FileBase PeterP-2013-09-03_dataset1 ElecNo 0 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 0.29 and 0.43 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 31098 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 31098 points ------ Starting initial clusters from distinct float masks Not enough masks (229) to generate starting clusters (300), so starting with (230) clusters instead. Assigned 230 initial classes from 229 unique masks. Deleting Class 213 (1 points): Lose 1.151818 but Gain 1665.549030 Iteration 0F (4.207984 sec): 229 clusters Score: Raw -2776283.078327 + Penalty 182336.022830 = -2593947.055497 nChanged 8873 Deleting Class 178 (2 points): Lose 20.853459 but Gain 1657.554411 Iteration 1F (6.889335 sec): 189 clusters Score: Raw -2803046.492264 + Penalty 153243.605313 = -2649802.886951 nChanged 3451 Deleting Class 12 (7 points): Lose 64.452336 but Gain 1584.041001 Iteration 2F (9.213256 sec): 164 clusters Score: Raw -2809033.768207 + Penalty 137865.939573 = -2671167.828634 nChanged 2038 Deleting Class 121 (4 points): Lose 16.675155 but Gain 1503.046568 Iteration 3F (11.296624 sec): 149 clusters Score: Raw -2812042.048040 + Penalty 127273.988989 = -2684768.059051 nChanged 1284 Deleting Class 172 (15 points): Lose 116.119067 but Gain 1587.901472 Iteration 4Q (11.574415 sec): 139 clusters Score: Raw -2812906.458796 + Penalty 122863.741772 = -2690042.717023 nChanged 836 Deleting Class 202 (4 points): Lose 30.354849 but Gain 1480.157103 Iteration 5Q (11.808099 sec): 134 clusters Score: Raw -2813365.987287 + Penalty 117214.186731 = -2696151.800556 nChanged 572 Deleting Class 192 (2 points): Lose 14.970765 but Gain 1523.326182 Iteration 6Q (12.018667 sec): 128 clusters Score: Raw -2813668.289253 + Penalty 115789.990678 = -2697878.298575 nChanged 411 Deleting Class 158 (3 points): Lose 88.518463 but Gain 1518.720438 Iteration 7Q (12.213859 sec): 127 clusters Score: Raw -2813771.951145 + Penalty 114260.686607 = -2699511.264538 nChanged 313 Deleting Class 89 (8 points): Lose 90.200887 but Gain 1500.584051 Iteration 8Q (12.400569 sec): 126 clusters Score: Raw -2813846.820367 + Penalty 112019.323920 = -2701827.496447 nChanged 265 Deleting Class 49 (5 points): Lose 27.665282 but Gain 1437.762930 Iteration 9Q (12.580898 sec): 124 clusters Score: Raw -2814032.828409 + Penalty 110617.178136 = -2703415.650273 nChanged 227 Deleting Class 148 (2 points): Lose 1.976392 but Gain 1409.801245 Iteration 10F (14.303634 sec): 123 clusters Score: Raw -2814213.027569 + Penalty 108859.782826 = -2705353.244743 nChanged 184 Deleting Class 142 (4 points): Lose 33.143378 but Gain 1428.319248 Iteration 11Q (14.480556 sec): 121 clusters Score: Raw -2814273.022059 + Penalty 107625.659277 = -2706647.362782 nChanged 155 Deleting Class 87 (5 points): Lose 67.189045 but Gain 1459.434487 Iteration 12Q (14.651972 sec): 120 clusters Score: Raw -2814247.801795 + Penalty 105325.566312 = -2708922.235484 nChanged 135 Deleting Class 105 (2 points): Lose 3.052378 but Gain 1392.465477 Iteration 13Q (14.827128 sec): 118 clusters Score: Raw -2814321.151682 + Penalty 104055.005749 = -2710266.145933 nChanged 115 Deleting Class 79 (16 points): Lose 92.824029 but Gain 1428.628313 Iteration 14Q (14.998046 sec): 117 clusters Score: Raw -2814262.872714 + Penalty 102739.939754 = -2711522.932960 nChanged 110 Deleting Class 138 (44 points): Lose 278.609229 but Gain 1590.366037 Iteration 15Q (15.162818 sec): 116 clusters Score: Raw -2814043.366461 + Penalty 101398.872833 = -2712644.493629 nChanged 147 Deleting Class 161 (5 points): Lose 37.449821 but Gain 1367.558727 Iteration 16Q (15.334928 sec): 115 clusters Score: Raw -2814191.058757 + Penalty 100078.524531 = -2714112.534226 nChanged 105 Deleting Class 62 (2 points): Lose 185.806083 but Gain 1494.000181 Iteration 17Q (15.500558 sec): 114 clusters Score: Raw -2814073.921369 + Penalty 98613.877896 = -2715460.043474 nChanged 99 Deleting Class 56 (4 points): Lose 36.404848 but Gain 1317.418545 Iteration 18Q (15.663781 sec): 113 clusters Score: Raw -2814074.284859 + Penalty 97353.771239 = -2716720.513620 nChanged 104 Deleting Class 131 (33 points): Lose 188.130348 but Gain 1468.566227 Iteration 19Q (15.825618 sec): 112 clusters Score: Raw -2813923.273226 + Penalty 96271.748042 = -2717651.525184 nChanged 114 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2813923.273226 + Penalty 96271.748042 = -2717651.525184Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 1 (3159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.947682 sec): 2 clusters Score: Raw -296775.955620 + Penalty 276.526054 = -296499.429566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.953590 sec): 3 clusters Score: Raw -294741.461484 + Penalty 528.138477 = -294213.323007 nChanged 1467 SP:Iteration 1F (15.959328 sec): 3 clusters Score: Raw -296075.240594 + Penalty 528.299384 = -295546.941210 nChanged 226 SP:Iteration 2F (15.965135 sec): 3 clusters Score: Raw -296313.554063 + Penalty 528.420508 = -295785.133556 nChanged 88 SP:Iteration 3Q (15.970647 sec): 3 clusters Score: Raw -296351.055558 + Penalty 527.613212 = -295823.442346 nChanged 69 SP:Iteration 4Q (15.975896 sec): 3 clusters Score: Raw -296376.870974 + Penalty 527.106001 = -295849.764973 nChanged 58 SP:Iteration 5Q (15.981188 sec): 3 clusters Score: Raw -296400.257570 + Penalty 527.170413 = -295873.087156 nChanged 71 SP:Iteration 6Q (15.986417 sec): 3 clusters Score: Raw -296432.836583 + Penalty 530.410738 = -295902.425845 nChanged 75 SP:Iteration 7Q (15.991528 sec): 3 clusters Score: Raw -296467.991484 + Penalty 530.359414 = -295937.632071 nChanged 67 SP:Iteration 8Q (15.996618 sec): 3 clusters Score: Raw -296504.262676 + Penalty 532.100829 = -295972.161848 nChanged 72 SP:Iteration 9Q (16.001763 sec): 3 clusters Score: Raw -296545.610077 + Penalty 523.806801 = -296021.803276 nChanged 68 SP:Iteration 10F (16.007402 sec): 3 clusters Score: Raw -296589.912754 + Penalty 507.895796 = -296082.016957 nChanged 67 SP:Iteration 11Q (16.012372 sec): 3 clusters Score: Raw -296636.321358 + Penalty 504.692569 = -296131.628789 nChanged 56 SP:Iteration 12Q (16.017338 sec): 3 clusters Score: Raw -296681.496299 + Penalty 490.803938 = -296190.692360 nChanged 47 SP:Iteration 13Q (16.021934 sec): 3 clusters Score: Raw -296722.693032 + Penalty 506.843309 = -296215.849723 nChanged 30 SP:Iteration 14Q (16.026503 sec): 3 clusters Score: Raw -296743.418457 + Penalty 520.793017 = -296222.625441 nChanged 17 SP:Iteration 15Q (16.031202 sec): 3 clusters Score: Raw -296758.782276 + Penalty 276.526054 = -296482.256221 nChanged 15 SP:Iteration 16Q (16.035705 sec): 2 clusters Score: Raw -296775.955620 + Penalty 276.526054 = -296499.429566 nChanged 0 SP:Iteration 17F (16.040102 sec): 2 clusters Score: Raw -296775.955620 + Penalty 276.526054 = -296499.429566 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.045369 sec): 2 clusters Score: Raw -82416.847658 + Penalty 225.989889 = -82190.857769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.047193 sec): 3 clusters Score: Raw -81870.303103 + Penalty 461.028702 = -81409.274401 nChanged 370 SP:Iteration 1F (16.048950 sec): 3 clusters Score: Raw -82118.994089 + Penalty 466.562301 = -81652.431788 nChanged 105 SP:Iteration 2F (16.050674 sec): 3 clusters Score: Raw -82202.534471 + Penalty 460.517627 = -81742.016844 nChanged 81 SP:Iteration 3F (16.052401 sec): 3 clusters Score: Raw -82296.407379 + Penalty 467.635421 = -81828.771958 nChanged 46 SP:Iteration 4F (16.054107 sec): 3 clusters Score: Raw -82355.673914 + Penalty 464.854778 = -81890.819136 nChanged 19 SP:Iteration 5Q (16.055730 sec): 3 clusters Score: Raw -82373.642947 + Penalty 480.246815 = -81893.396132 nChanged 16 SP:Iteration 6Q (16.057277 sec): 3 clusters Score: Raw -82385.858750 + Penalty 483.452501 = -81902.406249 nChanged 10 SP:Iteration 7Q (16.058770 sec): 3 clusters Score: Raw -82391.755330 + Penalty 500.598450 = -81891.156880 nChanged 12 SP:Iteration 8F (16.060488 sec): 3 clusters Score: Raw -82399.021860 + Penalty 513.309677 = -81885.712184 nChanged 8 SP:Iteration 9F (16.062205 sec): 3 clusters Score: Raw -82404.010492 + Penalty 516.673666 = -81887.336826 nChanged 7 SP:Iteration 10F (16.064056 sec): 3 clusters Score: Raw -82411.241804 + Penalty 711.788148 = -81699.453655 nChanged 8 SP:Iteration 11F (16.065901 sec): 3 clusters Score: Raw -82419.979572 + Penalty 1140.009246 = -81279.970326 nChanged 2 SP:Iteration 12F (16.067735 sec): 3 clusters Score: Raw -82418.460732 + Penalty 1140.009246 = -81278.451486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.069160 sec): 2 clusters Score: Raw -198.166636 + Penalty 83.596882 = -114.569754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.069387 sec): 3 clusters Score: Raw -188.201391 + Penalty 167.193763 = -21.007627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.071580 sec): 2 clusters Score: Raw -28701.184887 + Penalty 297.598284 = -28403.586603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.072314 sec): 3 clusters Score: Raw -28543.741584 + Penalty 603.698578 = -27940.043006 nChanged 107 SP:Iteration 1F (16.073033 sec): 3 clusters Score: Raw -28632.087484 + Penalty 612.244216 = -28019.843268 nChanged 38 SP:Iteration 2F (16.073752 sec): 3 clusters Score: Raw -28661.677482 + Penalty 618.833566 = -28042.843916 nChanged 24 SP:Iteration 3F (16.074473 sec): 3 clusters Score: Raw -28680.034083 + Penalty 620.148586 = -28059.885497 nChanged 6 SP:Iteration 4Q (16.075178 sec): 3 clusters Score: Raw -28682.550124 + Penalty 619.768516 = -28062.781609 nChanged 1 SP:Iteration 5Q (16.075883 sec): 3 clusters Score: Raw -28682.751992 + Penalty 619.768516 = -28062.983476 nChanged 0 SP:Iteration 6F (16.076599 sec): 3 clusters Score: Raw -28682.751992 + Penalty 619.768516 = -28062.983476 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 5 (3950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.094878 sec): 2 clusters Score: Raw -355009.619086 + Penalty 217.355804 = -354792.263282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.102531 sec): 3 clusters Score: Raw -352359.091157 + Penalty 416.418848 = -351942.672309 nChanged 1856 SP:Iteration 1F (16.109641 sec): 3 clusters Score: Raw -354187.923690 + Penalty 412.860816 = -353775.062874 nChanged 793 SP:Iteration 2F (16.116991 sec): 3 clusters Score: Raw -354928.143013 + Penalty 424.389010 = -354503.754002 nChanged 218 SP:Iteration 3F (16.124057 sec): 3 clusters Score: Raw -355199.101258 + Penalty 431.645921 = -354767.455337 nChanged 178 SP:Iteration 4Q (16.131361 sec): 3 clusters Score: Raw -355402.490068 + Penalty 434.046329 = -354968.443739 nChanged 109 SP:Iteration 5Q (16.138318 sec): 3 clusters Score: Raw -355472.460838 + Penalty 434.656084 = -355037.804755 nChanged 71 SP:Iteration 6Q (16.145148 sec): 3 clusters Score: Raw -355501.002220 + Penalty 434.735337 = -355066.266884 nChanged 56 SP:Iteration 7Q (16.151894 sec): 3 clusters Score: Raw -355516.003659 + Penalty 434.691014 = -355081.312645 nChanged 30 SP:Iteration 8Q (16.158452 sec): 3 clusters Score: Raw -355521.141390 + Penalty 434.625504 = -355086.515885 nChanged 29 SP:Iteration 9Q (16.165227 sec): 3 clusters Score: Raw -355525.021408 + Penalty 434.575830 = -355090.445578 nChanged 13 SP:Iteration 10F (16.172489 sec): 3 clusters Score: Raw -355525.898428 + Penalty 434.573466 = -355091.324963 nChanged 6 SP:Iteration 11Q (16.179063 sec): 3 clusters Score: Raw -355526.189598 + Penalty 434.572165 = -355091.617433 nChanged 5 SP:Iteration 12Q (16.185603 sec): 3 clusters Score: Raw -355526.501715 + Penalty 434.555973 = -355091.945742 nChanged 4 SP:Iteration 13Q (16.192159 sec): 3 clusters Score: Raw -355526.820510 + Penalty 434.523314 = -355092.297196 nChanged 6 SP:Iteration 14Q (16.199123 sec): 3 clusters Score: Raw -355527.295622 + Penalty 434.487711 = -355092.807911 nChanged 3 SP:Iteration 15Q (16.205699 sec): 3 clusters Score: Raw -355527.466702 + Penalty 434.455599 = -355093.011104 nChanged 2 SP:Iteration 16Q (16.212251 sec): 3 clusters Score: Raw -355527.557560 + Penalty 434.431054 = -355093.126506 nChanged 2 SP:Iteration 17Q (16.219090 sec): 3 clusters Score: Raw -355527.659487 + Penalty 434.422445 = -355093.237042 