanged 463 SP:Iteration 1F (39.531134 sec): 3 clusters Score: Raw -119191.119758 + Penalty 1530.595907 = -117660.523852 nChanged 127 SP:Iteration 2F (39.533820 sec): 3 clusters Score: Raw -119373.111835 + Penalty 1529.262042 = -117843.849793 nChanged 112 SP:Iteration 3F (39.536556 sec): 3 clusters Score: Raw -119527.540854 + Penalty 1526.574181 = -118000.966674 nChanged 91 SP:Iteration 4F (39.539418 sec): 3 clusters Score: Raw -119632.732106 + Penalty 1522.397765 = -118110.334341 nChanged 77 SP:Iteration 5F (39.542193 sec): 3 clusters Score: Raw -119716.591116 + Penalty 1517.919990 = -118198.671126 nChanged 49 SP:Iteration 6Q (39.544823 sec): 3 clusters Score: Raw -119779.419796 + Penalty 1513.834510 = -118265.585285 nChanged 35 SP:Iteration 7Q (39.547456 sec): 3 clusters Score: Raw -119814.390651 + Penalty 1511.386153 = -118303.004498 nChanged 23 SP:Iteration 8Q (39.550009 sec): 3 clusters Score: Raw -119834.051828 + Penalty 1509.124222 = -118324.927606 nChanged 20 SP:Iteration 9Q (39.552526 sec): 3 clusters Score: Raw -119851.790044 + Penalty 1507.325705 = -118344.464339 nChanged 19 SP:Iteration 10F (39.555214 sec): 3 clusters Score: Raw -119862.994859 + Penalty 1506.371605 = -118356.623254 nChanged 12 SP:Iteration 11Q (39.557820 sec): 3 clusters Score: Raw -119872.550073 + Penalty 1505.308537 = -118367.241535 nChanged 15 SP:Iteration 12Q (39.560438 sec): 3 clusters Score: Raw -119882.811101 + Penalty 1504.652620 = -118378.158482 nChanged 12 SP:Iteration 13Q (39.562985 sec): 3 clusters Score: Raw -119894.276318 + Penalty 1503.997170 = -118390.279148 nChanged 9 SP:Iteration 14Q (39.565487 sec): 3 clusters Score: Raw -119898.828290 + Penalty 1504.077196 = -118394.751094 nChanged 5 SP:Iteration 15Q (39.567991 sec): 3 clusters Score: Raw -119900.578607 + Penalty 1504.509951 = -118396.068656 nChanged 3 SP:Iteration 16Q (39.570562 sec): 3 clusters Score: Raw -119901.881029 + Penalty 1504.509951 = -118397.371078 nChanged 0 SP:Iteration 17F (39.573478 sec): 3 clusters Score: Raw -119901.881029 + Penalty 1504.509951 = -118397.371078 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.576849 sec): 2 clusters Score: Raw -83941.806701 + Penalty 618.873303 = -83322.933398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.578816 sec): 3 clusters Score: Raw -83511.116304 + Penalty 1237.653983 = -82273.462321 nChanged 316 SP:Iteration 1F (39.580787 sec): 3 clusters Score: Raw -83716.887066 + Penalty 1237.390186 = -82479.496880 nChanged 79 SP:Iteration 2F (39.582723 sec): 3 clusters Score: Raw -83784.237871 + Penalty 1237.577033 = -82546.660838 nChanged 74 SP:Iteration 3F (39.584622 sec): 3 clusters Score: Raw -83850.932066 + Penalty 1238.735984 = -82612.196082 nChanged 52 SP:Iteration 4F (39.586524 sec): 3 clusters Score: Raw -83891.303626 + Penalty 1240.913192 = -82650.390434 nChanged 41 SP:Iteration 5Q (39.588441 sec): 3 clusters Score: Raw -83927.840756 + Penalty 1245.028626 = -82682.812130 nChanged 40 SP:Iteration 6Q (39.590336 sec): 3 clusters Score: Raw -83955.812563 + Penalty 1249.972592 = -82705.839970 nChanged 33 SP:Iteration 7Q (39.592213 sec): 3 clusters Score: Raw -83987.478730 + Penalty 1255.527443 = -82731.951288 nChanged 38 SP:Iteration 8Q (39.594081 sec): 3 clusters Score: Raw -84024.048643 + Penalty 1261.931331 = -82762.117313 nChanged 35 SP:Iteration 9Q (39.595947 sec): 3 clusters Score: Raw -84064.404566 + Penalty 1268.839922 = -82795.564645 nChanged 31 SP:Iteration 10F (39.598031 sec): 3 clusters Score: Raw -84097.829748 + Penalty 1277.098304 = -82820.731444 nChanged 30 SP:Iteration 11Q (39.599924 sec): 3 clusters Score: Raw -84127.664653 + Penalty 1282.143892 = -82845.520762 nChanged 21 SP:Iteration 12Q (39.601770 sec): 3 clusters Score: Raw -84148.652892 + Penalty 1285.644951 = -82863.007941 nChanged 14 SP:Iteration 13Q (39.603578 sec): 3 clusters Score: Raw -84162.399847 + Penalty 1289.060173 = -82873.339674 nChanged 10 SP:Iteration 14Q (39.605517 sec): 3 clusters Score: Raw -84177.452211 + Penalty 1291.713537 = -82885.738674 nChanged 9 SP:Iteration 15Q (39.607332 sec): 3 clusters Score: Raw -84187.838669 + Penalty 1293.533695 = -82894.304974 nChanged 6 SP:Iteration 16Q (39.609122 sec): 3 clusters Score: Raw -84192.762606 + Penalty 1295.360929 = -82897.401677 nChanged 4 SP:Iteration 17Q (39.610878 sec): 3 clusters Score: Raw -84194.727311 + Penalty 1295.861077 = -82898.866234 nChanged 1 SP:Iteration 18Q (39.612627 sec): 3 clusters Score: Raw -84194.706147 + Penalty 1296.251426 = -82898.454721 nChanged 1 SP:Iteration 19F (39.614637 sec): 3 clusters Score: Raw -84194.827558 + Penalty 1296.251426 = -82898.576132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.615631 sec): 2 clusters Score: Raw -13706.238010 + Penalty 590.557469 = -13115.680541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.616169 sec): 3 clusters Score: Raw -13796.065879 + Penalty 1177.039383 = -12619.026496 nChanged 30 SP:Iteration 1F (39.616700 sec): 3 clusters Score: Raw -13884.440890 + Penalty 1182.476509 = -12701.964381 nChanged 12 SP:Iteration 2F (39.617241 sec): 3 clusters Score: Raw -13917.321848 + Penalty 1183.316546 = -12734.005302 nChanged 2 SP:Iteration 3Q (39.617736 sec): 3 clusters Score: Raw -13920.486494 + Penalty 1183.316546 = -12737.169947 nChanged 0 SP:Iteration 4F (39.618269 sec): 3 clusters Score: Raw -13920.486494 + Penalty 1183.316546 = -12737.169947 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 24 (5777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.645929 sec): 2 clusters Score: Raw -453845.569475 + Penalty 225.706553 = -453619.862922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.657617 sec): 3 clusters Score: Raw -450026.673152 + Penalty 502.504339 = -449524.168813 nChanged 2668 SP:Iteration 1F (39.668543 sec): 3 clusters Score: Raw -451902.404811 + Penalty 702.251413 = -451200.153399 nChanged 1118 SP:Iteration 2F (39.679440 sec): 3 clusters Score: Raw -453371.631396 + Penalty 834.881495 = -452536.749901 nChanged 348 SP:Iteration 3F (39.690081 sec): 3 clusters Score: Raw -453776.307168 + Penalty 903.836206 = -452872.470962 nChanged 137 SP:Iteration 4Q (39.699453 sec): 3 clusters Score: Raw -453911.335378 + Penalty 944.108722 = -452967.226656 nChanged 66 SP:Iteration 5Q (39.708483 sec): 3 clusters Score: Raw -453990.150521 + Penalty 963.324882 = -453026.825640 nChanged 44 SP:Iteration 6Q (39.717426 sec): 3 clusters Score: Raw -454058.805611 + Penalty 970.498335 = -453088.307276 nChanged 24 SP:Iteration 7Q (39.725883 sec): 3 clusters Score: Raw -454096.614859 + Penalty 972.510197 = -453124.104661 nChanged 19 SP:Iteration 8Q (39.734251 sec): 3 clusters Score: Raw -454120.594651 + Penalty 969.718137 = -453150.876514 nChanged 9 SP:Iteration 9Q (39.743213 sec): 3 clusters Score: Raw -454125.624376 + Penalty 966.875484 = -453158.748892 nChanged 3 SP:Iteration 10F (39.753858 sec): 3 clusters Score: Raw -454126.711359 + Penalty 965.288842 = -453161.422517 nChanged 2 SP:Iteration 11Q (39.762230 sec): 3 clusters Score: Raw -454127.520030 + Penalty 960.301849 = -453167.218182 nChanged 5 SP:Iteration 12Q (39.770672 sec): 3 clusters Score: Raw -454128.902375 + Penalty 956.329611 = -453172.572765 nChanged 3 SP:Iteration 13Q (39.779280 sec): 3 clusters Score: Raw -454129.443841 + Penalty 952.987142 = -453176.456699 nChanged 4 SP:Iteration 