nChanged 2 SP:Iteration 18Q (16.225668 sec): 3 clusters Score: Raw -355527.740558 + Penalty 434.420563 = -355093.319995 nChanged 1 SP:Iteration 19Q (16.232608 sec): 3 clusters Score: Raw -355527.758363 + Penalty 434.420563 = -355093.337800 nChanged 0 SP:Iteration 20F (16.239868 sec): 3 clusters Score: Raw -355527.758363 + Penalty 434.420563 = -355093.337800 nChanged 0 Score: Raw -2823873.552230 + Penalty 96542.897093 = -2727330.655136 Splitting cluster 5 changes total score from -2717651.525184 to -2727330.655136 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.790041 sec): 2 clusters Score: Raw -99432.795332 + Penalty 271.804299 = -99160.991033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.792084 sec): 3 clusters Score: Raw -98794.189519 + Penalty 541.339176 = -98252.850343 nChanged 454 SP:Iteration 1F (17.794082 sec): 3 clusters Score: Raw -99251.312836 + Penalty 541.308902 = -98710.003934 nChanged 136 SP:Iteration 2F (17.796071 sec): 3 clusters Score: Raw -99579.085209 + Penalty 546.717389 = -99032.367821 nChanged 103 SP:Iteration 3F (17.798170 sec): 3 clusters Score: Raw -99868.696747 + Penalty 556.110585 = -99312.586162 nChanged 91 SP:Iteration 4F (17.800263 sec): 3 clusters Score: Raw -99988.500822 + Penalty 563.081215 = -99425.419607 nChanged 44 SP:Iteration 5Q (17.802146 sec): 3 clusters Score: Raw -100053.495425 + Penalty 565.355994 = -99488.139431 nChanged 23 SP:Iteration 6Q (17.803976 sec): 3 clusters Score: Raw -100090.141870 + Penalty 563.898423 = -99526.243447 nChanged 8 SP:Iteration 7Q (17.805701 sec): 3 clusters Score: Raw -100101.296775 + Penalty 561.359537 = -99539.937238 nChanged 4 SP:Iteration 8Q (17.807419 sec): 3 clusters Score: Raw -100104.724080 + Penalty 561.359537 = -99543.364542 nChanged 0 SP:Iteration 9F (17.809460 sec): 3 clusters Score: Raw -100104.724080 + Penalty 561.359537 = -99543.364542 nChanged 0 Score: Raw -2824545.482267 + Penalty 96972.784961 = -2727572.697306 Splitting cluster 6 changes total score from -2717651.525184 to -2727572.697306 So it's getting split into cluster 12. Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 7 (5099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.391456 sec): 2 clusters Score: Raw -463917.894404 + Penalty 210.482864 = -463707.411540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.401511 sec): 3 clusters Score: Raw -460508.275118 + Penalty 394.640640 = -460113.634478 nChanged 2419 SP:Iteration 1F (19.411193 sec): 3 clusters Score: Raw -462568.405958 + Penalty 373.088553 = -462195.317404 nChanged 407 SP:Iteration 2F (19.420742 sec): 3 clusters Score: Raw -463223.423170 + Penalty 363.314942 = -462860.108228 nChanged 172 SP:Iteration 3Q (19.429804 sec): 3 clusters Score: Raw -463294.712652 + Penalty 352.385652 = -462942.327000 nChanged 150 SP:Iteration 4Q (19.439272 sec): 3 clusters Score: Raw -463366.139720 + Penalty 341.068414 = -463025.071305 nChanged 140 SP:Iteration 5Q (19.448685 sec): 3 clusters Score: Raw -463441.322570 + Penalty 328.692812 = -463112.629758 nChanged 145 SP:Iteration 6Q (19.457660 sec): 3 clusters Score: Raw -463520.461528 + Penalty 319.821459 = -463200.640068 nChanged 112 SP:Iteration 7Q (19.466389 sec): 3 clusters Score: Raw -463576.178131 + Penalty 313.580585 = -463262.597546 nChanged 102 SP:Iteration 8Q (19.475606 sec): 3 clusters Score: Raw -463619.543626 + Penalty 307.959761 = -463311.583866 nChanged 89 SP:Iteration 9Q (19.484172 sec): 3 clusters Score: Raw -463655.574340 + Penalty 302.599401 = -463352.974939 nChanged 70 SP:Iteration 10F (19.494326 sec): 3 clusters Score: Raw -463679.934228 + Penalty 299.465079 = -463380.469148 nChanged 59 SP:Iteration 11Q (19.503219 sec): 3 clusters Score: Raw -463700.119090 + Penalty 295.730650 = -463404.388441 nChanged 58 SP:Iteration 12Q (19.511546 sec): 3 clusters Score: Raw -463720.026644 + Penalty 290.560392 = -463429.466253 nChanged 56 SP:Iteration 13Q (19.519687 sec): 3 clusters Score: Raw -463741.903568 + Penalty 287.751924 = -463454.151644 nChanged 52 SP:Iteration 14Q (19.527739 sec): 3 clusters Score: Raw -463761.795592 + Penalty 284.953932 = -463476.841659 nChanged 39 SP:Iteration 15Q (19.535931 sec): 3 clusters Score: Raw -463776.129512 + Penalty 280.432076 = -463495.697436 nChanged 36 SP:Iteration 16Q (19.544410 sec): 3 clusters Score: Raw -463789.674095 + Penalty 277.329516 = -463512.344580 nChanged 33 SP:Iteration 17Q (19.552634 sec): 3 clusters Score: Raw -463801.514464 + Penalty 277.119092 = -463524.395371 nChanged 27 SP:Iteration 18Q (19.560622 sec): 3 clusters Score: Raw -463811.428063 + Penalty 274.173943 = -463537.254119 nChanged 32 SP:Iteration 19Q (19.568761 sec): 3 clusters Score: Raw -463825.743307 + Penalty 270.330310 = -463555.412997 nChanged 35 SP:Iteration 20F (19.578635 sec): 3 clusters Score: Raw -463847.556327 + Penalty 266.908122 = -463580.648205 nChanged 37 SP:Iteration 21Q (19.586339 sec): 3 clusters Score: Raw -463872.300870 + Penalty 267.059296 = -463605.241574 nChanged 24 SP:Iteration 22Q (19.594305 sec): 3 clusters Score: Raw -463886.826291 + Penalty 266.272828 = -463620.553463 nChanged 16 SP:Iteration 23Q (19.602516 sec): 3 clusters Score: Raw -463895.886254 + Penalty 268.435731 = -463627.450523 nChanged 14 SP:Iteration 24Q (19.610295 sec): 3 clusters Score: Raw -463903.352207 + Penalty 265.068903 = -463638.283304 nChanged 6 SP:Iteration 25Q (19.618359 sec): 3 clusters Score: Raw -463904.898291 + Penalty 263.531749 = -463641.366542 nChanged 5 SP:Iteration 26Q (19.625754 sec): 3 clusters Score: Raw -463905.340452 + Penalty 262.043455 = -463643.296997 nChanged 7 SP:Iteration 27Q (19.632982 sec): 3 clusters Score: Raw -463907.572161 + Penalty 263.092459 = -463644.479703 nChanged 3 SP:Iteration 28Q (19.640599 sec): 3 clusters Score: Raw -463908.318927 + Penalty 264.678492 = -463643.640434 nChanged 3 SP:Iteration 29F (19.649798 sec): 3 clusters Score: Raw -463908.364045 + Penalty 268.172491 = -463640.191554 nChanged 4 SP:Iteration 30F (19.658678 sec): 3 clusters Score: Raw -463909.024335 + Penalty 269.460544 = -463639.563790 nChanged 6 SP:Iteration 31F (19.667718 sec): 3 clusters Score: Raw -463910.792115 + Penalty 264.461959 = -463646.330157 nChanged 5 SP:Iteration 32Q (19.675457 sec): 3 clusters Score: Raw -463915.903601 + Penalty 210.482864 = -463705.420737 nChanged 1 SP:Iteration 33Q (19.682957 sec): 2 clusters Score: Raw -463917.894404 + Penalty 210.482864 = -463707.411540 nChanged 0 SP:Iteration 34F (19.690670 sec): 2 clusters Score: Raw -463917.894404 + Penalty 210.482864 = -463707.411540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.695331 sec): 2 clusters Score: Raw -3580.224410 + Penalty 197.202166 = -3383.022243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.695620 sec): 3 clusters Score: Raw -3568.828216 + Penalty 387.431730 = -3181.396486 nChanged 2 SP:Iteration 1F (19.695898 sec): 3 clusters Score: Raw -3572.477603 + Penalty 387.470398 = -3185.007205 nChanged 1 SP:Iteration 2Q (19.696184 sec): 3 clusters Score: Raw -3576.903630 + Penalty 388.310780 = -3188.592850 nChanged 2 SP:Iteration 3F (19.696460 sec): 3 clusters Score: Raw -3590.778880 + Penalty 393.547392 = -3197.231488 nChanged 2 SP:Iteration 4F (19.696734 sec): 3 clusters Score: Raw -3595.485012 + Penalty 394.324979 = -3201.160033 nChanged 2 SP:Iteration 5F (19.697006 sec): 3 clusters Score: Raw -3601.235319 + Penalty 394.470956 = -3206.764364 nChanged 1 SP:Iteration 6Q (19.697275 sec): 3 clusters Score: Raw -3603.595682 + Penalty 394.306852 = -3209.288831 nChanged 1 SP:Iteration 7Q (19.697543 sec): 3 clusters Score: Raw -3604.039103 + Penalty 394.306852 = -3209.732252 nChanged 0 SP:Iteration 8F (19.697817 sec): 3 clusters Score: Raw -3604.039103 + Penalty 394.306852 = -3209.732252 nChanged 0 Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 10 (6136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.725139 sec): 2 clusters Score: Raw -570093.611778 + Penalty 201.724646 = -569891.887131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.736440 sec): 3 clusters Score: Raw -566013.545193 + Penalty 366.971809 = -565646.573384 nChanged 2952 SP:Iteration 1F (19.748090 sec): 3 clusters Score: Raw -567802.240836 + Penalty 343.434696 = -567458.806141 nChanged 856 SP:Iteration 2F (19.759686 sec): 3 clusters Score: Raw -568641.205904 + Penalty 341.265469 = -568299.940435 nChanged 834 SP:Iteration 3F (19.771718 sec): 3 clusters Score: Raw -569621.044159 + Penalty 352.617178 = -569268.426981 nChanged 353 SP:Iteration 4F (19.783268 sec): 3 clusters Score: Raw -570032.681569 + Penalty 328.213059 = -569704.468510 nChanged 52 SP:Iteration 5Q (19.793757 sec): 3 clusters Score: Raw -570090.599840 + Penalty 201.724646 = -569888.875193 nChanged 2 SP:Iteration 6Q (19.803001 sec): 2 clusters Score: Raw -570093.611778 + Penalty 201.724646 = -569891.887131 nChanged 0 SP:Iteration 7F (19.811676 sec): 2 clusters Score: Raw -570093.611778 + Penalty 201.724646 = -569891.887131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (2076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.824892 sec): 2 clusters Score: Raw -192776.868991 + Penalty 232.768070 = -192544.100921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.828753 sec): 3 clusters Score: Raw -191477.916046 + Penalty 462.842535 = -191015.073511 nChanged 909 SP:Iteration 1F (19.832585 sec): 3 clusters Score: Raw -192074.412477 + Penalty 460.164732 = -191614.247745 nChanged 232 SP:Iteration 2F (19.836433 sec): 3 clusters Score: Raw -192193.426430 + Penalty 458.774816 = -191734.651614 nChanged 124 SP:Iteration 3F (19.840275 sec): 3 clusters Score: Raw -192257.724513 + Penalty 457.735396 = -191799.989117 nChanged 96 SP:Iteration 4Q (19.844017 sec): 3 clusters Score: Raw -192293.501286 + Penalty 456.634770 = -191836.866515 nChanged 50 SP:Iteration 5Q (19.847805 sec): 3 clusters Score: Raw -192308.223005 + Penalty 455.496887 = -191852.726119 nChanged 29 SP:Iteration 6Q (19.851614 sec): 3 clusters Score: Raw -192316.575625 + Penalty 454.932693 = -191861.642932 nChanged 33 SP:Iteration 7Q (19.855532 sec): 3 clusters Score: Raw -192324.217588 + Penalty 454.536122 = -191869.681465 nChanged 36 SP:Iteration 8Q (19.859377 sec): 3 clusters Score: Raw -192333.967633 + Penalty 454.294546 = -191879.673087 nChanged 36 SP:Iteration 9Q (19.863070 sec): 3 clusters Score: Raw -192345.450821 + Penalty 454.721826 = -191890.728995 nChanged 33 SP:Iteration 10F (19.866946 sec): 3 clusters Score: Raw -192355.001954 + Penalty 455.549124 = -191899.452830 nChanged 36 SP:Iteration 11Q (19.870853 sec): 3 clusters Score: Raw -192365.648126 + Penalty 457.286276 = -191908.361850 nChanged 34 SP:Iteration 12Q (19.874754 sec): 3 clusters Score: Raw -192373.980353 + Penalty 458.232231 = -191915.748122 nChanged 25 SP:Iteration 13Q (19.878425 sec): 3 clusters Score: Raw -192379.810536 + Penalty 458.930083 = -191920.880452 nChanged 25 SP:Iteration 14Q (19.882092 sec): 3 clusters Score: Raw -192386.436979 + Penalty 459.506661 = -191926.930318 nChanged 29 SP:Iteration 15Q (19.886151 sec): 3 clusters Score: Raw -192395.336435 + Penalty 460.445431 = -191934.891003 nChanged 33 SP:Iteration 16Q (19.889956 sec): 3 clusters Score: Raw -192406.694559 + Penalty 461.459126 = -191945.235433 nChanged 30 SP:Iteration 17Q (19.893638 sec): 3 clusters Score: Raw -192420.179405 + Penalty 462.803832 = -191957.375573 nChanged 40 SP:Iteration 18Q (19.897353 sec): 3 clusters Score: Raw -192435.596431 + Penalty 464.088502 = -191971.507929 nChanged 36 SP:Iteration 19Q (19.901459 sec): 3 clusters Score: Raw -192454.229068 + Penalty 465.500625 = -191988.728444 nChanged 39 SP:Iteration 20F (19.905777 sec): 3 clusters Score: Raw -192479.142431 + Penalty 466.815355 = -192012.327076 nChanged 38 SP:Iteration 21Q (19.909650 sec): 3 clusters Score: Raw -192497.094256 + Penalty 468.054491 = -192029.039765 nChanged 36 SP:Iteration 22Q (19.913336 sec): 3 clusters Score: Raw -192512.602546 + Penalty 469.340245 = -192043.262301 nChanged 36 SP:Iteration 23Q (19.917005 sec): 3 clusters Score: Raw -192524.613419 + Penalty 470.452757 = -192054.160663 nChanged 37 SP:Iteration 24Q (19.920675 sec): 3 clusters Score: Raw -192538.194898 + Penalty 471.408619 = -192066.786278 nChanged 34 SP:Iteration 25Q (19.924299 sec): 3 clusters Score: Raw -192552.907229 + Penalty 472.456557 = -192080.450673 nChanged 32 SP:Iteration 26Q (19.928262 sec): 3 clusters Score: Raw -192566.840996 + Penalty 474.255480 = -192092.585515 nChanged 38 SP:Iteration 27Q (19.931844 sec): 3 clusters Score: Raw -192582.684358 + Penalty 475.716444 = -192106.967914 nChanged 36 SP:Iteration 28Q (19.935424 sec): 3 clusters Score: Raw -192594.692370 + Penalty 476.509792 = -192118.182579 nChanged 29 SP:Iteration 29Q (19.939333 sec): 3 clusters Score: Raw -192605.572053 + Penalty 477.934567 = -192127.637486 nChanged 40 SP:Iteration 30F (19.943273 sec): 3 clusters Score: Raw -192622.136886 + Penalty 479.886801 = -192142.250085 nChanged 37 SP:Iteration 31Q (19.946832 sec): 3 clusters Score: Raw -192635.714854 + Penalty 481.380780 = -192154.334074 nChanged 30 SP:Iteration 32Q (19.950486 sec): 3 clusters Score: Raw -192645.580593 + Penalty 483.714922 = -192161.865670 nChanged 19 SP:Iteration 33Q (19.954062 sec): 3 clusters Score: Raw -192650.418729 + Penalty 484.546773 = -192165.871956 nChanged 16 SP:Iteration 34Q (19.957786 sec): 3 clusters Score: Raw -192653.001885 + Penalty 484.979783 = -192168.022102 nChanged 17 SP:Iteration 35Q (19.961333 sec): 3 clusters Score: Raw -192656.419462 + Penalty 485.772958 = -192170.646504 nChanged 24 SP:Iteration 36Q (19.965260 sec): 3 clusters Score: Raw -192662.711980 + Penalty 486.866818 = -192175.845162 nChanged 22 SP:Iteration 37Q (19.968696 sec): 3 clusters Score: Raw -192669.219993 + Penalty 489.079318 = -192180.140675 nChanged 17 SP:Iteration 38Q (19.972522 sec): 3 clusters Score: Raw -192673.315073 + Penalty 490.808447 = -192182.506626 nChanged 14 SP:Iteration 39Q (19.976009 sec): 3 clusters Score: Raw -192675.455627 + Penalty 492.264240 = -192183.191387 nChanged 7 SP:Iteration 40F (19.979839 sec): 3 clusters Score: Raw -192676.564363 + Penalty 493.057144 = -192183.507219 nChanged 8 SP:Iteration 41Q (19.983202 sec): 3 clusters Score: Raw -192677.568019 + Penalty 492.786516 = -192184.781503 nChanged 9 SP:Iteration 42Q (19.986715 sec): 3 clusters Score: Raw -192679.600377 + Penalty 492.710517 = -192186.889860 nChanged 11 SP:Iteration 43Q (19.990067 sec): 3 clusters Score: Raw -192682.926553 + Penalty 493.991718 = -192188.934835 nChanged 12 SP:Iteration 44Q (19.993511 sec): 3 clusters Score: Raw -192686.851590 + Penalty 495.541997 = -192191.309593 nChanged 15 SP:Iteration 45Q (19.996842 sec): 3 clusters Score: Raw -192690.549598 + Penalty 497.670371 = -192192.879227 nChanged 9 SP:Iteration 46Q (20.000316 sec): 3 clusters Score: Raw -192691.964366 + Penalty 498.770707 = -192193.193658 nChanged 9 SP:Iteration 47Q (20.003936 sec): 3 clusters Score: Raw -192693.383538 + Penalty 500.032151 = -192193.351387 nChanged 6 SP:Iteration 48Q (20.007660 sec): 3 clusters Score: Raw -192694.548318 + Penalty 501.958706 = -192192.589612 nChanged 10 SP:Iteration 49F (20.011544 sec): 3 clusters Score: Raw -192696.230054 + Penalty 503.838906 = -192192.391148 nChanged 7 SP:Iteration 50F (20.015459 sec): 3 clusters Score: Raw -192697.779178 + Penalty 506.300077 = -192191.479100 nChanged 10 SP:Iteration 51F (20.019178 sec): 3 clusters Score: Raw -192700.104049 + Penalty 507.613902 = -192192.490147 nChanged 6 SP:Iteration 52Q (20.022552 sec): 3 clusters Score: Raw -192701.227216 + Penalty 508.878533 = -192192.348683 nChanged 4 SP:Iteration 53F (20.026467 sec): 3 clusters Score: Raw -192701.702962 + Penalty 510.315118 = -192191.387844 nChanged 4 SP:Iteration 54F (20.030693 sec): 3 clusters Score: Raw -192702.255009 + Penalty 509.517245 = -192192.737763 nChanged 4 SP:Iteration 55Q (20.034389 sec): 3 clusters Score: Raw -192704.040411 + Penalty 509.517245 = -192194.523166 nChanged 0 SP:Iteration 56F (20.038561 sec): 3 clusters Score: Raw -192704.040411 + Penalty 509.517245 = -192194.523166 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 13 (2018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.048193 sec): 2 clusters Score: Raw -195768.796879 + Penalty 250.835078 = -195517.961801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.052145 sec): 3 clusters Score: Raw -194528.423773 + Penalty 492.098716 = -194036.325057 nChanged 905 SP:Iteration 1F (20.055856 sec): 3 clusters Score: Raw -195019.595504 + Penalty 487.576317 = -194532.019187 nChanged 136 SP:Iteration 2F (20.059540 sec): 3 clusters Score: Raw -195092.849397 + Penalty 481.668351 = -194611.181047 nChanged 117 SP:Iteration 3F (20.063198 sec): 3 clusters Score: Raw -195178.062349 + Penalty 470.490550 = -194707.571799 nChanged 106 SP:Iteration 4F (20.066881 sec): 3 clusters Score: Raw -195288.326603 + Penalty 460.017334 = -194828.309270 nChanged 112 SP:Iteration 5F (20.070708 sec): 3 clusters Score: Raw -195430.592763 + Penalty 448.581910 = -194982.010853 nChanged 90 SP:Iteration 6Q (20.074466 sec): 3 clusters Score: Raw -195528.640997 + Penalty 443.930076 = -195084.710921 nChanged 66 SP:Iteration 7Q (20.077842 sec): 3 clusters Score: Raw -195581.565611 + Penalty 435.172873 = -195146.392738 nChanged 48 SP:Iteration 8Q (20.081129 sec): 3 clusters Score: Raw -195615.403584 + Penalty 432.749334 = -195182.654250 nChanged 44 SP:Iteration 9Q (20.084337 sec): 3 clusters Score: Raw -195641.867637 + Penalty 432.807104 = -195209.060532 nChanged 35 SP:Iteration 10F (20.088135 sec): 3 clusters Score: Raw -195657.440415 + Penalty 430.181405 = -195227.259010 nChanged 28 SP:Iteration 11Q (20.091261 sec): 3 clusters Score: Raw -195668.971241 + Penalty 425.876588 = -195243.094653 nChanged 35 SP:Iteration 12Q (20.094314 sec): 3 clusters Score: Raw -195686.144189 + Penalty 416.279936 = -195269.864253 nChanged 31 SP:Iteration 13Q (20.097366 sec): 3 clusters Score: Raw -195700.820403 + Penalty 403.495435 = -195297.324968 nChanged 32 SP:Iteration 14Q (20.100399 sec): 3 clusters Score: Raw -195726.599442 + Penalty 443.588157 = -195283.011285 nChanged 30 SP:Iteration 15F (20.104285 sec): 3 clusters Score: Raw -195758.421869 + Penalty 250.835078 = -195507.586791 nChanged 9 SP:Iteration 16Q (20.107298 sec): 2 clusters Score: Raw -195768.796879 + Penalty 250.835078 = -195517.961801 nChanged 0 SP:Iteration 17F (20.110139 sec): 2 clusters Score: Raw -195768.796879 + Penalty 250.835078 = -195517.961801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.111829 sec): 2 clusters Score: Raw -25088.546852 + Penalty 340.386097 = -24748.160755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.112554 sec): 3 clusters Score: Raw -24979.135424 + Penalty 690.483908 = -24288.651516 nChanged 89 SP:Iteration 1F (20.113237 sec): 3 clusters Score: Raw -25072.023667 + Penalty 700.754342 = -24371.269325 nChanged 24 SP:Iteration 2F (20.113915 sec): 3 clusters Score: Raw -25100.437699 + Penalty 702.628580 = -24397.809119 nChanged 17 SP:Iteration 3F (20.114591 sec): 3 clusters Score: Raw -25118.383812 + Penalty 696.779852 = -24421.603960 nChanged 16 SP:Iteration 4F (20.115276 sec): 3 clusters Score: Raw -25132.130101 + Penalty 690.834902 = -24441.295199 nChanged 7 SP:Iteration 5Q (20.115942 sec): 3 clusters Score: Raw -25138.011847 + Penalty 689.093650 = -24448.918196 nChanged 2 SP:Iteration 6Q (20.116606 sec): 3 clusters Score: Raw -25139.683418 + Penalty 691.776604 = -24447.906814 nChanged 2 SP:Iteration 7F (20.117277 sec): 3 clusters Score: Raw -25140.603939 + Penalty 691.776604 = -24448.827335 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 15 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.123184 sec): 2 clusters Score: Raw -169049.133534 + Penalty 277.917046 = -168771.216487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.126681 sec): 3 clusters Score: Raw -167901.995188 + Penalty 536.541841 = -167365.453347 nChanged 798 SP:Iteration 1F (20.130065 sec): 3 clusters Score: Raw -168378.045877 + Penalty 544.787359 = -167833.258518 nChanged 232 SP:Iteration 2F (20.133472 sec): 3 clusters Score: Raw -168608.938769 + Penalty 559.918180 = -168049.020590 nChanged 181 SP:Iteration 3F (20.137076 sec): 3 clusters Score: Raw -168749.973991 + Penalty 565.652036 = -168184.321955 nChanged 75 SP:Iteration 4Q (20.140613 sec): 3 clusters Score: Raw -168778.570850 + Penalty 568.843046 = -168209.727803 nChanged 44 SP:Iteration 5Q (20.143912 sec): 3 clusters Score: Raw -168802.288660 + Penalty 572.428195 = -168229.860464 nChanged 43 SP:Iteration 6Q (20.147193 sec): 3 clusters Score: Raw -168828.103924 + Penalty 574.919573 = -168253.184351 nChanged 47 SP:Iteration 7Q (20.150458 sec): 3 clusters Score: Raw -168856.127340 + Penalty 578.540738 = -168277.586602 nChanged 43 SP:Iteration 8Q (20.153757 sec): 3 clusters Score: Raw -168887.044727 + Penalty 581.715100 = -168305.329626 nChanged 47 SP:Iteration 9Q (20.157028 sec): 3 clusters Score: Raw -168917.641432 + Penalty 583.936996 = -168333.704436 nChanged 43 SP:Iteration 10F (20.160465 sec): 3 clusters Score: Raw -168937.791053 + Penalty 585.295554 = -168352.495499 nChanged 38 SP:Iteration 11Q (20.163748 sec): 3 clusters Score: Raw -168950.958392 + Penalty 587.869683 = -168363.088709 nChanged 30 SP:Iteration 12Q (20.166904 sec): 3 clusters Score: Raw -168962.148588 + Penalty 589.191330 = -168372.957258 nChanged 25 SP:Iteration 13Q (20.170191 sec): 3 clusters Score: Raw -168970.539589 + Penalty 590.088574 = -168380.451015 nChanged 16 SP:Iteration 14Q (20.173613 sec): 3 clusters Score: Raw -168974.224995 + Penalty 590.658911 = -168383.566084 nChanged 11 SP:Iteration 15Q (20.176738 sec): 3 clusters Score: Raw -168977.290900 + Penalty 592.777096 = -168384.513804 nChanged 9 SP:Iteration 16Q (20.179925 sec): 3 clusters Score: Raw -168979.282198 + Penalty 593.431963 = -168385.850235 nChanged 7 SP:Iteration 17Q (20.183123 sec): 3 clusters Score: Raw -168980.477634 + Penalty 593.902286 = -168386.575348 nChanged 4 SP:Iteration 18Q (20.186274 sec): 3 clusters Score: Raw -168981.302441 + Penalty 594.553224 = -168386.749217 nChanged 6 SP:Iteration 19Q (20.189382 sec): 3 clusters Score: Raw -168982.031765 + Penalty 594.358553 = -168387.673212 nChanged 1 SP:Iteration 20F (20.192772 sec): 3 clusters Score: Raw -168982.129390 + Penalty 594.358553 = -168387.770837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.194418 sec): 2 clusters Score: Raw -21593.408539 + Penalty 548.825535 = -21044.583004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.195019 sec): 3 clusters Score: Raw -21533.552408 + Penalty 1099.326899 = -20434.225509 nChanged 44 SP:Iteration 1F (20.195606 sec): 3 clusters Score: Raw -21588.624199 + Penalty 1100.257490 = -20488.366709 nChanged 14 SP:Iteration 2F (20.196193 sec): 3 clusters Score: Raw -21605.187552 + Penalty 1100.350693 = -20504.836858 nChanged 13 SP:Iteration 3F (20.196778 sec): 3 clusters Score: Raw -21622.187828 + Penalty 1099.872364 = -20522.315464 nChanged 4 SP:Iteration 4Q (20.197354 sec): 3 clusters Score: Raw -21625.264589 + Penalty 1099.872364 = -20525.392225 nChanged 0 SP:Iteration 5F (20.197926 sec): 3 clusters Score: Raw -21625.264589 + Penalty 1099.872364 = -20525.392225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.198978 sec): 2 clusters Score: Raw -6060.811225 + Penalty 255.377292 = -5805.433934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.199304 sec): 3 clusters Score: Raw -6048.323395 + Penalty 539.737861 = -5508.585535 nChanged 12 SP:Iteration 1F (20.199625 sec): 3 clusters Score: Raw -6066.694085 + Penalty 551.144072 = -5515.550013 nChanged 4 SP:Iteration 2F (20.199950 sec): 3 clusters Score: Raw -6070.977403 + Penalty 557.044473 = -5513.932931 nChanged 1 SP:Iteration 3F (20.200290 sec): 3 clusters Score: Raw -6071.501260 + Penalty 561.176301 = -5510.324959 nChanged 1 SP:Iteration 4F (20.200609 sec): 3 clusters Score: Raw -6072.476199 + Penalty 563.299650 = -5509.176549 nChanged 1 SP:Iteration 5F (20.200926 sec): 3 clusters Score: Raw -6074.113587 + Penalty 566.359887 = -5507.753700 nChanged 1 SP:Iteration 6F (20.201246 sec): 3 clusters Score: Raw -6075.664591 + Penalty 567.412978 = -5508.251613 nChanged 1 SP:Iteration 7Q (20.201566 sec): 3 clusters Score: Raw -6076.268205 + Penalty 567.412978 = -5508.855227 nChanged 0 SP:Iteration 8F (20.201895 sec): 3 clusters Score: Raw -6076.268205 + Penalty 567.412978 = -5508.855227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.205151 sec): 2 clusters Score: Raw -51453.304670 + Penalty 403.911813 = -51049.392857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.206308 sec): 3 clusters Score: Raw -51169.632555 + Penalty 810.172948 = -50359.459606 nChanged 197 SP:Iteration 1F (20.207416 sec): 3 clusters Score: Raw -51293.194925 + Penalty 812.497694 = -50480.697231 nChanged 51 SP:Iteration 2F (20.208521 sec): 3 clusters Score: Raw -51335.752389 + Penalty 816.033747 = -50519.718642 nChanged 26 SP:Iteration 3F (20.209623 sec): 3 clusters Score: Raw -51355.784148 + Penalty 819.768608 = -50536.015540 nChanged 19 SP:Iteration 4Q (20.210797 sec): 3 clusters Score: Raw -51365.189221 + Penalty 825.451361 = -50539.737860 nChanged 20 SP:Iteration 5Q (20.211953 sec): 3 clusters Score: Raw -51379.842398 + Penalty 835.223174 = -50544.619224 nChanged 17 SP:Iteration 6Q (20.213129 sec): 3 clusters Score: Raw -51390.798270 + Penalty 837.347648 = -50553.450623 nChanged 13 SP:Iteration 7Q (20.214213 sec): 3 clusters Score: Raw -51396.616299 + Penalty 847.374140 = -50549.242160 nChanged 18 SP:Iteration 8F (20.215299 sec): 3 clusters Score: Raw -51409.298817 + Penalty 861.297712 = -50548.001105 nChanged 25 SP:Iteration 9F (20.216397 sec): 3 clusters Score: Raw -51430.596498 + Penalty 870.386326 = -50560.210172 nChanged 16 SP:Iteration 10F (20.217489 sec): 3 clusters Score: Raw -51438.081750 + Penalty 872.732714 = -50565.349036 nChanged 10 SP:Iteration 11Q (20.218500 sec): 3 clusters Score: Raw -51441.501526 + Penalty 869.961640 = -50571.539886 nChanged 7 SP:Iteration 12Q (20.219499 sec): 3 clusters Score: Raw -51443.380019 + Penalty 870.112563 = -50573.267456 nChanged 5 SP:Iteration 13Q (20.220499 sec): 3 clusters Score: Raw -51445.283063 + Penalty 871.352232 = -50573.930831 nChanged 5 SP:Iteration 14Q (20.221490 sec): 3 clusters Score: Raw -51446.360439 + Penalty 875.963276 = -50570.397162 nChanged 3 SP:Iteration 15F (20.222579 sec): 3 clusters Score: Raw -51447.537389 + Penalty 885.536197 = -50562.001192 nChanged 6 SP:Iteration 16F (20.223667 sec): 3 clusters Score: Raw -51449.565914 + Penalty 891.443901 = -50558.122013 nChanged 8 SP:Iteration 17F (20.224753 sec): 3 clusters Score: Raw -51449.439600 + Penalty 898.328542 = -50551.111058 nChanged 5 SP:Iteration 18F (20.225841 sec): 3 clusters Score: Raw -51449.254138 + Penalty 908.042452 = -50541.211685 nChanged 3 SP:Iteration 19F (20.226928 sec): 3 clusters Score: Raw -51450.987560 + Penalty 908.939238 = -50542.048321 nChanged 4 SP:Iteration 20F (20.228013 sec): 3 clusters Score: Raw -51453.956974 + Penalty 912.100686 = -50541.856289 nChanged 4 SP:Iteration 21F (20.229095 sec): 3 clusters Score: Raw -51456.745132 + Penalty 917.449992 = -50539.295140 nChanged 5 SP:Iteration 22F (20.230199 sec): 3 clusters Score: Raw -51457.982490 + Penalty 919.325293 = -50538.657198 nChanged 1 SP:Iteration 23F (20.231284 sec): 3 clusters Score: Raw -51457.426215 + Penalty 919.325293 = -50538.100922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.235259 sec): 2 clusters Score: Raw -58955.734705 + Penalty 368.432904 = -58587.301801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.236623 sec): 3 clusters Score: Raw -58624.783320 + Penalty 743.108579 = -57881.674741 nChanged 213 SP:Iteration 1F (20.237930 sec): 3 clusters Score: Raw -58775.730654 + Penalty 748.977240 = -58026.753414 nChanged 71 SP:Iteration 2F (20.239227 sec): 3 clusters Score: Raw -58863.908249 + Penalty 745.539895 = -58118.368354 nChanged 51 SP:Iteration 3F (20.240528 sec): 3 clusters Score: Raw -58939.237942 + Penalty 745.214837 = -58194.023104 nChanged 28 SP:Iteration 4Q (20.241766 sec): 3 clusters Score: Raw -58975.051955 + Penalty 739.974946 = -58235.077010 nChanged 19 SP:Iteration 5Q (20.242936 sec): 3 clusters Score: Raw -58994.473804 + Penalty 737.565527 = -58256.908277 nChanged 15 SP:Iteration 6Q (20.244077 sec): 3 clusters Score: Raw -59006.881927 + Penalty 730.879258 = -58276.002669 nChanged 14 SP:Iteration 7Q (20.245200 sec): 3 clusters Score: Raw -59024.271211 + Penalty 727.875459 = -58296.395752 nChanged 15 SP:Iteration 8Q (20.246338 sec): 3 clusters Score: Raw -59042.808565 + Penalty 720.753766 = -58322.054799 nChanged 11 SP:Iteration 9Q (20.247493 sec): 3 clusters Score: Raw -59053.671439 + Penalty 718.726765 = -58334.944674 nChanged 3 SP:Iteration 10F (20.248787 sec): 3 clusters Score: Raw -59056.211918 + Penalty 717.938310 = -58338.273608 nChanged 2 SP:Iteration 11Q (20.249945 sec): 3 clusters Score: Raw -59057.212074 + Penalty 717.938310 = -58339.273764 nChanged 0 SP:Iteration 12F (20.251240 sec): 3 clusters Score: Raw -59057.212074 + Penalty 717.938310 = -58339.273764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.253036 sec): 2 clusters Score: Raw -16017.173639 + Penalty 443.780955 = -15573.392685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.253547 sec): 3 clusters Score: Raw -15971.551530 + Penalty 887.794022 = -15083.757508 nChanged 31 SP:Iteration 1F (20.254045 sec): 3 clusters Score: Raw -16018.042634 + Penalty 887.915723 = -15130.126910 nChanged 6 SP:Iteration 2Q (20.254530 sec): 3 clusters Score: Raw -16025.626995 + Penalty 887.561909 = -15138.065086 nChanged 1 SP:Iteration 3Q (20.255012 sec): 3 clusters Score: Raw -16027.121345 + Penalty 887.561909 = -15139.559436 nChanged 0 SP:Iteration 4F (20.255499 sec): 3 clusters Score: Raw -16027.121345 + Penalty 887.561909 = -15139.559436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.256379 sec): 2 clusters Score: Raw -86.413133 + Penalty 0.000000 = -86.413133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.256564 sec): 2 clusters Score: Raw -86.413133 + Penalty 0.000000 = -86.413133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.257587 sec): 2 clusters Score: Raw -10622.055530 + Penalty 643.719850 = -9978.335681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.257985 sec): 3 clusters Score: Raw -10632.717336 + Penalty 1290.075212 = -9342.642125 nChanged 10 SP:Iteration 1F (20.258375 sec): 3 clusters Score: Raw -10667.029862 + Penalty 1291.860241 = -9375.169621 nChanged 5 SP:Iteration 2Q (20.258754 sec): 3 clusters Score: Raw -10683.696101 + Penalty 1295.137169 = -9388.558932 nChanged 3 SP:Iteration 3Q (20.259129 sec): 3 clusters Score: Raw -10691.968427 + Penalty 1295.137169 = -9396.831258 nChanged 0 SP:Iteration 4F (20.259518 sec): 3 clusters Score: Raw -10691.968427 + Penalty 1295.137169 = -9396.831258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.260557 sec): 2 clusters Score: Raw -9907.155813 + Penalty 346.189187 = -9560.966626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.260956 sec): 3 clusters Score: Raw -9896.900289 + Penalty 697.191906 = -9199.708383 nChanged 19 SP:Iteration 1F (20.261346 sec): 3 clusters Score: Raw -9925.216639 + Penalty 697.392245 = -9227.824394 nChanged 5 SP:Iteration 2Q (20.261730 sec): 3 clusters Score: Raw -9930.799380 + Penalty 697.392245 = -9233.407135 nChanged 0 SP:Iteration 3F (20.262119 sec): 3 clusters Score: Raw -9930.799380 + Penalty 697.392245 = -9233.407135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.263502 sec): 2 clusters Score: Raw -11473.050421 + Penalty 347.615246 = -11125.435175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.263928 sec): 3 clusters Score: Raw -11403.940244 + Penalty 697.863106 = -10706.077139 nChanged 23 SP:Iteration 1F (20.264352 sec): 3 clusters Score: Raw -11424.297884 + Penalty 705.473820 = -10718.824064 nChanged 9 SP:Iteration 2F (20.264764 sec): 3 clusters Score: Raw -11433.669882 + Penalty 714.919394 = -10718.750488 nChanged 8 SP:Iteration 3F (20.265175 sec): 3 clusters Score: Raw -11443.893371 + Penalty 730.629606 = -10713.263765 nChanged 10 SP:Iteration 4F (20.265581 sec): 3 clusters Score: Raw -11454.882227 + Penalty 744.930572 = -10709.951656 nChanged 7 SP:Iteration 5F (20.265985 sec): 3 clusters Score: Raw -11459.500463 + Penalty 787.958441 = -10671.542022 nChanged 7 SP:Iteration 6F (20.266397 sec): 3 clusters Score: Raw -11462.631057 + Penalty 812.468936 = -10650.162121 nChanged 5 SP:Iteration 7F (20.266809 sec): 3 clusters Score: Raw -11465.273039 + Penalty 844.144927 = -10621.128112 nChanged 3 SP:Iteration 8F (20.267284 sec): 3 clusters Score: Raw -11467.782109 + Penalty 347.615246 = -11120.166863 nChanged 3 SP:Iteration 9Q (20.267640 sec): 2 clusters Score: Raw -11473.050421 + Penalty 347.615246 = -11125.435175 nChanged 0 SP:Iteration 10F (20.267990 sec): 2 clusters Score: Raw -11473.050421 + Penalty 347.615246 = -11125.435175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.269047 sec): 2 clusters Score: Raw -4727.645396 + Penalty 459.713728 = -4267.931668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.269341 sec): 3 clusters Score: Raw -4728.242374 + Penalty 915.783858 = -3812.458516 nChanged 2 SP:Iteration 1Q (20.269625 sec): 3 clusters Score: Raw -4734.628938 + Penalty 915.783858 = -3818.845080 nChanged 0 SP:Iteration 2F (20.269918 sec): 3 clusters Score: Raw -4734.628938 + Penalty 915.783858 = -3818.845080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.271022 sec): 2 clusters Score: Raw -14002.929209 + Penalty 209.780219 = -13793.148990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.271501 sec): 3 clusters Score: Raw -13923.486234 + Penalty 419.541160 = -13503.945074 nChanged 45 SP:Iteration 1F (20.271959 sec): 3 clusters Score: Raw -13955.068128 + Penalty 417.166136 = -13537.901992 nChanged 17 SP:Iteration 2F (20.272427 sec): 3 clusters Score: Raw -13969.539484 + Penalty 416.758976 = -13552.780508 nChanged 14 SP:Iteration 3F (20.272888 sec): 3 clusters Score: Raw -13981.329941 + Penalty 416.622297 = -13564.707644 nChanged 8 SP:Iteration 4F (20.273348 sec): 3 clusters Score: Raw -13985.615172 + Penalty 416.255294 = -13569.359878 nChanged 1 SP:Iteration 5Q (20.273809 sec): 3 clusters Score: Raw -13985.926792 + Penalty 417.538362 = -13568.388430 nChanged 2 SP:Iteration 6F (20.274289 sec): 3 clusters Score: Raw -13987.354192 + Penalty 418.224259 = -13569.129933 nChanged 3 SP:Iteration 7Q (20.274757 sec): 3 clusters Score: Raw -13988.291953 + Penalty 418.224259 = -13570.067694 nChanged 0 SP:Iteration 8F (20.275224 sec): 3 clusters Score: Raw -13988.291953 + Penalty 418.224259 = -13570.067694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.278153 sec): 2 clusters Score: Raw -3003.598781 + Penalty 22.668375 = -2980.930406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.278389 sec): 3 clusters Score: Raw -2991.682149 + Penalty 44.504897 = -2947.177252 nChanged 14 SP:Iteration 1F (20.278617 sec): 3 clusters Score: Raw -3014.767910 + Penalty 44.504897 = -2970.263013 nChanged 2 SP:Iteration 2F (20.278839 sec): 3 clusters Score: Raw -3016.633685 + Penalty 44.579417 = -2972.054268 nChanged 1 SP:Iteration 3Q (20.279057 sec): 3 clusters Score: Raw -3017.655941 + Penalty 44.755469 = -2972.900472 nChanged 2 SP:Iteration 4F (20.279276 sec): 3 clusters Score: Raw -3019.807304 + Penalty 44.755469 = -2975.051835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.280197 sec): 2 clusters Score: Raw -2171.059161 + Penalty 143.391610 = -2027.667552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.280451 sec): 3 clusters Score: Raw -2166.443401 + Penalty 299.313211 = -1867.130190 nChanged 3 SP:Iteration 1F (20.280700 sec): 3 clusters Score: Raw -2169.290586 + Penalty 299.313211 = -1869.977375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.281444 sec): 2 clusters Score: Raw -256.480269 + Penalty 21.972246 = -234.508023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.281663 sec): 3 clusters Score: Raw -262.376186 + Penalty 35.704899 = -226.671286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.282612 sec): 2 clusters Score: Raw -7935.423195 + Penalty 519.256815 = -7416.166380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.282962 sec): 3 clusters Score: Raw -7947.017438 + Penalty 1037.739264 = -6909.278174 nChanged 4 SP:Iteration 1F (20.283306 sec): 3 clusters Score: Raw -7956.186022 + Penalty 1037.739264 = -6918.446757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.284378 sec): 2 clusters