14Q (39.787641 sec): 3 clusters Score: Raw -454129.899770 + Penalty 952.987142 = -453176.912629 nChanged 0 SP:Iteration 15F (39.798084 sec): 3 clusters Score: Raw -454129.899770 + Penalty 952.987142 = -453176.912629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.802462 sec): 2 clusters Score: Raw -12357.947965 + Penalty 503.886818 = -11854.061148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.802978 sec): 3 clusters Score: Raw -12381.296648 + Penalty 1008.157421 = -11373.139227 nChanged 17 SP:Iteration 1F (39.803472 sec): 3 clusters Score: Raw -12419.821268 + Penalty 1008.382784 = -11411.438484 nChanged 3 SP:Iteration 2Q (39.803949 sec): 3 clusters Score: Raw -12426.929830 + Penalty 1008.017005 = -11418.912825 nChanged 1 SP:Iteration 3Q (39.804424 sec): 3 clusters Score: Raw -12429.064669 + Penalty 1007.910397 = -11421.154272 nChanged 1 SP:Iteration 4Q (39.804898 sec): 3 clusters Score: Raw -12429.665230 + Penalty 1007.910397 = -11421.754834 nChanged 0 SP:Iteration 5F (39.805389 sec): 3 clusters Score: Raw -12429.665230 + Penalty 1007.910397 = -11421.754834 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.808703 sec): 2 clusters Score: Raw -65365.021864 + Penalty 481.379405 = -64883.642459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.810463 sec): 3 clusters Score: Raw -64956.716796 + Penalty 977.404097 = -63979.312699 nChanged 272 SP:Iteration 1F (39.812053 sec): 3 clusters Score: Raw -65185.480340 + Penalty 996.350587 = -64189.129753 nChanged 97 SP:Iteration 2F (39.813672 sec): 3 clusters Score: Raw -65271.883414 + Penalty 1013.894903 = -64257.988511 nChanged 63 SP:Iteration 3F (39.815256 sec): 3 clusters Score: Raw -65350.664254 + Penalty 1033.661297 = -64317.002957 nChanged 43 SP:Iteration 4F (39.816816 sec): 3 clusters Score: Raw -65411.414160 + Penalty 1044.583518 = -64366.830643 nChanged 33 SP:Iteration 5Q (39.818376 sec): 3 clusters Score: Raw -65453.618408 + Penalty 1046.198407 = -64407.420000 nChanged 19 SP:Iteration 6Q (39.819869 sec): 3 clusters Score: Raw -65472.713216 + Penalty 1052.254160 = -64420.459056 nChanged 16 SP:Iteration 7Q (39.821308 sec): 3 clusters Score: Raw -65493.617603 + Penalty 1052.102198 = -64441.515405 nChanged 10 SP:Iteration 8Q (39.822721 sec): 3 clusters Score: Raw -65503.714096 + Penalty 1050.170463 = -64453.543632 nChanged 7 SP:Iteration 9Q (39.824167 sec): 3 clusters Score: Raw -65511.239864 + Penalty 1047.647161 = -64463.592703 nChanged 8 SP:Iteration 10F (39.825748 sec): 3 clusters Score: Raw -65517.758555 + Penalty 1046.603928 = -64471.154627 nChanged 5 SP:Iteration 11Q (39.827160 sec): 3 clusters Score: Raw -65522.472968 + Penalty 1044.752070 = -64477.720898 nChanged 3 SP:Iteration 12Q (39.828565 sec): 3 clusters Score: Raw -65526.373424 + Penalty 1044.815689 = -64481.557736 nChanged 1 SP:Iteration 13Q (39.829984 sec): 3 clusters Score: Raw -65527.229687 + Penalty 1045.780828 = -64481.448859 nChanged 1 SP:Iteration 14F (39.831564 sec): 3 clusters Score: Raw -65527.699585 + Penalty 1045.780828 = -64481.918757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.832274 sec): 2 clusters Score: Raw -1644.543387 + Penalty 41.812631 = -1602.730755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.832537 sec): 3 clusters Score: Raw -1637.425188 + Penalty 63.125048 = -1574.300140 nChanged 3 SP:Iteration 1F (39.832768 sec): 3 clusters Score: Raw -1646.882419 + Penalty 63.125048 = -1583.757372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.833837 sec): 2 clusters Score: Raw -14780.495708 + Penalty 288.252754 = -14492.242954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.834449 sec): 3 clusters Score: Raw -14775.598649 + Penalty 557.582253 = -14218.016397 nChanged 69 SP:Iteration 1F (39.835031 sec): 3 clusters Score: Raw -14884.129020 + Penalty 518.193003 = -14365.936017 nChanged 26 SP:Iteration 2F (39.835599 sec): 3 clusters Score: Raw -14929.614897 + Penalty 500.538557 = -14429.076340 nChanged 10 SP:Iteration 3Q (39.836150 sec): 3 clusters Score: Raw -14999.517744 + Penalty 504.474840 = -14495.042904 nChanged 3 SP:Iteration 4Q (39.836682 sec): 3 clusters Score: Raw -15005.173300 + Penalty 504.171157 = -14501.002142 nChanged 2 SP:Iteration 5Q (39.837208 sec): 3 clusters Score: Raw -15011.573226 + Penalty 507.810276 = -14503.762951 nChanged 1 SP:Iteration 6Q (39.837726 sec): 3 clusters Score: Raw -15012.882191 + Penalty 507.810276 = -14505.071915 nChanged 0 SP:Iteration 7F (39.838290 sec): 3 clusters Score: Raw -15012.882191 + Penalty 507.810276 = -14505.071915 nChanged 0 Score: Raw -2171851.531407 + Penalty 15389.119687 = -2156462.411720 Splitting cluster 53 changes total score from -2145776.223431 to -2156462.411720 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.177675 sec): 2 clusters Score: Raw -31767.033533 + Penalty 617.800938 = -31149.232595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.178531 sec): 3 clusters Score: Raw -31654.841600 + Penalty 1236.382885 = -30418.458715 nChanged 84 SP:Iteration 1F (40.179367 sec): 3 clusters Score: Raw -31745.768865 + Penalty 1236.640918 = -30509.127948 nChanged 23 SP:Iteration 2F (40.180193 sec): 3 clusters Score: Raw -31771.860457 + Penalty 1236.692731 = -30535.167726 nChanged 10 SP:Iteration 3Q (40.180991 sec): 3 clusters Score: Raw -31785.278104 + Penalty 1236.981208 = -30548.296895 nChanged 6 SP:Iteration 4Q (40.181783 sec): 3 clusters Score: Raw -31791.988393 + Penalty 1236.781510 = -30555.206883 nChanged 2 SP:Iteration 5Q (40.182573 sec): 3 clusters Score: Raw -31798.042281 + Penalty 1237.007845 = -30561.034436 nChanged 7 SP:Iteration 6Q (40.183362 sec): 3 clusters Score: Raw -31807.440082 + Penalty 1236.267859 = -30571.172223 nChanged 6 SP:Iteration 7Q (40.184148 sec): 3 clusters Score: Raw -31813.013063 + Penalty 1236.299749 = -30576.713314 nChanged 2 SP:Iteration 8Q (40.184931 sec): 3 clusters Score: Raw -31815.110980 + Penalty 1236.552642 = -30578.558338 nChanged 1 SP:Iteration 9Q (40.185712 sec): 3 clusters Score: Raw -31816.056360 + Penalty 1236.982139 = -30579.074221 nChanged 2 SP:Iteration 10F (40.186516 sec): 3 clusters Score: Raw -31817.309195 + Penalty 1237.627169 = -30579.682026 nChanged 2 SP:Iteration 11Q (40.187297 sec): 3 clusters Score: Raw -31819.122395 + Penalty 1237.517505 = -30581.604890 nChanged 1 SP:Iteration 12Q (40.188092 sec): 3 clusters Score: Raw -31819.565477 + Penalty 1237.547155 = -30582.018321 nChanged 2 SP:Iteration 13Q (40.188870 sec): 3 clusters Score: Raw -31821.219202 + Penalty 1237.677113 = -30583.542089 nChanged 3 SP:Iteration 14Q (40.189651 sec): 3 clusters Score: Raw -31824.260212 + Penalty 1239.722948 = -30584.537264 nChanged 4 SP:Iteration 15Q (40.190455 sec): 3 clusters Score: Raw -31828.468586 + Penalty 1241.111158 = -30587.357428 nChanged 3 SP:Iteration 16Q (40.191229 sec): 3 clusters Score: Raw -31832.965255 + Penalty 1240.643669 = -30592.321586 nChanged 4 SP:Iteration 17Q (40.192000 sec): 3 clusters Score: Raw -31841.595351 + Penalty 1242.949074 = -30598.646277 nChanged 5 SP:Iteration 18Q (40.192769 sec): 3 clusters Score: Raw -31850.628911 + Penalty 1243.544767 = -30607.084144 nChanged 2 SP:Iteration 19Q (40.193531 sec): 3 clusters Score: Raw -31853.003369 + Penalty 1243.791487 = -30609.211882 nChanged 1 SP:Iteration 20F (40.194336 sec): 3 clusters Score: Raw -31854.050136 + Penalty 1243.791487 = -30610.258649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.195039 sec): 2 clusters Score: Raw -6375.412944 + Penalty 128.423535 = -6246.989409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.195418 sec): 3 clusters Score: Raw -6393.359602 + Penalty 339.754421 = -6053.605182 nChanged 30 SP:Iteration 1F (40.195788 sec): 3 clusters Score: Raw -6457.769584 + Penalty 370.121731 = -6087.647853 nChanged 5 SP:Iteration 2F (40.196158 sec): 3 clusters Score: Raw -6469.305309 + Penalty 389.659116 = -6079.646193 nChanged 2 SP:Iteration 3F (40.196528 sec): 3 clusters Score: Raw -6475.559517 + Penalty 405.475462 = -6070.084055 nChanged 1 SP:Iteration 4F (40.196895 sec): 3 clusters Score: Raw -6477.262818 + Penalty 405.475462 = -6071.787356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.197397 sec): 2 clusters Score: Raw -837.960994 + Penalty 26.374054 = -811.586940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.197616 sec): 3 clusters Score: Raw -854.076447 + Penalty 53.433043 = -800.643404 nChanged 1 SP:Iteration 1F (40.197825 sec): 3 clusters Score: Raw -857.929136 + Penalty 53.433043 = -804.496093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.198300 sec): 2 clusters Score: Raw -479.112676 + Penalty 40.420727 = -438.691950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.198509 sec): 3 clusters Score: Raw -502.572049 + Penalty 80.027487 = -422.544563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.199156 sec): 2 clusters Score: Raw -5040.541653 + Penalty 85.741855 = -4954.799798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.199509 sec): 3 clusters Score: Raw -5060.743565 + Penalty 173.047726 = -4887.695838 nChanged 27 SP:Iteration 1F (40.199856 sec): 3 clusters Score: Raw -5074.225368 + Penalty 173.119866 = -4901.105503 nChanged 8 SP:Iteration 2F (40.200203 sec): 3 clusters Score: Raw -5080.142255 + Penalty 172.419105 = -4907.723149 nChanged 1 SP:Iteration 3Q (40.200542 sec): 3 clusters Score: Raw -5088.496706 + Penalty 171.402388 = -4917.094318 nChanged 3 SP:Iteration 4Q (40.200881 sec): 3 clusters Score: Raw -5093.943547 + Penalty 172.460847 = -4921.482701 nChanged 4 SP:Iteration 5F (40.201227 sec): 3 clusters Score: Raw -5102.096308 + Penalty 188.992740 = -4913.103569 nChanged 10 SP:Iteration 6F (40.201573 sec): 3 clusters Score: Raw -5125.279621 + Penalty 234.380584 = -4890.899037 nChanged 9 SP:Iteration 7F (40.201919 sec): 3 clusters Score: Raw -5141.122315 + Penalty 261.898159 = -4879.224155 nChanged 3 SP:Iteration 8F (40.202266 sec): 3 clusters Score: Raw -5144.930457 + Penalty 261.898159 = -4883.032297 nChanged 0 Deleting Class 53 (20 points): Lose 254.700475 but Gain 381.127467 Iteration 152F (40.565705 sec): 25 clusters Score: Raw -2160730.320619 + Penalty 14942.140982 = -2145788.179637 nChanged 58 Iteration 153Q (40.644117 sec): 25 clusters Score: Raw -2160894.426484 + Penalty 14957.827034 = -2145936.599451 nChanged 22 Iteration 154Q (40.720949 sec): 25 clusters Score: Raw -2160981.179144 + Penalty 14961.848504 = -2146019.330640 nChanged 21 Iteration 155Q (40.797882 sec): 25 clusters Score: Raw -2161017.227533 + Penalty 14954.631798 = -2146062.595735 nChanged 13 Iteration 156Q (40.875504 sec): 25 clusters Score: Raw -2161026.013697 + Penalty 14959.968827 = -2146066.044870 nChanged 9 Iteration 157Q (40.953098 sec): 25 clusters Score: Raw -2161032.936049 + Penalty 14954.899040 = -2146078.037009 nChanged 7 Iteration 158Q (41.030233 sec): 25 clusters Score: Raw -2161042.147199 + Penalty 14971.194829 = -2146070.952370 nChanged 10 Iteration 159F (41.363004 sec): 25 clusters Score: Raw -2161121.127587 + Penalty 14986.379002 = -2146134.748585 nChanged 15 Iteration 160F (41.695765 sec): 25 clusters Score: Raw -2161248.518461 + Penalty 14991.538057 = -2146256.980404 nChanged 18 Iteration 161Q (41.772978 sec): 25 clusters Score: Raw -2161331.891908 + Penalty 15008.881588 = -2146323.010320 nChanged 9 Iteration 162Q (41.850856 sec): 25 clusters Score: Raw -2161336.435673 + Penalty 15014.805811 = -2146321.629862 nChanged 8 Iteration 163F (42.182095 sec): 25 clusters Score: Raw -2161357.858245 + Penalty 15006.822685 = -2146351.035560 nChanged 4 Iteration 164Q (42.259348 sec): 25 clusters Score: Raw -2161381.316659 + Penalty 15008.089662 = -2146373.226997 nChanged 3 Iteration 165Q (42.336312 sec): 25 clusters Score: Raw -2161381.685714 + Penalty 15008.089662 = -2146373.596052 nChanged 0 Iteration 166F (42.666618 sec): 25 clusters Score: Raw -2161381.685714 + Penalty 15008.089662 = -2146373.596052 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2161381.685714 + Penalty 15008.089662 = -2146373.596052Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (8026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.752369 sec): 2 clusters Score: Raw -645744.465538 + Penalty 76.284938 = -645668.180599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.767066 sec): 3 clusters Score: Raw -640339.411950 + Penalty 153.477811 = -640185.934138 nChanged 3881 SP:Iteration 1F (42.781982 sec): 3 clusters Score: Raw -642563.236942 + Penalty 153.298805 = -642409.938137 nChanged 461 SP:Iteration 2F (42.796756 sec): 3 clusters Score: Raw -642672.038018 + Penalty 154.061875 = -642517.976143 nChanged 363 SP:Iteration 3Q (42.811549 sec): 3 clusters Score: Raw -642794.124644 + Penalty 154.746591 = -642639.378053 nChanged 405 SP:Iteration 4F (42.826338 sec): 3 clusters Score: Raw -643004.489242 + Penalty 155.912926 = -642848.576316 nChanged 550 SP:Iteration 5F (42.841142 sec): 3 clusters Score: Raw -643421.406835 + Penalty 156.010549 = -643265.396286 nChanged 683 SP:Iteration 6F (42.855760 sec): 3 clusters Score: Raw -644161.325246 + Penalty 157.879439 = -644003.445807 nChanged 737 SP:Iteration 7F (42.870067 sec): 3 clusters Score: Raw -645171.749906 + Penalty 157.932111 = -645013.817795 nChanged 406 SP:Iteration 8F (42.884589 sec): 3 clusters Score: Raw -645698.681838 + Penalty 121.244956 = -645577.436883 nChanged 40 SP:Iteration 9Q (42.895636 sec): 3 clusters Score: Raw -645741.460860 + Penalty 76.284938 = -645665.175922 nChanged 2 SP:Iteration 10F (42.906448 sec): 2 clusters Score: Raw -645744.465538 + Penalty 76.284938 = -645668.180599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.911077 sec): 2 clusters Score: Raw -15011.019699 + Penalty 539.964969 = -14471.054730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.911629 sec): 3 clusters Score: Raw -14983.922117 + Penalty 1073.680149 = -13910.241967 nChanged 29 SP:Iteration 1F (42.912157 sec): 3 clusters Score: Raw -15032.652320 + Penalty 1067.770951 = -13964.881369 nChanged 11 SP:Iteration 2F (42.912701 sec): 3 clusters Score: Raw -15050.787360 + Penalty 1062.741354 = -13988.046006 nChanged 11 SP:Iteration 3F (42.913231 sec): 3 clusters Score: Raw -15080.912495 + Penalty 1054.297703 = -14026.614791 nChanged 9 SP:Iteration 4F (42.913753 sec): 3 clusters Score: Raw -15101.390897 + Penalty 1046.665224 = -14054.725673 nChanged 7 SP:Iteration 5Q (42.914255 sec): 3 clusters Score: Raw -15121.692661 + Penalty 1039.782647 = -14081.910014 nChanged 4 SP:Iteration 6Q (42.914753 sec): 3 clusters Score: Raw -15130.682435 + Penalty 1039.782647 = -14090.899788 nChanged 0 SP:Iteration 7F (42.915273 sec): 3 clusters Score: Raw -15130.682435 + Penalty 1039.782647 = -14090.899788 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.919183 sec): 2 clusters Score: Raw -59353.472591 + Penalty 169.969637 = -59183.502955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.920735 sec): 3 clusters Score: Raw -58909.455166 + Penalty 340.190573 = -58569.264594 nChanged 297 SP:Iteration 1F (42.922256 sec): 3 clusters Score: Raw -59141.685788 + Penalty 338.431741 = -58803.254047 nChanged 104 SP:Iteration 2F (42.923704 sec): 3 clusters Score: Raw -59263.080603 + Penalty 333.453059 = -58929.627544 nChanged 41 SP:Iteration 3F (42.925132 sec): 3 clusters Score: Raw -59316.821104 + Penalty 334.824831 = -58981.996273 nChanged 13 SP:Iteration 4Q (42.926420 sec): 3 clusters Score: Raw -59321.839709 + Penalty 335.487655 = -58986.352054 nChanged 6 SP:Iteration 5Q (42.927722 sec): 3 clusters Score: Raw -59324.792511 + Penalty 336.080140 = -58988.712371 nChanged 6 SP:Iteration 6Q (42.929002 sec): 3 clusters Score: Raw -59327.342480 + Penalty 332.496085 = -58994.846395 nChanged 10 SP:Iteration 7Q (42.930285 sec): 3 clusters Score: Raw -59329.568949 + Penalty 345.649818 = -58983.919130 nChanged 11 SP:Iteration 8F (42.931736 sec): 3 clusters Score: Raw -59332.260441 + Penalty 364.066840 = -58968.193601 nChanged 8 SP:Iteration 9F (42.933219 sec): 3 clusters Score: Raw -59334.923740 + Penalty 380.533769 = -58954.389971 nChanged 8 SP:Iteration 10F (42.934753 sec): 3 clusters Score: Raw -59339.754597 + Penalty 452.396942 = -58887.357655 nChanged 8 SP:Iteration 11F (42.936183 sec): 3 clusters Score: Raw -59346.576563 + Penalty 665.588537 = -58680.988027 nChanged 5 SP:Iteration 12F (42.937621 sec): 3 clusters Score: Raw -59351.372131 + Penalty 169.969637 = -59181.402495 nChanged 1 SP:Iteration 13Q (42.938767 sec): 2 clusters Score: Raw -59353.472591 + Penalty 169.969637 = -59183.502955 nChanged 0 SP:Iteration 14F (42.939949 sec): 2 clusters Score: Raw -59353.472591 + Penalty 169.969637 = -59183.502955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.945638 sec): 2 clusters Score: Raw -121272.171418 + Penalty 464.919888 = -120807.251530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.948603 sec): 3 clusters Score: Raw -120461.845150 + Penalty 932.268880 = -119529.576270 nChanged 569 SP:Iteration 1F (42.951380 sec): 3 clusters Score: Raw -120817.225218 + Penalty 935.926029 = -119881.299189 nChanged 150 SP:Iteration 2F (42.954153 sec): 3 clusters Score: Raw -120917.379708 + Penalty 942.568312 = -119974.811396 nChanged 97 SP:Iteration 3F (42.956885 sec): 3 clusters Score: Raw -120997.668503 + Penalty 948.515204 = -120049.153299 nChanged 93 SP:Iteration 4F (42.959606 sec): 3 clusters Score: Raw -121076.452460 + Penalty 958.171145 = -120118.281315 nChanged 85 SP:Iteration 5F (42.962278 sec): 3 clusters Score: Raw -121155.561374 + Penalty 965.629316 = -120189.932058 nChanged 74 SP:Iteration 6F (42.964949 sec): 3 clusters Score: Raw -121218.469899 + Penalty 972.247027 = -120246.222872 nChanged 53 SP:Iteration 7Q (42.967544 sec): 3 clusters Score: Raw -121256.829945 + Penalty 974.550426 = -120282.279519 nChanged 39 SP:Iteration 8Q (42.970175 sec): 3 clusters Score: Raw -121284.103257 + Penalty 977.410398 = -120306.692859 nChanged 25 SP:Iteration 9Q (42.972685 sec): 3 clusters Score: Raw -121300.517900 + Penalty 979.589676 = -120320.928225 nChanged 23 SP:Iteration 10F (42.975350 sec): 3 clusters Score: Raw -121317.764158 + Penalty 982.750769 = -120335.013390 nChanged 14 SP:Iteration 11Q (42.977857 sec): 3 clusters Score: Raw -121322.885736 + Penalty 984.104031 = -120338.781704 nChanged 7 SP:Iteration 12Q (42.980561 sec): 3 clusters Score: Raw -121325.540151 + Penalty 984.559547 = -120340.980604 nChanged 5 SP:Iteration 13Q (42.983168 sec): 3 clusters Score: Raw -121326.860574 + Penalty 985.117274 = -120341.743300 nChanged 4 SP:Iteration 14Q (42.985740 sec): 3 clusters Score: Raw -121327.837273 + Penalty 985.043100 = -120342.794173 nChanged 1 SP:Iteration 15Q (42.988200 sec): 3 clusters Score: Raw -121328.165824 + Penalty 985.337442 = -120342.828382 nChanged 4 SP:Iteration 16Q (42.990662 sec): 3 clusters Score: Raw -121329.235400 + Penalty 986.424472 = -120342.810928 nChanged 3 SP:Iteration 17F (42.993319 sec): 3 clusters Score: Raw -121330.270014 + Penalty 987.006377 = -120343.263637 nChanged 2 SP:Iteration 18Q (42.995881 sec): 3 clusters Score: Raw -121331.703063 + Penalty 987.316037 = -120344.387027 nChanged 3 SP:Iteration 19Q (42.998336 sec): 3 clusters Score: Raw -121333.262732 + Penalty 987.333800 = -120345.928933 nChanged 1 SP:Iteration 20F (43.000998 sec): 3 clusters Score: Raw -121333.954784 + Penalty 987.261331 = -120346.693453 nChanged 1 SP:Iteration 21Q (43.003463 sec): 3 clusters Score: Raw -121334.059866 + Penalty 987.261331 = -120346.798536 nChanged 0 SP:Iteration 22F (43.006119 sec): 3 clusters Score: Raw -121334.059866 + Penalty 987.261331 = -120346.798536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.011271 sec): 2 clusters Score: Raw -20838.989185 + Penalty 309.129958 = -20529.859226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.012007 sec): 3 clusters Score: Raw -20721.311419 + Penalty 620.092880 = -20101.218539 nChanged 82 SP:Iteration 1F (43.012726 sec): 3 clusters Score: Raw -20804.673153 + Penalty 627.660765 = -20177.012388 nChanged 27 SP:Iteration 2F (43.013448 sec): 3 clusters Score: Raw -20853.157569 + Penalty 638.635376 = -20214.522194 nChanged 19 SP:Iteration 3F (43.014166 sec): 3 clusters Score: Raw -20903.906928 + Penalty 662.699549 = -20241.207378 nChanged 21 SP:Iteration 4F (43.014883 sec): 3 clusters Score: Raw -20948.041604 + Penalty 682.556248 = -20265.485356 nChanged 13 SP:Iteration 5Q (43.015568 sec): 3 clusters Score: Raw -20974.122419 + Penalty 702.721485 = -20271.400935 nChanged 13 SP:Iteration 6Q (43.016242 sec): 3 clusters Score: Raw -21000.425701 + Penalty 704.476228 = -20295.949473 nChanged 3 SP:Iteration 7Q (43.016881 sec): 3 clusters Score: Raw -21005.718376 + Penalty 710.642716 = -20295.075660 nChanged 3 SP:Iteration 8F (43.017592 sec): 3 clusters Score: Raw -21012.645816 + Penalty 711.450785 = -20301.195030 nChanged 1 SP:Iteration 9Q (43.018215 sec): 3 clusters Score: Raw -21013.234482 + Penalty 713.567967 = -20299.666515 nChanged 1 SP:Iteration 10F (43.018917 sec): 3 clusters Score: Raw -21014.531382 + Penalty 713.567967 = -20300.963415 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.031973 sec): 2 clusters Score: Raw -240727.017354 + Penalty 71.978935 = -240655.038419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.037687 sec): 3 clusters Score: Raw -238788.892404 + Penalty 147.182640 = -238641.709764 nChanged 1438 SP:Iteration 1F (43.043143 sec): 3 clusters Score: Raw -239720.538670 + Penalty 148.257312 = -239572.281358 nChanged 151 SP:Iteration 2F (43.048996 sec): 3 clusters Score: Raw -239810.060152 + Penalty 149.213602 = -239660.846549 nChanged 157 SP:Iteration 3F (43.054589 sec): 3 clusters Score: Raw -239943.600509 + Penalty 151.079235 = -239792.521274 nChanged 171 SP:Iteration 4F (43.060023 sec): 3 clusters Score: Raw -240138.134254 + Penalty 149.643810 = -239988.490444 nChanged 170 SP:Iteration 5F (43.065609 sec): 3 clusters Score: Raw -240389.645646 + Penalty 150.000059 = -240239.645588 nChanged 100 SP:Iteration 6Q (43.070904 sec): 3 clusters Score: Raw -240513.108312 + Penalty 150.564637 = -240362.543674 nChanged 52 SP:Iteration 7Q (43.075871 sec): 3 clusters Score: Raw -240546.870778 + Penalty 152.087846 = -240394.782932 nChanged 37 SP:Iteration 8Q (43.080975 sec): 3 clusters Score: Raw -240567.824844 + Penalty 153.767523 = -240414.057322 nChanged 45 SP:Iteration 9Q (43.085636 sec): 3 clusters Score: Raw -240592.933169 + Penalty 156.844081 = -240436.089088 nChanged 40 SP:Iteration 10F (43.091075 sec): 3 clusters Score: Raw -240615.435487 + Penalty 158.059854 = -240457.375633 nChanged 36 SP:Iteration 11Q (43.095736 sec): 3 clusters Score: Raw -240634.248451 + Penalty 159.439861 = -240474.808590 nChanged 29 SP:Iteration 12Q (43.100302 sec): 3 clusters Score: Raw -240647.708973 + Penalty 157.543601 = -240490.165372 nChanged 29 SP:Iteration 13Q (43.104711 sec): 3 clusters Score: Raw -240660.784083 + Penalty 157.552132 = -240503.231951 nChanged 21 SP:Iteration 14Q (43.109102 sec): 3 clusters Score: Raw -240669.296799 + Penalty 160.120428 = -240509.176371 nChanged 21 SP:Iteration 15Q (43.113685 sec): 3 clusters Score: Raw -240677.803913 + Penalty 159.567877 = -240518.236037 nChanged 20 SP:Iteration 16Q (43.118112 sec): 3 clusters Score: Raw -240687.193290 + Penalty 143.718959 = -240543.474332 nChanged 17 SP:Iteration 17Q (43.122463 sec): 3 clusters Score: Raw -240697.765891 + Penalty 135.423501 = -240562.342390 nChanged 18 SP:Iteration 18Q (43.126753 sec): 3 clusters Score: Raw -240712.491473 + Penalty 131.523181 = -240580.968292 nChanged 8 SP:Iteration 19Q (43.131027 sec): 3 clusters Score: Raw -240718.813888 + Penalty 127.643339 = -240591.170549 nChanged 6 SP:Iteration 20F (43.136216 sec): 3 clusters Score: Raw -240720.188207 + Penalty 126.260563 = -240593.927643 nChanged 3 SP:Iteration 21Q (43.140552 sec): 3 clusters Score: Raw -240720.998193 + Penalty 122.793712 = -240598.204482 nChanged 4 SP:Iteration 22Q (43.144877 sec): 3 clusters Score: Raw -240721.019819 + Penalty 123.205238 = -240597.814580 nChanged 3 SP:Iteration 23F (43.150397 sec): 3 clusters Score: Raw -240721.702471 + Penalty 121.428579 = -240600.273892 nChanged 2 SP:Iteration 24Q (43.154596 sec): 3 clusters Score: Raw -240721.843408 + Penalty 122.133889 = -240599.709519 nChanged 1 SP:Iteration 25F (43.159629 sec): 3 clusters Score: Raw -240722.405455 + Penalty 122.958544 = -240599.446911 nChanged 1 SP:Iteration 26F (43.164722 sec): 3 clusters Score: Raw -240722.675120 + Penalty 121.453209 = -240601.221911 nChanged 1 SP:Iteration 27Q (43.168977 sec): 3 clusters Score: Raw -240723.270765 + Penalty 122.366204 = -240600.904561 nChanged 2 SP:Iteration 28F (43.174006 sec): 3 clusters Score: Raw -240723.795390 + Penalty 125.283965 = -240598.511425 nChanged 2 SP:Iteration 29F (43.179208 sec): 3 clusters Score: Raw -240723.808677 + Penalty 130.553064 = -240593.255613 nChanged 2 SP:Iteration 30F (43.184282 sec): 3 clusters Score: Raw -240723.881257 + Penalty 135.171541 = -240588.709717 nChanged 1 SP:Iteration 31F (43.189344 sec): 3 clusters Score: Raw -240723.587716 + Penalty 116.681665 = -240606.906050 nChanged 1 SP:Iteration 32Q (43.193532 sec): 3 clusters Score: Raw -240723.183452 + Penalty 112.024750 = -240611.158703 nChanged 2 SP:Iteration 33Q (43.197668 sec): 3 clusters Score: Raw -240725.000902 + Penalty 71.978935 = -240653.021967 nChanged 1 SP:Iteration 34Q (43.201772 sec): 2 clusters Score: Raw -240727.017354 + Penalty 71.978935 = -240655.038419 nChanged 0 SP:Iteration 35F (43.205829 sec): 2 clusters Score: Raw -240727.017354 + Penalty 71.978935 = -240655.038419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.211332 sec): 2 clusters Score: Raw -60970.229087 + Penalty 654.353003 = -60315.876084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.212812 sec): 3 clusters Score: Raw -60712.527284 + Penalty 1308.122991 = -59404.404293 nChanged 200 SP:Iteration 1F (43.214262 sec): 3 clusters Score: Raw -60868.327960 + Penalty 1307.734475 = -59560.593485 nChanged 52 SP:Iteration 2F (43.215638 sec): 3 clusters Score: Raw -60924.776182 + Penalty 1307.659454 = -59617.116728 nChanged 40 SP:Iteration 3F (43.217033 sec): 3 clusters Score: Raw -60966.799502 + Penalty 1307.216274 = -59659.583227 nChanged 30 SP:Iteration 4Q (43.218430 sec): 3 clusters Score: Raw -61014.355422 + Penalty 1307.324329 = -59707.031094 nChanged 36 SP:Iteration 5F (43.219819 sec): 3 clusters Score: Raw -61092.917245 + Penalty 1306.922732 = -59785.994513 nChanged 37 SP:Iteration 6F (43.221197 sec): 3 clusters Score: Raw -61145.788476 + Penalty 1305.772896 = -59840.015580 nChanged 27 SP:Iteration 7Q (43.222596 sec): 3 clusters Score: Raw -61179.752554 + Penalty 1306.238866 = -59873.513688 nChanged 23 SP:Iteration 8Q (43.224003 sec): 3 clusters Score: Raw -61209.944253 + Penalty 1307.583870 = -59902.360383 nChanged 20 SP:Iteration 9Q (43.225399 sec): 3 clusters Score: Raw -61234.422330 + Penalty 1310.343329 = -59924.079001 nChanged 16 SP:Iteration 10F (43.226846 sec): 3 clusters Score: Raw -61250.451013 + Penalty 1314.204532 = -59936.246481 nChanged 12 SP:Iteration 11Q (43.228230 sec): 3 clusters Score: Raw -61261.987081 + Penalty 1314.890032 = -59947.097049 nChanged 7 SP:Iteration 12Q (43.229550 sec): 3 clusters Score: Raw -61272.652996 + Penalty 1315.326312 = -59957.326683 nChanged 5 SP:Iteration 13Q (43.230864 sec): 3 clusters Score: Raw -61279.313961 + Penalty 1316.895319 = -59962.418642 nChanged 2 SP:Iteration 14Q (43.232168 sec): 3 clusters Score: Raw -61281.401067 + Penalty 1318.024334 = -59963.376733 nChanged 3 SP:Iteration 15Q (43.233467 sec): 3 clusters Score: Raw -61283.979105 + Penalty 1319.216596 = -59964.762509 nChanged 3 SP:Iteration 16Q (43.234765 sec): 3 clusters Score: Raw -61285.753708 + Penalty 1321.346246 = -59964.407462 nChanged 3 SP:Iteration 17F (43.236137 sec): 3 clusters Score: Raw -61288.572278 + Penalty 1323.876226 = -59964.696052 nChanged 6 SP:Iteration 18Q (43.237410 sec): 3 clusters Score: Raw -61297.780798 + Penalty 1326.625512 = -59971.155285 nChanged 7 SP:Iteration 19Q (43.238742 sec): 3 clusters Score: Raw -61309.657683 + Penalty 1327.781479 = -59981.876204 nChanged 10 SP:Iteration 20F (43.240147 sec): 3 clusters Score: Raw -61338.160045 + Penalty 1330.895820 = -60007.264224 nChanged 14 SP:Iteration 21Q (43.241447 sec): 3 clusters Score: Raw -61383.063361 + Penalty 1333.365966 = -60049.697396 nChanged 11 SP:Iteration 22Q (43.242954 sec): 3 clusters Score: Raw -61417.285321 + Penalty 1331.992279 = -60085.293041 nChanged 5 SP:Iteration 23Q (43.244253 sec): 3 clusters Score: Raw -61431.049658 + Penalty 1332.830171 = -60098.219488 nChanged 2 SP:Iteration 24Q (43.245494 sec): 3 clusters Score: Raw -61438.113509 + Penalty 1333.501807 = -60104.611702 nChanged 2 SP:Iteration 25Q (43.246726 sec): 3 clusters Score: Raw -61445.165443 + Penalty 1333.094539 = -60112.070903 nChanged 2 SP:Iteration 26Q (43.247951 sec): 3 clusters Score: Raw -61447.197881 + Penalty 1332.697837 = -60114.500044 nChanged 1 SP:Iteration 27Q (43.249171 sec): 3 clusters Score: Raw -61448.731393 + Penalty 1332.697837 = -60116.033556 nChanged 0 SP:Iteration 28F (43.250711 sec): 3 clusters Score: Raw -61448.731393 + Penalty 1332.697837 = -60116.033556 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.258780 sec): 2 clusters Score: Raw -126593.848485 + Penalty 270.292681 = -126323.555804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.261651 sec): 3 clusters Score: Raw -125693.135925 + Penalty 543.640991 = -125149.494934 nChanged 623 SP:Iteration 1F (43.264494 sec): 3 clusters Score: Raw -125995.335964 + Penalty 546.202838 = -125449.133126 nChanged 109 SP:Iteration 2F (43.267327 sec): 3 clusters Score: Raw -126043.457863 + Penalty 551.030468 = -125492.427395 nChanged 91 SP:Iteration 3F (43.270129 sec): 3 clusters Score: Raw -126099.883655 + Penalty 555.909815 = -125543.973840 nChanged 98 SP:Iteration 4F (43.272928 sec): 3 clusters Score: Raw -126194.067655 + Penalty 561.693310 = -125632.374345 nChanged 96 SP:Iteration 5F (43.275674 sec): 3 clusters Score: Raw -126292.231072 + Penalty 566.187825 = -125726.043247 nChanged 73 SP:Iteration 6Q (43.278664 sec): 3 clusters Score: Raw -126351.701144 + Penalty 567.369503 = -125784.331641 nChanged 56 SP:Iteration 7Q (43.281476 sec): 3 clusters Score: Raw -126404.407317 + Penalty 572.744539 = -125831.662778 nChanged 48 SP:Iteration 8Q (43.284139 sec): 3 clusters Score: Raw -126444.234988 + Penalty 584.607739 = -125859.627248 nChanged 43 SP:Iteration 9Q (43.286661 sec): 3 clusters Score: Raw -126475.090957 + Penalty 596.890695 = -125878.200261 nChanged 40 SP:Iteration 10F (43.289412 sec): 3 clusters Score: Raw -126502.066330 + Penalty 625.417893 = -125876.648437 nChanged 39 SP:Iteration 11F (43.292195 sec): 3 clusters Score: Raw -126534.805445 + Penalty 653.754486 = -125881.050959 nChanged 37 SP:Iteration 12Q (43.294668 sec): 3 clusters Score: Raw -126568.409643 + Penalty 680.970746 = -125887.438897 nChanged 24 SP:Iteration 13Q (43.297048 sec): 3 clusters Score: Raw -126588.279908 + Penalty 706.510936 = -125881.768972 nChanged 12 SP:Iteration 14F (43.299782 sec): 3 clusters Score: Raw -126596.617009 + Penalty 716.901042 = -125879.715967 nChanged 7 SP:Iteration 15F (43.302516 sec): 3 clusters Score: Raw -126601.474024 + Penalty 733.330345 = -125868.143679 nChanged 4 SP:Iteration 16F (43.305248 sec): 3 clusters Score: Raw -126608.554812 + Penalty 735.015898 = -125873.538914 nChanged 2 SP:Iteration 17Q (43.307492 sec): 3 clusters Score: Raw -126610.378873 + Penalty 746.724158 = -125863.654716 nChanged 2 SP:Iteration 18F (43.310337 sec): 3 clusters Score: Raw -126614.833929 + Penalty 746.724158 = -125868.109771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.312784 sec): 2 clusters Score: Raw -3768.278893 + Penalty 334.040280 = -3434.238613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.313115 sec): 3 clusters Score: Raw -3912.014550 + Penalty 674.099208 = -3237.915343 nChanged 7 SP:Iteration 1F (43.313443 sec): 3 clusters Score: Raw -3932.866817 + Penalty 679.741201 = -3253.125616 nChanged 1 SP:Iteration 2Q (43.313753 sec): 3 clusters Score: Raw -3934.000104 + Penalty 686.736866 = -3247.263238 nChanged 1 SP:Iteration 3F (43.314078 sec): 3 clusters Score: Raw -3936.010863 + Penalty 686.736866 = -3249.273997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.317838 sec): 2 clusters Score: Raw -94358.934049 + Penalty 48.233865 = -94310.700184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.320146 sec): 3 clusters Score: Raw -93597.063353 + Penalty 97.343125 = -93499.720228 nChanged 554 SP:Iteration 1F (43.322467 sec): 3 clusters Score: Raw -94004.172839 + Penalty 100.301693 = -93903.871146 nChanged 146 SP:Iteration 2F (43.324803 sec): 3 clusters Score: Raw -94178.238239 + Penalty 103.850833 = -94074.387405 nChanged 93 SP:Iteration 3F (43.327235 sec): 3 clusters Score: Raw -94293.976350 + Penalty 112.362600 = -94181.613750 nChanged 56 SP:Iteration 4Q (43.329509 sec): 3 clusters Score: Raw -94353.115709 + Penalty 104.702771 = -94248.412937 nChanged 21 SP:Iteration 5Q (43.331762 sec): 3 clusters Score: Raw -94372.646062 + Penalty 110.173168 = -94262.472894 nChanged 13 SP:Iteration 6Q (43.334045 sec): 3 clusters Score: Raw -94384.558686 + Penalty 117.166163 = -94267.392523 nChanged 5 SP:Iteration 7Q (43.336128 sec): 3 clusters Score: Raw -94386.613071 + Penalty 119.034543 = -94267.578528 nChanged 1 SP:Iteration 8Q (43.338068 sec): 3 clusters Score: Raw -94386.654084 + Penalty 119.034543 = -94267.619541 nChanged 0 SP:Iteration 9F (43.340400 sec): 3 clusters Score: Raw -94386.654084 + Penalty 119.034543 = -94267.619541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.342586 sec): 2 clusters Score: Raw -28631.718489 + Penalty 442.547976 = -28189.170513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.343439 sec): 3 clusters Score: Raw -28527.822105 + Penalty 886.065065 = -27641.757040 nChanged 77 SP:Iteration 1F (43.344255 sec): 3 clusters Score: Raw -28613.317643 + Penalty 892.912806 = -27720.404837 nChanged 33 SP:Iteration 2F (43.345072 sec): 3 clusters Score: Raw -28655.251215 + Penalty 897.293390 = -27757.957824 nChanged 17 SP:Iteration 3F (43.345886 sec): 3 clusters Score: Raw -28671.410986 + Penalty 899.090541 = -27772.320446 nChanged 10 SP:Iteration 4Q (43.346683 sec): 3 clusters Score: Raw -28685.530298 + Penalty 903.212479 = -27782.317819 nChanged 8 SP:Iteration 5Q (43.347479 sec): 3 clusters Score: Raw -28695.677953 + Penalty 904.494689 = -27791.183263 nChanged 4 SP:Iteration 6Q (43.348265 sec): 3 clusters Score: Raw -28703.990535 + Penalty 904.042315 = -27799.948220 nChanged 3 SP:Iteration 7Q (43.349047 sec): 3 clusters Score: Raw -28708.635680 + Penalty 903.219314 = -27805.416366 nChanged 3 SP:Iteration 8Q (43.349827 sec): 3 clusters Score: Raw -28711.544184 + Penalty 904.133397 = -27807.410787 nChanged 2 SP:Iteration 9Q (43.350603 sec): 3 clusters Score: Raw -28713.776481 + Penalty 904.133397 = -27809.643084 nChanged 0 SP:Iteration 10F (43.351386 sec): 3 clusters Score: Raw -28713.776481 + Penalty 904.133397 = -27809.643084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.352722 sec): 2 clusters Score: Raw -23953.439402 + Penalty 645.856659 = -23307.582742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.353486 sec): 3 clusters Score: Raw -23893.966358 + Penalty 1291.605581 = -22602.360777 nChanged 74 SP:Iteration 1F (43.354222 sec): 3 clusters Score: Raw -24007.428983 + Penalty 1291.048533 = -22716.380450 nChanged 18 SP:Iteration 2F (43.354953 sec): 3 clusters Score: Raw -24037.974506 + Penalty 1291.139240 = -22746.835266 nChanged 13 SP:Iteration 3Q (43.355663 sec): 3 clusters Score: Raw -24061.103840 + Penalty 1291.233531 = -22769.870309 nChanged 8 SP:Iteration 4Q (43.356370 sec): 3 clusters Score: Raw -24075.954331 + Penalty 1291.233531 = -22784.720800 nChanged 0 SP:Iteration 5F (43.357082 sec): 3 clusters Score: Raw -24075.954331 + Penalty 1291.233531 = -22784.720800 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.361292 sec): 2 clusters Score: Raw -119411.502035 + Penalty 764.750997 = -118646.751038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.363849 sec): 3 clusters Score: Raw -118752.150299 + Penalty 1527.867418 = -117224.282881 nChanged 468 SP:Iteration 1F (43.366387 sec): 3 clusters Score: Raw -119066.370337 + Penalty 1526.805290 = -117539.565047 nChanged 119 SP:Iteration 2F (43.368911 sec): 3 clusters Score: Raw -119188.660221 + Penalty 1525.787361 = -117662.872860 nChanged 106 SP:Iteration 3F (43.371424 sec): 3 clusters Score: Raw -119288.808732 + Penalty 1525.048739 = -117763.759992 nChanged 64 SP:Iteration 4Q (43.373959 sec): 3 clusters