Score: Raw -11496.782478 + Penalty 475.761200 = -11021.021279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.284793 sec): 3 clusters Score: Raw -11473.724888 + Penalty 946.528964 = -10527.195924 nChanged 12 SP:Iteration 1F (20.285202 sec): 3 clusters Score: Raw -11492.009862 + Penalty 948.001550 = -10544.008312 nChanged 3 SP:Iteration 2Q (20.285605 sec): 3 clusters Score: Raw -11496.404802 + Penalty 947.408010 = -10548.996792 nChanged 2 SP:Iteration 3Q (20.286009 sec): 3 clusters Score: Raw -11499.785659 + Penalty 948.968278 = -10550.817381 nChanged 1 SP:Iteration 4Q (20.286412 sec): 3 clusters Score: Raw -11501.172579 + Penalty 948.968278 = -10552.204302 nChanged 0 SP:Iteration 5F (20.286821 sec): 3 clusters Score: Raw -11501.172579 + Penalty 948.968278 = -10552.204302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.287726 sec): 2 clusters Score: Raw -4792.039285 + Penalty 346.050672 = -4445.988612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.288026 sec): 3 clusters Score: Raw -4772.896180 + Penalty 709.925996 = -4062.970184 nChanged 7 SP:Iteration 1F (20.288317 sec): 3 clusters Score: Raw -4785.467790 + Penalty 734.958171 = -4050.509619 nChanged 5 SP:Iteration 2F (20.288610 sec): 3 clusters Score: Raw -4794.058506 + Penalty 762.523708 = -4031.534798 nChanged 2 SP:Iteration 3F (20.288901 sec): 3 clusters Score: Raw -4797.940094 + Penalty 762.523708 = -4035.416387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.289853 sec): 2 clusters Score: Raw -6947.910630 + Penalty 222.966297 = -6724.944333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.290205 sec): 3 clusters Score: Raw -6925.032502 + Penalty 460.077254 = -6464.955248 nChanged 17 SP:Iteration 1F (20.290545 sec): 3 clusters Score: Raw -6945.633052 + Penalty 465.222472 = -6480.410580 nChanged 2 SP:Iteration 2Q (20.290883 sec): 3 clusters Score: Raw -6951.779823 + Penalty 466.224881 = -6485.554941 nChanged 2 SP:Iteration 3Q (20.291220 sec): 3 clusters Score: Raw -6957.658453 + Penalty 471.347800 = -6486.310653 nChanged 1 SP:Iteration 4Q (20.291554 sec): 3 clusters Score: Raw -6958.832225 + Penalty 471.347800 = -6487.484425 nChanged 0 SP:Iteration 5F (20.291892 sec): 3 clusters Score: Raw -6958.832225 + Penalty 471.347800 = -6487.484425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.292769 sec): 2 clusters Score: Raw -4628.398521 + Penalty 497.391116 = -4131.007404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.293059 sec): 3 clusters Score: Raw -4631.217467 + Penalty 995.270665 = -3635.946802 nChanged 1 SP:Iteration 1Q (20.293339 sec): 3 clusters Score: Raw -4633.616584 + Penalty 995.435283 = -3638.181301 nChanged 1 SP:Iteration 2Q (20.293618 sec): 3 clusters Score: Raw -4635.856696 + Penalty 995.435283 = -3640.421412 nChanged 0 SP:Iteration 3F (20.293925 sec): 3 clusters Score: Raw -4635.856696 + Penalty 995.435283 = -3640.421412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.294882 sec): 2 clusters Score: Raw -2448.376114 + Penalty 527.688227 = -1920.687887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.295250 sec): 3 clusters Score: Raw -2766.977995 + Penalty 1065.517258 = -1701.460737 nChanged 10 SP:Iteration 1F (20.295614 sec): 3 clusters Score: Raw -2813.293054 + Penalty 1071.223855 = -1742.069200 nChanged 1 SP:Iteration 2Q (20.295945 sec): 3 clusters Score: Raw -2814.584021 + Penalty 1071.223855 = -1743.360167 nChanged 0 SP:Iteration 3F (20.296306 sec): 3 clusters Score: Raw -2814.584021 + Penalty 1071.223855 = -1743.360167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.297106 sec): 2 clusters Score: Raw -1491.156536 + Penalty 255.213966 = -1235.942570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.297343 sec): 3 clusters Score: Raw -1498.911636 + Penalty 509.747585 = -989.164051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.298588 sec): 2 clusters Score: Raw -19367.577942 + Penalty 429.790880 = -18937.787062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.299147 sec): 3 clusters Score: Raw -19321.346948 + Penalty 858.806808 = -18462.540140 nChanged 43 SP:Iteration 1F (20.299695 sec): 3 clusters Score: Raw -19381.397137 + Penalty 858.493514 = -18522.903623 nChanged 7 SP:Iteration 2Q (20.300289 sec): 3 clusters Score: Raw -19392.785854 + Penalty 859.096358 = -18533.689496 nChanged 6 SP:Iteration 3Q (20.300840 sec): 3 clusters Score: Raw -19402.871674 + Penalty 859.388044 = -18543.483631 nChanged 1 SP:Iteration 4Q (20.301385 sec): 3 clusters Score: Raw -19404.714884 + Penalty 859.636486 = -18545.078397 nChanged 2 SP:Iteration 5Q (20.301929 sec): 3 clusters Score: Raw -19410.566945 + Penalty 859.568238 = -18550.998707 nChanged 1 SP:Iteration 6Q (20.302471 sec): 3 clusters Score: Raw -19411.560938 + Penalty 859.729632 = -18551.831306 nChanged 1 SP:Iteration 7Q (20.303015 sec): 3 clusters Score: Raw -19414.000032 + Penalty 859.560516 = -18554.439516 nChanged 1 SP:Iteration 8Q (20.303561 sec): 3 clusters Score: Raw -19416.335656 + Penalty 859.560516 = -18556.775140 nChanged 0 SP:Iteration 9F (20.304117 sec): 3 clusters Score: Raw -19416.335656 + Penalty 859.560516 = -18556.775140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.304966 sec): 2 clusters Score: Raw -90.761988 + Penalty 0.000000 = -90.761988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.305152 sec): 2 clusters Score: Raw -90.761988 + Penalty 0.000000 = -90.761988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.305954 sec): 2 clusters Score: Raw -2005.928328 + Penalty 206.863304 = -1799.065025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.306200 sec): 3 clusters Score: Raw -1994.749793 + Penalty 437.375361 = -1557.374432 nChanged 2 SP:Iteration 1F (20.306442 sec): 3 clusters Score: Raw -1997.752674 + Penalty 438.290516 = -1559.462159 nChanged 2 SP:Iteration 2F (20.306684 sec): 3 clusters Score: Raw -1998.462063 + Penalty 461.952770 = -1536.509292 nChanged 1 SP:Iteration 3F (20.306924 sec): 3 clusters Score: Raw -1998.736814 + Penalty 413.842650 = -1584.894164 nChanged 1 SP:Iteration 4Q (20.307152 sec): 3 clusters Score: Raw -1998.636423 + Penalty 413.842650 = -1584.793773 nChanged 0 SP:Iteration 5F (20.307410 sec): 3 clusters Score: Raw -1998.636423 + Penalty 413.842650 = -1584.793773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.308650 sec): 2 clusters Score: Raw -18388.312800 + Penalty 367.255104 = -18021.057696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.309199 sec): 3 clusters Score: Raw -18310.240097 + Penalty 735.411883 = -17574.828214 nChanged 47 SP:Iteration 1F (20.309732 sec): 3 clusters Score: Raw -18347.869478 + Penalty 734.270285 = -17613.599193 nChanged 9 SP:Iteration 2Q (20.310279 sec): 3 clusters Score: Raw -18356.092714 + Penalty 734.321249 = -17621.771465 nChanged 6 SP:Iteration 3Q (20.310802 sec): 3 clusters Score: Raw -18364.565364 + Penalty 735.104835 = -17629.460529 nChanged 7 SP:Iteration 4Q (20.311344 sec): 3 clusters Score: Raw -18371.839080 + Penalty 738.313038 = -17633.526043 nChanged 7 SP:Iteration 5Q (20.311865 sec): 3 clusters Score: Raw -18376.099034 + Penalty 738.927926 = -17637.171108 nChanged 1 SP:Iteration 6Q (20.312424 sec): 3 clusters Score: Raw -18376.073714 + Penalty 738.927926 = -17637.145788 nChanged 0 SP:Iteration 7F (20.312962 sec): 3 clusters Score: Raw -18376.073714 + Penalty 738.927926 = -17637.145788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.313832 sec): 2 clusters Score: Raw -1497.696369 + Penalty 345.924137 = -1151.772231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.314072 sec): 3 clusters Score: Raw -1481.004506 + Penalty 687.052454 = -793.952052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.314861 sec): 2 clusters Score: Raw -1124.919527 + Penalty 233.187555 = -891.731972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.315092 sec): 3 clusters Score: Raw -1108.206579 + Penalty 463.353954 = -644.852625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.316035 sec): 2 clusters Score: Raw -7473.624083 + Penalty 428.115990 = -7045.508093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.316384 sec): 3 clusters Score: Raw -7447.895956 + Penalty 855.545421 = -6592.350535 nChanged 6 SP:Iteration 1F (20.316727 sec): 3 clusters Score: Raw -7461.138702 + Penalty 854.711268 = -6606.427434 nChanged 6 SP:Iteration 2F (20.317065 sec): 3 clusters Score: Raw -7472.263287 + Penalty 854.711268 = -6617.552019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.317848 sec): 2 clusters Score: Raw -902.603113 + Penalty 201.647925 = -700.955187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.318074 sec): 3 clusters Score: Raw -892.451813 + Penalty 397.161373 = -495.290440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.318827 sec): 2 clusters Score: Raw -407.169255 + Penalty 154.631714 = -252.537541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.319042 sec): 3 clusters Score: Raw -394.545273 + Penalty 309.263428 = -85.281845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.319941 sec): 2 clusters Score: Raw -5917.842806 + Penalty 410.594832 = -5507.247974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.320266 sec): 3 clusters Score: Raw -5933.254322 + Penalty 819.565399 = -5113.688924 nChanged 5 SP:Iteration 1F (20.320610 sec): 3 clusters Score: Raw -5951.401369 + Penalty 823.199946 = -5128.201423 nChanged 2 SP:Iteration 2Q (20.320921 sec): 3 clusters Score: Raw -5958.199119 + Penalty 823.199946 = -5134.999172 nChanged 0 SP:Iteration 3F (20.321239 sec): 3 clusters Score: Raw -5958.199119 + Penalty 823.199946 = -5134.999172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.322088 sec): 2 clusters Score: Raw -3532.543927 + Penalty 433.377631 = -3099.166296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.322358 sec): 3 clusters Score: Raw -3528.408552 + Penalty 862.665797 = -2665.742756 nChanged 1 SP:Iteration 1Q (20.322621 sec): 3 clusters Score: Raw -3530.784509 + Penalty 860.949561 = -2669.834948 nChanged 1 SP:Iteration 2Q (20.322883 sec): 3 clusters Score: Raw -3531.344566 + Penalty 860.949561 = -2670.395005 nChanged 0 SP:Iteration 3F (20.323148 sec): 3 clusters Score: Raw -3531.344566 + Penalty 860.949561 = -2670.395005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.323890 sec): 2 clusters Score: Raw -88.492195 + Penalty 0.000000 = -88.492195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.324077 sec): 2 clusters Score: Raw -88.492195 + Penalty 0.000000 = -88.492195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.324831 sec): 2 clusters Score: Raw -527.545797 + Penalty 194.213469 = -333.332327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.325051 sec): 3 clusters Score: Raw -510.281941 + Penalty 390.301222 = -119.980719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.325902 sec): 2 clusters Score: Raw -4436.895544 + Penalty 515.379266 = -3921.516278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.326189 sec): 3 clusters Score: Raw -4458.993560 + Penalty 1030.136103 = -3428.857458 nChanged 1 SP:Iteration 1Q (20.326461 sec): 3 clusters Score: Raw -4461.853205 + Penalty 1030.136103 = -3431.717102 nChanged 0 SP:Iteration 2F (20.326741 sec): 3 clusters Score: Raw -4461.853205 + Penalty 1030.136103 = -3431.717102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.327512 sec): 2 clusters Score: Raw -523.810172 + Penalty 178.945486 = -344.864686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.327730 sec): 3 clusters Score: Raw -506.324522 + Penalty 359.597143 = -146.727379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.328505 sec): 2 clusters Score: Raw -1267.781907 + Penalty 292.213407 = -975.568500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.328739 sec): 3 clusters Score: Raw -1246.976765 + Penalty 580.244308 = -666.732457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.329495 sec): 2 clusters Score: Raw -723.033808 + Penalty 208.984846 = -514.048963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.329717 sec): 3 clusters Score: Raw -708.690085 + Penalty 433.561663 = -275.128422 nChanged 1 SP:Iteration 1F (20.329937 sec): 3 clusters Score: Raw -713.477585 + Penalty 208.984846 = -504.492740 nChanged 1 SP:Iteration 2F (20.330136 sec): 2 clusters Score: Raw -723.033808 + Penalty 208.984846 = -514.048963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.330956 sec): 2 clusters Score: Raw -2462.010325 + Penalty 336.328972 = -2125.681353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.331211 sec): 3 clusters Score: Raw -2461.137852 + Penalty 661.921016 = -1799.216836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.331978 sec): 2 clusters Score: Raw -829.940000 + Penalty 237.955073 = -591.984928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.332203 sec): 3 clusters Score: Raw -818.282423 + Penalty 481.938598 = -336.343825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.332951 sec): 2 clusters Score: Raw -268.937682 + Penalty 63.170207 = -205.767475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.333152 sec): 3 clusters Score: Raw -269.999258 + Penalty 184.017558 = -85.981700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.333885 sec): 2 clusters Score: Raw -90.619635 + Penalty 0.000000 = -90.619635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.334071 sec): 2 clusters Score: Raw -90.619635 + Penalty 0.000000 = -90.619635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.335462 sec): 2 clusters Score: Raw -22685.940573 + Penalty 148.955187 = -22536.985386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.336138 sec): 3 clusters Score: Raw -22544.896103 + Penalty 296.529990 = -22248.366112 nChanged 91 SP:Iteration 1F (20.336797 sec): 3 clusters Score: Raw -22598.729489 + Penalty 294.944176 = -22303.785314 nChanged 22 SP:Iteration 2F (20.337449 sec): 3 clusters Score: Raw -22608.136448 + Penalty 292.198001 = -22315.938447 nChanged 11 SP:Iteration 3Q (20.338100 sec): 3 clusters Score: Raw -22613.279077 + Penalty 289.386856 = -22323.892221 nChanged 10 SP:Iteration 4Q (20.338750 sec): 3 clusters Score: Raw -22616.967114 + Penalty 285.416904 = -22331.550210 nChanged 11 SP:Iteration 5Q (20.339400 sec): 3 clusters Score: Raw -22622.625097 + Penalty 279.519495 = -22343.105602 nChanged 17 SP:Iteration 6F (20.340035 sec): 3 clusters Score: Raw -22638.504489 + Penalty 277.199821 = -22361.304668 nChanged 21 SP:Iteration 7F (20.340665 sec): 3 clusters Score: Raw -22658.216800 + Penalty 284.162867 = -22374.053933 nChanged 14 SP:Iteration 8F (20.341295 sec): 3 clusters Score: Raw -22669.909743 + Penalty 288.343656 = -22381.566086 nChanged 10 SP:Iteration 9Q (20.341919 sec): 3 clusters Score: Raw -22681.497691 + Penalty 303.092399 = -22378.405293 nChanged 6 SP:Iteration 10F (20.342549 sec): 3 clusters Score: Raw -22687.694914 + Penalty 314.167684 = -22373.527231 nChanged 2 SP:Iteration 11F (20.343179 sec): 3 clusters Score: Raw -22688.981751 + Penalty 322.517239 = -22366.464512 nChanged 1 SP:Iteration 12F (20.343808 sec): 3 clusters Score: Raw -22690.031954 + Penalty 338.128516 = -22351.903438 nChanged 2 SP:Iteration 13F (20.344437 sec): 3 clusters Score: Raw -22690.665152 + Penalty 338.128516 = -22352.536636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.345464 sec): 2 clusters Score: Raw -5263.356375 + Penalty 422.307083 = -4841.049291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.345774 sec): 3 clusters Score: Raw -5262.907705 + Penalty 845.782530 = -4417.125175 nChanged 2 SP:Iteration 1Q (20.346113 sec): 3 clusters Score: Raw -5271.061834 + Penalty 845.782530 = -4425.279304 nChanged 0 SP:Iteration 2F (20.346417 sec): 3 clusters Score: Raw -5271.061834 + Penalty 845.782530 = -4425.279304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.347251 sec): 2 clusters Score: Raw -2566.950530 + Penalty 324.216617 = -2242.733913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.347510 sec): 3 clusters Score: Raw -2571.600040 + Penalty 630.888040 = -1940.712000 nChanged 1 SP:Iteration 1Q (20.347758 sec): 3 clusters Score: Raw -2572.766228 + Penalty 622.389676 = -1950.376552 nChanged 1 SP:Iteration 2Q (20.348008 sec): 3 clusters Score: Raw -2573.552055 + Penalty 622.389676 = -1951.162380 nChanged 0 SP:Iteration 3F (20.348258 sec): 3 clusters Score: Raw -2573.552055 + Penalty 622.389676 = -1951.162380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.349451 sec): 2 clusters Score: Raw -16342.225126 + Penalty 391.608499 = -15950.616627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.349959 sec): 3 clusters Score: Raw -16259.559027 + Penalty 782.663405 = -15476.895622 nChanged 44 SP:Iteration 1F (20.350457 sec): 3 clusters Score: Raw -16284.717504 + Penalty 781.686726 = -15503.030778 nChanged 15 SP:Iteration 2F (20.350954 sec): 3 clusters Score: Raw -16296.572151 + Penalty 781.449529 = -15515.122622 nChanged 13 SP:Iteration 3F (20.351452 sec): 3 clusters Score: Raw -16314.508725 + Penalty 783.786573 = -15530.722152 nChanged 9 SP:Iteration 4F (20.351963 sec): 3 clusters Score: Raw -16333.828756 + Penalty 786.422827 = -15547.405929 nChanged 4 SP:Iteration 5Q (20.352471 sec): 3 clusters Score: Raw -16337.009506 + Penalty 786.890751 = -15550.118756 nChanged 1 SP:Iteration 6Q (20.352985 sec): 3 clusters Score: Raw -16338.530364 + Penalty 786.890751 = -15551.639613 nChanged 0 SP:Iteration 7F (20.353503 sec): 3 clusters Score: Raw -16338.530364 + Penalty 786.890751 = -15551.639613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.354380 sec): 2 clusters Score: Raw -508.578195 + Penalty 168.746410 = -339.831785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.354597 sec): 3 clusters Score: Raw -496.762752 + Penalty 328.641617 = -168.121135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.355382 sec): 2 clusters Score: Raw -1507.758134 + Penalty 322.925951 = -1184.832183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.355618 sec): 3 clusters Score: Raw -1489.563576 + Penalty 657.221185 = -832.342390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.357074 sec): 2 clusters Score: Raw -15489.014037 + Penalty 423.677948 = -15065.336090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.357579 sec): 3 clusters Score: Raw -15429.444577 + Penalty 855.807665 = -14573.636912 nChanged 32 SP:Iteration 1F (20.358064 sec): 3 clusters Score: Raw -15468.956384 + Penalty 855.853040 = -14613.103344 nChanged 10 SP:Iteration 2F (20.358540 sec): 3 clusters Score: Raw -15487.938166 + Penalty 853.686636 = -14634.251530 nChanged 3 SP:Iteration 3Q (20.359016 sec): 3 clusters Score: Raw -15491.019549 + Penalty 853.686636 = -14637.332912 nChanged 0 SP:Iteration 4F (20.359490 sec): 3 clusters Score: Raw -15491.019549 + Penalty 853.686636 = -14637.332912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.360508 sec): 2 clusters Score: Raw -2173.506752 + Penalty 442.988958 = -1730.517794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.360763 sec): 3 clusters Score: Raw -2248.610096 + Penalty 881.874043 = -1366.736053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.361564 sec): 2 clusters Score: Raw -1267.378538 + Penalty 280.418564 = -986.959973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.361798 sec): 3 clusters Score: Raw -1248.965531 + Penalty 560.837129 = -688.128402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.362590 sec): 2 clusters Score: Raw -1091.229317 + Penalty 204.046816 = -887.182501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.362820 sec): 3 clusters Score: Raw -1082.530639 + Penalty 403.426264 = -679.104375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.363559 sec): 2 clusters Score: Raw -91.066594 + Penalty 0.000000 = -91.066594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.363746 sec): 2 clusters Score: Raw -91.066594 + Penalty 0.000000 = -91.066594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.364500 sec): 2 clusters Score: Raw -495.414191 + Penalty 157.020109 = -338.394082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.364715 sec): 3 clusters Score: Raw -486.479484 + Penalty 306.391772 = -180.087712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.365495 sec): 2 clusters Score: Raw -967.939341 + Penalty 183.343490 = -784.595851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.365723 sec): 3 clusters Score: Raw -965.982901 + Penalty 349.111665 = -616.871236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.366635 sec): 2 clusters Score: Raw -5451.095879 + Penalty 410.470696 = -5040.625183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.366944 sec): 3 clusters Score: Raw -5448.478958 + Penalty 818.814956 = -4629.664002 nChanged 6 SP:Iteration 1F (20.367247 sec): 3 clusters Score: Raw -5464.162204 + Penalty 819.531849 = -4644.630354 nChanged 1 SP:Iteration 2Q (20.367543 sec): 3 clusters Score: Raw -5467.211631 + Penalty 819.531849 = -4647.679782 nChanged 0 SP:Iteration 3F (20.367844 sec): 3 clusters Score: Raw -5467.211631 + Penalty 819.531849 = -4647.679782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.368623 sec): 2 clusters Score: Raw -188.293544 + Penalty 56.231289 = -132.062255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.368817 sec): 2 clusters Score: Raw -188.293544 + Penalty 56.231289 = -132.062255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.369566 sec): 2 clusters Score: Raw -294.132252 + Penalty 147.576095 = -146.556157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.369778 sec): 3 clusters Score: Raw -293.471147 + Penalty 296.743922 = 3.272775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.370591 sec): 2 clusters Score: Raw -1828.153251 + Penalty 317.269069 = -1510.884182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.370835 sec): 3 clusters Score: Raw -1830.311818 + Penalty 634.538138 = -1195.773680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.371634 sec): 2 clusters Score: Raw -1928.524051 + Penalty 286.840248 = -1641.683803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.371877 sec): 3 clusters Score: Raw -1920.354814 + Penalty 577.429523 = -1342.925291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.372656 sec): 2 clusters Score: Raw -1332.351030 + Penalty 273.527835 = -1058.823194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.372891 sec): 3 clusters Score: Raw -1337.855422 + Penalty 543.840798 = -794.014625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.373656 sec): 2 clusters Score: Raw -998.447038 + Penalty 240.343105 = -758.103933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.373884 sec): 3 clusters Score: Raw -991.777643 + Penalty 490.855640 = -500.922003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.374636 sec): 2 clusters Score: Raw -477.722935 + Penalty 215.921872 = -261.801062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.374855 sec): 3 clusters Score: Raw -492.716875 + Penalty 433.858070 = -58.858806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.375603 sec): 2 clusters Score: Raw -300.662164 + Penalty 127.435809 = -173.226355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.375815 sec): 3 clusters Score: Raw -289.869258 + Penalty 280.415961 = -9.453296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.376562 sec): 2 clusters Score: Raw -192.994182 + Penalty 74.895714 = -118.098468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.376757 sec): 2 clusters Score: Raw -192.994182 + Penalty 74.895714 = -118.098468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.377494 sec): 2 clusters Score: Raw -88.182934 + Penalty 0.000000 = -88.182934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.377679 sec): 2 clusters Score: Raw -88.182934 + Penalty 0.000000 = -88.182934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.378436 sec): 2 clusters Score: Raw -834.216477 + Penalty 261.605484 = -572.610993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.378661 sec): 3 clusters Score: Raw -823.496123 + Penalty 529.058193 = -294.437929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.379396 sec): 2 clusters Score: Raw -90.579332 + Penalty 0.000000 = -90.579332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.379584 sec): 2 clusters Score: Raw -90.579332 + Penalty 0.000000 = -90.579332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.380344 sec): 2 clusters Score: Raw -93.914379 + Penalty 0.000000 = -93.914379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.380536 