Score: Raw -119348.391542 + Penalty 1525.144009 = -117823.247533 nChanged 54 SP:Iteration 5Q (43.376463 sec): 3 clusters Score: Raw -119386.733202 + Penalty 1524.875276 = -117861.857925 nChanged 32 SP:Iteration 6Q (43.379182 sec): 3 clusters Score: Raw -119410.134223 + Penalty 1522.884035 = -117887.250188 nChanged 29 SP:Iteration 7Q (43.381770 sec): 3 clusters Score: Raw -119426.742330 + Penalty 1521.758111 = -117904.984220 nChanged 16 SP:Iteration 8Q (43.384297 sec): 3 clusters Score: Raw -119438.103565 + Penalty 1522.482464 = -117915.621101 nChanged 16 SP:Iteration 9Q (43.386823 sec): 3 clusters Score: Raw -119449.748393 + Penalty 1524.458495 = -117925.289898 nChanged 14 SP:Iteration 10F (43.389330 sec): 3 clusters Score: Raw -119456.801136 + Penalty 1524.924708 = -117931.876428 nChanged 4 SP:Iteration 11Q (43.391841 sec): 3 clusters Score: Raw -119459.719184 + Penalty 1525.542969 = -117934.176215 nChanged 6 SP:Iteration 12Q (43.394371 sec): 3 clusters Score: Raw -119462.758118 + Penalty 1525.960661 = -117936.797457 nChanged 6 SP:Iteration 13Q (43.396879 sec): 3 clusters Score: Raw -119466.032183 + Penalty 1525.636653 = -117940.395530 nChanged 7 SP:Iteration 14Q (43.399337 sec): 3 clusters Score: Raw -119470.794576 + Penalty 1526.246836 = -117944.547740 nChanged 7 SP:Iteration 15Q (43.401794 sec): 3 clusters Score: Raw -119473.936956 + Penalty 1526.753197 = -117947.183760 nChanged 4 SP:Iteration 16Q (43.404245 sec): 3 clusters Score: Raw -119475.187438 + Penalty 1526.096770 = -117949.090669 nChanged 2 SP:Iteration 17Q (43.406725 sec): 3 clusters Score: Raw -119475.563460 + Penalty 1526.089539 = -117949.473921 nChanged 2 SP:Iteration 18Q (43.409236 sec): 3 clusters Score: Raw -119476.833853 + Penalty 1525.940206 = -117950.893647 nChanged 2 SP:Iteration 19Q (43.411904 sec): 3 clusters Score: Raw -119477.838517 + Penalty 1526.733089 = -117951.105428 nChanged 2 SP:Iteration 20F (43.414573 sec): 3 clusters Score: Raw -119479.595407 + Penalty 1526.733089 = -117952.862318 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.417643 sec): 2 clusters Score: Raw -83705.571460 + Penalty 618.418300 = -83087.153160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.419472 sec): 3 clusters Score: Raw -83260.236058 + Penalty 1243.473699 = -82016.762359 nChanged 326 SP:Iteration 1F (43.421353 sec): 3 clusters Score: Raw -83501.406235 + Penalty 1255.796654 = -82245.609582 nChanged 106 SP:Iteration 2F (43.423229 sec): 3 clusters Score: Raw -83648.000147 + Penalty 1271.479995 = -82376.520153 nChanged 76 SP:Iteration 3F (43.425050 sec): 3 clusters Score: Raw -83767.884405 + Penalty 1285.682904 = -82482.201501 nChanged 63 SP:Iteration 4F (43.426865 sec): 3 clusters Score: Raw -83864.607745 + Penalty 1294.339894 = -82570.267852 nChanged 34 SP:Iteration 5Q (43.428688 sec): 3 clusters Score: Raw -83906.013068 + Penalty 1300.182766 = -82605.830302 nChanged 17 SP:Iteration 6Q (43.430430 sec): 3 clusters Score: Raw -83936.058645 + Penalty 1305.029665 = -82631.028979 nChanged 17 SP:Iteration 7Q (43.432139 sec): 3 clusters Score: Raw -83953.497997 + Penalty 1307.896947 = -82645.601051 nChanged 7 SP:Iteration 8Q (43.433708 sec): 3 clusters Score: Raw -83959.537379 + Penalty 1309.696276 = -82649.841103 nChanged 4 SP:Iteration 9Q (43.435278 sec): 3 clusters Score: Raw -83962.475898 + Penalty 1310.910206 = -82651.565692 nChanged 2 SP:Iteration 10F (43.437061 sec): 3 clusters Score: Raw -83963.385507 + Penalty 1312.116178 = -82651.269329 nChanged 2 SP:Iteration 11F (43.438846 sec): 3 clusters Score: Raw -83964.948761 + Penalty 1313.777070 = -82651.171692 nChanged 3 SP:Iteration 12F (43.440660 sec): 3 clusters Score: Raw -83966.394966 + Penalty 1313.629774 = -82652.765192 nChanged 1 SP:Iteration 13Q (43.442298 sec): 3 clusters Score: Raw -83968.272285 + Penalty 1313.987844 = -82654.284440 nChanged 2 SP:Iteration 14Q (43.444027 sec): 3 clusters Score: Raw -83970.958253 + Penalty 1316.147289 = -82654.810965 nChanged 4 SP:Iteration 15Q (43.445738 sec): 3 clusters Score: Raw -83972.923309 + Penalty 1316.167838 = -82656.755471 nChanged 1 SP:Iteration 16Q (43.447377 sec): 3 clusters Score: Raw -83973.410034 + Penalty 1316.167838 = -82657.242195 nChanged 0 SP:Iteration 17F (43.449196 sec): 3 clusters Score: Raw -83973.410034 + Penalty 1316.167838 = -82657.242195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.450135 sec): 2 clusters Score: Raw -13716.368535 + Penalty 591.142574 = -13125.225960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.450651 sec): 3 clusters Score: Raw -13829.800843 + Penalty 1187.003816 = -12642.797027 nChanged 27 SP:Iteration 1F (43.451197 sec): 3 clusters Score: Raw -13918.205788 + Penalty 1191.303195 = -12726.902593 nChanged 12 SP:Iteration 2F (43.451731 sec): 3 clusters Score: Raw -13947.813001 + Penalty 1196.223542 = -12751.589459 nChanged 6 SP:Iteration 3Q (43.452237 sec): 3 clusters Score: Raw -13959.543691 + Penalty 1194.746557 = -12764.797134 nChanged 1 SP:Iteration 4Q (43.452720 sec): 3 clusters Score: Raw -13963.430244 + Penalty 1193.146356 = -12770.283888 nChanged 1 SP:Iteration 5Q (43.453198 sec): 3 clusters Score: Raw -13966.464444 + Penalty 1195.379486 = -12771.084958 nChanged 2 SP:Iteration 6Q (43.453670 sec): 3 clusters Score: Raw -13969.652730 + Penalty 1195.379486 = -12774.273244 nChanged 0 SP:Iteration 7F (43.454187 sec): 3 clusters Score: Raw -13969.652730 + Penalty 1195.379486 = -12774.273244 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 24 (5764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.480786 sec): 2 clusters Score: Raw -452952.197123 + Penalty 225.122129 = -452727.074994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.491531 sec): 3 clusters Score: Raw -449112.163316 + Penalty 459.063811 = -448653.099505 nChanged 2690 SP:Iteration 1F (43.502246 sec): 3 clusters Score: Raw -451048.028778 + Penalty 478.890723 = -450569.138054 nChanged 1223 SP:Iteration 2F (43.512919 sec): 3 clusters Score: Raw -452593.685008 + Penalty 461.715304 = -452131.969704 nChanged 279 SP:Iteration 3Q (43.523649 sec): 3 clusters Score: Raw -452892.011156 + Penalty 436.277106 = -452455.734050 nChanged 54 SP:Iteration 4Q (43.532769 sec): 3 clusters Score: Raw -452945.280972 + Penalty 448.035078 = -452497.245894 nChanged 12 SP:Iteration 5Q (43.540991 sec): 3 clusters Score: Raw -452956.746653 + Penalty 402.458877 = -452554.287777 nChanged 6 SP:Iteration 6Q (43.549498 sec): 3 clusters Score: Raw -452965.378740 + Penalty 381.759293 = -452583.619448 nChanged 2 SP:Iteration 7Q (43.557499 sec): 3 clusters Score: Raw -452968.359902 + Penalty 381.759293 = -452586.600610 nChanged 0 SP:Iteration 8F (43.568277 sec): 3 clusters Score: Raw -452968.359902 + Penalty 381.759293 = -452586.600610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.572305 sec): 2 clusters Score: Raw -12579.883737 + Penalty 505.577194 = -12074.306543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.572792 sec): 3 clusters Score: Raw -12608.577709 + Penalty 1011.017255 = -11597.560454 nChanged 21 SP:Iteration 1F (43.573297 sec): 3 clusters Score: Raw -12647.466310 + Penalty 1010.707258 = -11636.759051 nChanged 2 SP:Iteration 2Q (43.573765 sec): 3 clusters Score: Raw -12650.000431 + Penalty 1010.818035 = -11639.182396 nChanged 1 SP:Iteration 3Q (43.574228 sec): 3 clusters