sec): 2 clusters Score: Raw -93.914379 + Penalty 0.000000 = -93.914379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.381275 sec): 2 clusters Score: Raw -255.256726 + Penalty 18.968925 = -236.287801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.381462 sec): 2 clusters Score: Raw -255.256726 + Penalty 18.968925 = -236.287801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.382239 sec): 2 clusters Score: Raw -1553.068919 + Penalty 281.868109 = -1271.200810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.382477 sec): 3 clusters Score: Raw -1538.932454 + Penalty 563.847262 = -975.085192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.383243 sec): 2 clusters Score: Raw -1029.384146 + Penalty 225.660306 = -803.723839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.383470 sec): 3 clusters Score: Raw -1013.391704 + Penalty 473.182547 = -540.209157 nChanged 1 SP:Iteration 1F (20.383693 sec): 3 clusters Score: Raw -1016.182650 + Penalty 473.182547 = -543.000103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.384444 sec): 2 clusters Score: Raw -352.572383 + Penalty 97.753078 = -254.819305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.384653 sec): 3 clusters Score: Raw -362.631459 + Penalty 166.702406 = -195.929052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.385441 sec): 2 clusters Score: Raw -1925.355230 + Penalty 366.147328 = -1559.207902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.385684 sec): 3 clusters Score: Raw -1921.342756 + Penalty 737.806357 = -1183.536399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.386435 sec): 2 clusters Score: Raw -412.660308 + Penalty 168.110382 = -244.549926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.386649 sec): 3 clusters Score: Raw -400.328695 + Penalty 357.721677 = -42.607018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.387402 sec): 2 clusters Score: Raw -373.098526 + Penalty 129.438252 = -243.660275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.387615 sec): 3 clusters Score: Raw -381.328983 + Penalty 258.876503 = -122.452480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.388352 sec): 2 clusters Score: Raw -95.533327 + Penalty 0.000000 = -95.533327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.388545 sec): 2 clusters Score: Raw -95.533327 + Penalty 0.000000 = -95.533327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.389285 sec): 2 clusters Score: Raw -199.519073 + Penalty 80.395279 = -119.123794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.389496 sec): 2 clusters Score: Raw -199.519073 + Penalty 80.395279 = -119.123794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.390253 sec): 2 clusters Score: Raw -518.681235 + Penalty 185.203172 = -333.478063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.390471 sec): 3 clusters Score: Raw -501.782765 + Penalty 379.405965 = -122.376800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.391212 sec): 2 clusters Score: Raw -90.589494 + Penalty 0.000000 = -90.589494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.391402 sec): 2 clusters Score: Raw -90.589494 + Penalty 0.000000 = -90.589494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.392136 sec): 2 clusters Score: Raw -91.463757 + Penalty 0.000000 = -91.463757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.392322 sec): 2 clusters Score: Raw -91.463757 + Penalty 0.000000 = -91.463757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.393115 sec): 2 clusters Score: Raw -2072.280018 + Penalty 299.254191 = -1773.025827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.393363 sec): 3 clusters Score: Raw -2059.452106 + Penalty 594.498553 = -1464.953553 nChanged 1 SP:Iteration 1Q (20.393605 sec): 3 clusters Score: Raw -2061.049215 + Penalty 594.498553 = -1466.550662 nChanged 0 SP:Iteration 2F (20.393847 sec): 3 clusters Score: Raw -2061.049215 + Penalty 594.498553 = -1466.550662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.394594 sec): 2 clusters Score: Raw -298.687896 + Penalty 137.746416 = -160.941481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.394791 sec): 2 clusters Score: Raw -298.687896 + Penalty 137.746416 = -160.941481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.395546 sec): 2 clusters Score: Raw -731.202967 + Penalty 214.370325 = -516.832641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.395768 sec): 3 clusters Score: Raw -713.002695 + Penalty 437.459698 = -275.542997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.396507 sec): 2 clusters Score: Raw -288.204058 + Penalty 74.705636 = -213.498422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.396706 sec): 3 clusters Score: Raw -281.976880 + Penalty 149.411271 = -132.565608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.397439 sec): 2 clusters Score: Raw -255.738563 + Penalty 5.782426 = -249.956136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.397623 sec): 2 clusters Score: Raw -255.738563 + Penalty 5.782426 = -249.956136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.398447 sec): 2 clusters Score: Raw -2890.705647 + Penalty 34.049411 = -2856.656236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.398702 sec): 3 clusters Score: Raw -2884.586608 + Penalty 69.636180 = -2814.950428 nChanged 16 SP:Iteration 1F (20.398951 sec): 3 clusters Score: Raw -2890.709557 + Penalty 69.636180 = -2821.073377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.399741 sec): 2 clusters Score: Raw -609.280739 + Penalty 196.381218 = -412.899521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.399965 sec): 3 clusters Score: Raw -601.006922 + Penalty 407.008211 = -193.998710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.400717 sec): 2 clusters Score: Raw -84.056545 + Penalty 0.000000 = -84.056545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.400905 sec): 2 clusters Score: Raw -84.056545 + Penalty 0.000000 = -84.056545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.401641 sec): 2 clusters Score: Raw -93.910921 + Penalty 0.000000 = -93.910921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.401829 sec): 2 clusters Score: Raw -93.910921 + Penalty 0.000000 = -93.910921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.402578 sec): 2 clusters Score: Raw -515.673211 + Penalty 188.125910 = -327.547302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.402796 sec): 3 clusters Score: Raw -510.079384 + Penalty 188.125910 = -321.953474 nChanged 1 SP:Iteration 1F (20.402993 sec): 2 clusters Score: Raw -515.673211 + Penalty 188.125910 = -327.547302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.403728 sec): 2 clusters Score: Raw -92.760749 + Penalty 0.000000 = -92.760749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.403916 sec): 2 clusters Score: Raw -92.760749 + Penalty 0.000000 = -92.760749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.404705 sec): 2 clusters Score: Raw -1372.603340 + Penalty 286.118337 = -1086.485002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.404940 sec): 3 clusters Score: Raw -1362.068821 + Penalty 579.249026 = -782.819795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.405713 sec): 2 clusters Score: Raw -1019.613580 + Penalty 278.116909 = -741.496671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.405941 sec): 3 clusters Score: Raw -1011.575819 + Penalty 562.105784 = -449.470035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.406682 sec): 2 clusters Score: Raw -94.490442 + Penalty 0.000000 = -94.490442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.406875 sec): 2 clusters Score: Raw -94.490442 + Penalty 0.000000 = -94.490442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.407612 sec): 2 clusters Score: Raw -252.298738 + Penalty 8.788898 = -243.509840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.407803 sec): 3 clusters Score: Raw -256.270486 + Penalty 15.929878 = -240.340608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.408536 sec): 2 clusters Score: Raw -255.229390 + Penalty 6.162546 = -249.066844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.408744 sec): 3 clusters Score: Raw -255.429987 + Penalty 11.990349 = -243.439638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.409484 sec): 2 clusters Score: Raw -94.531019 + Penalty 0.000000 = -94.531019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.409677 sec): 2 clusters Score: Raw -94.531019 + Penalty 0.000000 = -94.531019 nChanged 0 Deleting Class 92 (21 points): Lose 210.453586 but Gain 1505.219957 Iteration 20F (21.998269 sec): 113 clusters Score: Raw -2815378.446352 + Penalty 95836.093961 = -2719542.352391 nChanged 614 Deleting Class 46 (14 points): Lose 78.764946 but Gain 1355.995624 Iteration 21Q (22.194642 sec): 112 clusters Score: Raw -2815547.614103 + Penalty 94614.088966 = -2720933.525138 nChanged 281 Deleting Class 162 (4 points): Lose 20.631912 but Gain 1293.461126 Iteration 22Q (22.369975 sec): 111 clusters Score: Raw -2815620.777252 + Penalty 93340.146970 = -2722280.630282 nChanged 187 Deleting Class 149 (5 points): Lose 29.100576 but Gain 1295.949882 Iteration 23Q (22.539026 sec): 110 clusters Score: Raw -2815651.006526 + Penalty 92038.586061 = -2723612.420465 nChanged 156 Deleting Class 3 (2 points): Lose 3.073351 but Gain 1247.644517 Iteration 24Q (22.706744 sec): 109 clusters Score: Raw -2815697.850553 + Penalty 90777.657178 = -2724920.193374 nChanged 143 Deleting Class 128 (9 points): Lose 48.125753 but Gain 1290.620263 Iteration 25Q (22.872503 sec): 108 clusters Score: Raw -2815680.650408 + Penalty 88696.168292 = -2726984.482116 nChanged 110 Deleting Class 146 (18 points): Lose 76.730979 but Gain 1310.474003 Iteration 26Q (23.034803 sec): 106 clusters Score: Raw -2815647.556359 + Penalty 87439.232218 = -2728208.324142 nChanged 102 Deleting Class 216 (12 points): Lose 106.799817 but Gain 1340.349985 Iteration 27Q (23.196382 sec): 105 clusters Score: Raw -2815594.108822 + Penalty 86143.361824 = -2729450.746998 nChanged 76 Deleting Class 58 (5 points): Lose 15.969521 but Gain 1248.335624 Iteration 28Q (23.356132 sec): 104 clusters Score: Raw -2815657.215291 + Penalty 84899.149233 = -2730758.066058 nChanged 53 Deleting Class 36 (42 points): Lose 160.275923 but Gain 1373.406907 Iteration 29Q (23.513362 sec): 103 clusters Score: Raw -2815515.479044 + Penalty 83629.612794 = -2731885.866250 nChanged 87 Deleting Class 157 (1 points): Lose 94.702412 but Gain 1300.829671 Iteration 30F (24.928609 sec): 102 clusters Score: Raw -2815523.778054 + Penalty 82359.107610 = -2733164.670444 nChanged 42 Deleting Class 86 (14 points): Lose 60.712114 but Gain 1265.844527 Iteration 31Q (25.085450 sec): 101 clusters Score: Raw -2815484.615665 + Penalty 81113.949513 = -2734370.666152 nChanged 51 Deleting Class 59 (43 points): Lose 233.502549 but Gain 1429.227442 Iteration 32Q (25.241946 sec): 100 clusters Score: Raw -2815291.702391 + Penalty 79770.613481 = -2735521.088910 nChanged 71 Deleting Class 160 (2 points): Lose 4.449654 but Gain 1199.862095 Iteration 33Q (25.398282 sec): 99 clusters Score: Raw -2815401.594614 + Penalty 78572.594844 = -2736828.999769 nChanged 29 Deleting Class 122 (3 points): Lose 21.046952 but Gain 1199.977968 Iteration 34Q (25.552203 sec): 98 clusters Score: Raw -2815393.244434 + Penalty 77425.080718 = -2737968.163716 nChanged 26 Deleting Class 209 (6 points): Lose 25.317329 but Gain 1203.533951 Iteration 35Q (25.706163 sec): 97 clusters Score: Raw -2815390.370258 + Penalty 76253.693717 = -2739136.676541 nChanged 21 Deleting Class 65 (12 points): Lose 39.225054 but Gain 1216.511743 Iteration 36Q (25.859551 sec): 96 clusters Score: Raw -2815368.507338 + Penalty 75074.685422 = -2740293.821916 nChanged 20 Deleting Class 104 (3 points): Lose 215.007878 but Gain 1389.625604 Iteration 37Q (26.011091 sec): 95 clusters Score: Raw -2815177.147131 + Penalty 73730.533141 = -2741446.613990 nChanged 11 Deleting Class 55 (37 points): Lose 126.824415 but Gain 1283.006573 Iteration 38Q (26.161183 sec): 94 clusters Score: Raw -2815057.343942 + Penalty 72535.141596 = -2742522.202346 nChanged 43 Deleting Class 106 (25 points): Lose 132.148884 but Gain 1286.889694 Iteration 