Score: Raw -12653.333151 + Penalty 1010.907812 = -11642.425339 nChanged 1 SP:Iteration 4Q (43.574688 sec): 3 clusters Score: Raw -12657.001659 + Penalty 1010.907812 = -11646.093847 nChanged 0 SP:Iteration 5F (43.575165 sec): 3 clusters Score: Raw -12657.001659 + Penalty 1010.907812 = -11646.093847 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.577887 sec): 2 clusters Score: Raw -65317.957645 + Penalty 481.807292 = -64836.150353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.579545 sec): 3 clusters Score: Raw -64909.371825 + Penalty 963.342095 = -63946.029730 nChanged 273 SP:Iteration 1F (43.581125 sec): 3 clusters Score: Raw -65074.601248 + Penalty 963.761427 = -64110.839822 nChanged 104 SP:Iteration 2F (43.582671 sec): 3 clusters Score: Raw -65150.406137 + Penalty 965.538856 = -64184.867280 nChanged 58 SP:Iteration 3F (43.584213 sec): 3 clusters Score: Raw -65198.614745 + Penalty 969.854013 = -64228.760732 nChanged 55 SP:Iteration 4F (43.585757 sec): 3 clusters Score: Raw -65235.351929 + Penalty 976.968032 = -64258.383897 nChanged 47 SP:Iteration 5F (43.587299 sec): 3 clusters Score: Raw -65273.897479 + Penalty 983.774921 = -64290.122559 nChanged 39 SP:Iteration 6F (43.588835 sec): 3 clusters Score: Raw -65309.476176 + Penalty 991.662360 = -64317.813816 nChanged 41 SP:Iteration 7F (43.590353 sec): 3 clusters Score: Raw -65360.545729 + Penalty 996.431685 = -64364.114045 nChanged 27 SP:Iteration 8Q (43.591842 sec): 3 clusters Score: Raw -65382.301770 + Penalty 1000.194416 = -64382.107354 nChanged 23 SP:Iteration 9Q (43.593339 sec): 3 clusters Score: Raw -65400.660054 + Penalty 1006.180895 = -64394.479159 nChanged 15 SP:Iteration 10F (43.594879 sec): 3 clusters Score: Raw -65409.095199 + Penalty 1008.923255 = -64400.171945 nChanged 10 SP:Iteration 11Q (43.596415 sec): 3 clusters Score: Raw -65416.446136 + Penalty 1012.581766 = -64403.864370 nChanged 15 SP:Iteration 12Q (43.597938 sec): 3 clusters Score: Raw -65436.433651 + Penalty 1014.762257 = -64421.671394 nChanged 14 SP:Iteration 13Q (43.599424 sec): 3 clusters Score: Raw -65447.852222 + Penalty 1018.121058 = -64429.731164 nChanged 10 SP:Iteration 14Q (43.600904 sec): 3 clusters Score: Raw -65456.336052 + Penalty 1020.702771 = -64435.633281 nChanged 6 SP:Iteration 15Q (43.602373 sec): 3 clusters Score: Raw -65460.670681 + Penalty 1021.519863 = -64439.150817 nChanged 5 SP:Iteration 16Q (43.603864 sec): 3 clusters Score: Raw -65462.331611 + Penalty 1021.519863 = -64440.811747 nChanged 0 SP:Iteration 17F (43.605405 sec): 3 clusters Score: Raw -65462.331611 + Penalty 1021.519863 = -64440.811747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.605954 sec): 2 clusters Score: Raw -1644.543387 + Penalty 41.812631 = -1602.730755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.606210 sec): 3 clusters Score: Raw -1636.713425 + Penalty 83.625263 = -1553.088163 nChanged 7 SP:Iteration 1F (43.606464 sec): 3 clusters Score: Raw -1645.461830 + Penalty 83.625263 = -1561.836567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.608681 sec): 2 clusters Score: Raw -31598.789248 + Penalty 617.553758 = -30981.235489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.609549 sec): 3 clusters Score: Raw -31476.514489 + Penalty 1236.851759 = -30239.662730 nChanged 89 SP:Iteration 1F (43.610407 sec): 3 clusters Score: Raw -31592.871414 + Penalty 1238.149760 = -30354.721653 nChanged 26 SP:Iteration 2F (43.611261 sec): 3 clusters Score: Raw -31632.764330 + Penalty 1236.106551 = -30396.657779 nChanged 16 SP:Iteration 3Q (43.612099 sec): 3 clusters Score: Raw -31648.823052 + Penalty 1234.457395 = -30414.365657 nChanged 9 SP:Iteration 4Q (43.612926 sec): 3 clusters Score: Raw -31658.106988 + Penalty 1233.331307 = -30424.775681 nChanged 4 SP:Iteration 5Q (43.613753 sec): 3 clusters Score: Raw -31661.726464 + Penalty 1232.161476 = -30429.564988 nChanged 5 SP:Iteration 6Q (43.614578 sec): 3 clusters Score: Raw -31667.380871 + Penalty 1232.259418 = -30435.121453 nChanged 4 SP:Iteration 7Q (43.615446 sec): 3 clusters Score: Raw -31672.982807 + Penalty 1230.814413 = -30442.168394 nChanged 4 SP:Iteration 8Q (43.616271 sec): 3 clusters Score: Raw -31677.263371 + Penalty 1230.166455 = -30447.096916 nChanged 3 SP:Iteration 9Q (43.617093 sec): 3 clusters Score: Raw -31680.247369 + Penalty 1230.166455 = -30450.080914 nChanged 0 SP:Iteration 10F (43.617943 sec): 3 clusters Score: Raw -31680.247369 + Penalty 1230.166455 = -30450.080914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.618894 sec): 2 clusters Score: Raw -6375.412944 + Penalty 128.423535 = -6246.989409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.619271 sec): 3 clusters Score: Raw -6357.212873 + Penalty 251.465591 = -6105.747282 nChanged 30 SP:Iteration 1F (43.619640 sec): 3 clusters Score: Raw -6383.490713 + Penalty 249.503968 = -6133.986745 nChanged 7 SP:Iteration 2F (43.620010 sec): 3 clusters Score: Raw -6384.685993 + Penalty 244.669859 = -6140.016134 nChanged 3 SP:Iteration 3Q (43.620374 sec): 3 clusters Score: Raw -6387.327371 + Penalty 241.645895 = -6145.681476 nChanged 8 SP:Iteration 4F (43.620742 sec): 3 clusters Score: Raw -6403.247481 + Penalty 264.265714 = -6138.981766 nChanged 13 SP:Iteration 5F (43.621134 sec): 3 clusters Score: Raw -6423.396968 + Penalty 274.969598 = -6148.427370 nChanged 2 SP:Iteration 6Q (43.621501 sec): 3 clusters Score: Raw -6424.870326 + Penalty 282.835040 = -6142.035285 nChanged 1 SP:Iteration 7F (43.621871 sec): 3 clusters Score: Raw -6425.391932 + Penalty 282.835040 = -6142.556892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.622392 sec): 2 clusters Score: Raw -837.960994 + Penalty 26.374054 = -811.586940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.622601 sec): 3 clusters Score: Raw -851.976503 + Penalty 51.436366 = -800.540137 nChanged 1 SP:Iteration 1F (43.622806 sec): 3 clusters Score: Raw -858.381344 + Penalty 51.436366 = -806.944978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.623278 sec): 2 clusters Score: Raw -479.112676 + Penalty 40.420727 = -438.691950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.623486 sec): 3 clusters Score: Raw -502.354751 + Penalty 86.594934 = -415.759817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.624126 sec): 2 clusters Score: Raw -5040.541653 + Penalty 85.741855 = -4954.799798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.624490 sec): 3 clusters Score: Raw -5084.777585 + Penalty 227.020621 = -4857.756965 nChanged 19 SP:Iteration 1F (43.624844 sec): 3 clusters Score: Raw -5122.401243 + Penalty 251.962252 = -4870.438991 nChanged 4 SP:Iteration 2F (43.625189 sec): 3 clusters Score: Raw -5143.398580 + Penalty 316.510858 = -4826.887722 nChanged 4 SP:Iteration 3F (43.625534 sec): 3 clusters Score: Raw -5200.738342 + Penalty 316.510858 = -4884.227484 nChanged 0 Time taken for this iteration:42.888328 seconds. 300->25 Clusters: Score -2146373.596052, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 167 (time per iteration =261.438186 ms) Total iterations: 1758 (time per iteration =24.835141 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4445486875.000000 (time per metric unit =9.821236ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 111137171875.000000 (time per metric unit=392.849451ps) That took 43.660177 seconds.