39Q (26.313557 sec): 93 clusters Score: Raw -2815004.829499 + Penalty 71396.239370 = -2743608.590129 nChanged 33 Deleting Class 52 (4 points): Lose 7.335771 but Gain 1153.903150 Iteration 40F (27.579598 sec): 92 clusters Score: Raw -2815069.861837 + Penalty 70273.576772 = -2744796.285065 nChanged 11 Deleting Class 71 (8 points): Lose 54.182001 but Gain 1183.789539 Iteration 41Q (27.730824 sec): 91 clusters Score: Raw -2815037.823735 + Penalty 69094.509994 = -2745943.313741 nChanged 9 Deleting Class 26 (57 points): Lose 171.901853 but Gain 1294.364000 Iteration 42Q (27.878505 sec): 90 clusters Score: Raw -2814886.140150 + Penalty 67961.688296 = -2746924.451854 nChanged 61 Deleting Class 64 (4 points): Lose 11.279398 but Gain 1131.342060 Iteration 43Q (28.029853 sec): 89 clusters Score: Raw -2814995.919244 + Penalty 66852.898063 = -2748143.021182 nChanged 21 Deleting Class 183 (9 points): Lose 38.467683 but Gain 1151.378452 Iteration 44Q (28.179092 sec): 88 clusters Score: Raw -2814979.891492 + Penalty 65708.941355 = -2749270.950137 nChanged 19 Deleting Class 182 (3 points): Lose 192.289242 but Gain 1297.066076 Iteration 45Q (28.327419 sec): 87 clusters Score: Raw -2814803.790039 + Penalty 64457.175782 = -2750346.614257 nChanged 16 Deleting Class 93 (24 points): Lose 115.997088 but Gain 1217.341829 Iteration 46Q (28.473805 sec): 86 clusters Score: Raw -2814722.212684 + Penalty 63312.729197 = -2751409.483488 nChanged 31 Deleting Class 197 (6 points): Lose 36.111920 but Gain 1133.826198 Iteration 47Q (28.623347 sec): 85 clusters Score: Raw -2814755.444183 + Penalty 62236.189619 = -2752519.254564 nChanged 15 Deleting Class 123 (2 points): Lose 26.720131 but Gain 1117.783644 Iteration 48Q (28.768674 sec): 84 clusters Score: Raw -2814760.078877 + Penalty 61158.275525 = -2753601.803352 nChanged 7 Deleting Class 66 (7 points): Lose 26.172409 but Gain 1111.010741 Iteration 49Q (28.913566 sec): 83 clusters Score: Raw -2814750.433146 + Penalty 60057.734130 = -2754692.699017 nChanged 9 Deleting Class 114 (5 points): Lose 313.605765 but Gain 1387.869577 Iteration 50F (30.039515 sec): 82 clusters Score: Raw -2814452.790450 + Penalty 58709.940019 = -2755742.850431 nChanged 10 Deleting Class 112 (8 points): Lose 11.688139 but Gain 1081.057648 Iteration 51Q (30.183213 sec): 81 clusters Score: Raw -2814476.013550 + Penalty 57639.176965 = -2756836.836585 nChanged 12 Deleting Class 85 (5 points): Lose 16.017956 but Gain 1084.642356 Iteration 52Q (30.327192 sec): 80 clusters Score: Raw -2814471.555723 + Penalty 56563.597337 = -2757907.958386 nChanged 8 Deleting Class 225 (1 points): Lose 16.838534 but Gain 1080.851917 Iteration 53Q (30.471336 sec): 79 clusters Score: Raw -2814463.808099 + Penalty 55507.774541 = -2758956.033559 nChanged 5 Deleting Class 136 (12 points): Lose 47.545140 but Gain 1104.592446 Iteration 54Q (30.615699 sec): 78 clusters Score: Raw -2814421.936551 + Penalty 54424.362322 = -2759997.574230 nChanged 14 Deleting Class 218 (1 points): Lose 92.957797 but Gain 1147.945838 Iteration 55Q (30.759919 sec): 77 clusters Score: Raw -2814347.798720 + Penalty 53258.212840 = -2761089.585879 nChanged 2 Deleting Class 109 (13 points): Lose 57.564007 but Gain 1103.186604 Iteration 56Q (30.903492 sec): 76 clusters Score: Raw -2814292.463052 + Penalty 52192.156785 = -2762100.306267 nChanged 18 Deleting Class 135 (15 points): Lose 48.511220 but Gain 1076.751480 Iteration 57Q (31.045092 sec): 75 clusters Score: Raw -2814270.025347 + Penalty 51124.255983 = -2763145.769364 nChanged 20 Deleting Class 70 (25 points): Lose 76.298277 but Gain 1098.250751 Iteration 58Q (31.185140 sec): 74 clusters Score: Raw -2814213.461406 + Penalty 50043.683419 = -2764169.777987 nChanged 29 Deleting Class 169 (25 points): Lose 90.310366 but Gain 1083.969332 Iteration 59Q (31.325975 sec): 73 clusters Score: Raw -2814169.225567 + Penalty 48988.953017 = -2765180.272550 nChanged 36 Deleting Class 83 (26 points): Lose 69.743387 but Gain 1049.716070 Iteration 60F (32.319401 sec): 72 clusters Score: Raw -2814147.045389 + Penalty 47954.400318 = -2766192.645071 nChanged 38 Deleting Class 47 (11 points): Lose 29.116720 but Gain 1006.007929 Iteration 61Q (32.458422 sec): 71 clusters Score: Raw -2814162.541527 + Penalty 46967.115302 = -2767195.426225 nChanged 26 Deleting Class 32 (90 points): Lose 293.285570 but Gain 1264.088523 Iteration 62Q (32.596915 sec): 70 clusters Score: Raw -2813888.104843 + Penalty 45831.882981 = -2768056.221862 nChanged 99 Deleting Class 108 (20 points): Lose 45.823870 but Gain 1013.914649 Iteration 63Q (32.738201 sec): 69 clusters Score: Raw -2814029.962873 + Penalty 44853.992192 = -2769175.970681 nChanged 51 Deleting Class 38 (17 points): Lose 69.692221 but Gain 1014.608311 Iteration 64Q (32.874677 sec): 68 clusters Score: Raw -2814011.103619 + Penalty 43932.450859 = -2770078.652760 nChanged 34 Deleting Class 101 (77 points): Lose 214.165459 but Gain 1148.910159 Iteration 65Q (33.010800 sec): 67 clusters Score: Raw -2813850.653815 + Penalty 42863.778586 = -2770986.875229 nChanged 98 Deleting Class 53 (59 points): Lose 330.788067 but Gain 1254.938815 Iteration 66Q (33.147585 sec): 66 clusters Score: Raw -2813651.092164 + Penalty 41813.352822 = -2771837.739343 nChanged 94 Deleting Class 97 (5 points): Lose 96.937926 but Gain 1009.269837 Iteration 67Q (33.285530 sec): 65 clusters Score: Raw -2813773.298230 + Penalty 40837.939411 = -2772935.358819 nChanged 50 Deleting Class 132 (1 points): Lose 70.620274 but Gain 946.049971 Iteration 68Q (33.420037 sec): 64 clusters Score: Raw -2813741.422320 + Penalty 39902.948346 = -2773838.473975 nChanged 28 Deleting Class 203 (1 points): Lose 80.800123 but Gain 944.666105 Iteration 69Q (33.553606 sec): 63 clusters Score: Raw -2813682.653006 + Penalty 38977.564037 = -2774705.088969 nChanged 18 Deleting Class 82 (69 points): Lose 386.590348 but Gain 1252.838626 Iteration 70F (34.405984 sec): 62 clusters Score: Raw -2813343.829947 + Penalty 38199.811334 = -2775144.018613 nChanged 84 Deleting Class 34 (86 points): Lose 196.958827 but Gain 1053.493875 Iteration 71Q (34.540224 sec): 61 clusters Score: Raw -2813363.457415 + Penalty 37269.657103 = -2776093.800312 nChanged 107 Deleting Class 94 (16 points): Lose 60.879361 but Gain 932.849210 Iteration 72Q (34.675719 sec): 60 clusters Score: Raw -2813427.872468 + Penalty 36375.546302 = -2777052.326166 nChanged 50 Deleting Class 50 (141 points): Lose 389.356459 but Gain 1203.038103 Iteration 73Q (34.810299 sec): 59 clusters Score: Raw -2813079.015900 + Penalty 35330.621796 = -2777748.394105 nChanged 170 Deleting Class 99 (14 points): Lose 107.681813 but Gain 908.748727 Iteration 74Q (34.944403 sec): 58 clusters Score: Raw -2813196.860502 + Penalty 34466.538740 = -2778730.321762 nChanged 90 Deleting Class 103 (2 points): Lose 94.007599 but Gain 839.225791 Iteration 75Q (35.075785 sec): 57 clusters Score: Raw -2813159.738535 + Penalty 33662.261258 = -2779497.477277 nChanged 50 Deleting Class 199 (1 points): Lose 52.953820 but Gain 786.325035 Iteration 76Q (35.204823 sec): 56 clusters Score: Raw -2813139.787717 + Penalty 32883.191525 = -2780256.596192 nChanged 35 Deleting Class 210 (2 points): Lose 31.580733 but Gain 746.927126 Iteration 77Q (35.333312 sec): 55 clusters Score: Raw -2813122.590946 + Penalty 32356.998306 = -2780765.592640 nChanged 34 Deleting Class 33 (189 points): Lose 518.222195 but Gain 1226.435372 Iteration 78Q (35.459909 sec): 54 clusters Score: Raw -2812638.507158 + Penalty 31348.041474 = -2781290.465684 nChanged 213 Deleting Class 44 (20 points): Lose 38.188846 but Gain 740.529105 Iteration 79Q (35.592465 sec): 53 clusters Score: Raw -2812925.339063 + Penalty 30628.190463 = -2782297.148601 nChanged 90 Deleting Class 155 (4 points): Lose 282.971533 but Gain 965.902805 Iteration 80F (36.311241 sec): 52 clusters Score: Raw -2812701.314280 + Penalty 29553.554948 = -2783147.759332 nChanged 53 Deleting Class 9 (48 points): Lose 332.690017 but Gain 1009.974462 Iteration 81Q (36.437320 sec): 51 clusters Score: Raw -2812396.677085 + Penalty 28596.854037 = -2783799.823047 nChanged 82 Deleting Class 23 (210 points): Lose 801.518293 but Gain 1459.682784 Iteration 82Q (36.563725 sec): 50 clusters Score: Raw -2811767.041734 + Penalty 27554.197201 = -2784212.844533 nChanged 248 Deleting Class 25 (124 points): Lose 182.457473 but Gain 797.431709 Iteration 83Q (36.692652 sec): 49 clusters Score: Raw -2812017.203149 + Penalty 26803.744721 = -2785213.458427 nChanged 193 Deleting Class 164 (1 points): Lose 49.588234 but Gain 664.427982 Iteration 84Q (36.820945 sec): 48 clusters Score: Raw -2812143.828396 + Penalty 26155.104296 = -2785988.724099 nChanged 84 Deleting Class 185 (3 points): Lose 92.432033 but Gain 703.453118 Iteration 85Q (36.944253 sec): 47 clusters Score: Raw -2812072.835347 + Penalty 25461.419130 = -2786611.416217 nChanged 40 Deleting Class 96 (1 points): Lose 8.608390 but Gain 582.023990 Iteration 86Q (37.065490 sec): 46 clusters Score: Raw -2812078.596905 + Penalty 24892.811276 = -2787185.785629 nChanged 27 Deleting Class 21 (180 points): Lose 440.707436 but Gain 1008.982431 Iteration 87Q (37.185982 sec): 45 clusters Score: Raw -2811652.017830 + Penalty 24002.416156 = -2787649.601674 nChanged 206 Deleting Class 72 (3 points): Lose 77.140175 but Gain 594.831680 Iteration 88Q (37.309555 sec): 44 clusters Score: Raw -2811852.643387 + Penalty 23425.134280 = -2788427.509107 nChanged 72 Deleting Class 143 (4 points): Lose 214.795871 but Gain 729.459578 Iteration 89Q (37.429764 sec): 43 clusters Score: Raw -2811681.227324 + Penalty 22720.744370 = -2788960.482954 nChanged 50 Deleting Class 214 (13 points): Lose 657.664815 but Gain 1153.966348 Iteration 90F (38.007282 sec): 42 clusters Score: Raw -2811084.153310 + Penalty 21633.773201 = -2789450.380110 nChanged 36 Deleting Class 17 (56 points): Lose 161.010034 but Gain 642.842359 Iteration 91Q (38.128002 sec): 41 clusters Score: Raw -2811238.879116 + Penalty 21166.060120 = -2790072.818996 nChanged 108 Deleting Class 57 (2 points): Lose 25.458776 but Gain 491.390872 Iteration 92Q (38.248986 sec): 40 clusters Score: Raw -2811399.932462 + Penalty 20673.517820 = -2790726.414641 nChanged 50 Deleting Class 130 (1 points): Lose 33.930821 but Gain 477.351870 Iteration 93Q (38.366202 sec): 39 clusters Score: Raw -2811388.011689 + Penalty 20210.987201 = -2791177.024487 nChanged 36 Deleting Class 74 (1 points): Lose 23.500131 but Gain 458.840128 Iteration 94Q (38.482022 sec): 38 clusters Score: Raw -2811387.585419 + Penalty 19770.225586 = -2791617.359833 nChanged 31 Deleting Class 163 (1 points): Lose 49.639368 but Gain 484.817940 Iteration 95Q (38.598085 sec): 37 clusters Score: Raw -2811355.048323 + Penalty 19279.651735 = -2792075.396587 nChanged 21 Deleting Class 29 (35 points): Lose 91.637277 but Gain 508.668818 Iteration 96Q (38.713424 sec): 36 clusters Score: Raw -2811273.225755 + Penalty 18751.455213 = -2792521.770542 nChanged 45 Deleting Class 84 (291 points): Lose 604.938524 but Gain 1019.099844 Iteration 97Q (38.832247 sec): 35 clusters Score: Raw -2810726.189117 + Penalty 17828.472573 = -2792897.716544 nChanged 304 Deleting Class 42 (1 points): Lose 68.217654 but Gain 467.967691 Iteration 98Q (38.948575 sec): 34 clusters Score: Raw -2811034.990627 + Penalty 17351.746090 = -2793683.244537 nChanged 91 Deleting Class 24 (110 points): Lose 499.475762 but Gain 821.686721 Iteration 99Q (39.063030 sec): 33 clusters Score: Raw -2810558.232621 + Penalty 16601.809675 = -2793956.422946 nChanged 164 Deleting Class 45 (230 points): Lose 646.462190 but Gain 931.634523 Iteration 100F (39.522836 sec): 32 clusters Score: Raw -2810228.069537 + Penalty 15814.191731 = -2794413.877806 nChanged 282 Deleting Class 22 (1 points): Lose 55.388540 but Gain 247.141037 Iteration 101Q (39.636569 sec): 31 clusters Score: Raw -2810639.930836 + Penalty 15570.033277 = -2795069.897559 nChanged 81 Deleting Class 124 (1 points): Lose 74.701982 but Gain 254.949573 Iteration 102Q (39.749611 sec): 30 clusters Score: Raw -2810611.189476 + Penalty 15317.135604 = -2795294.053872 nChanged 71 Deleting Class 31 (3 points): Lose 62.243580 but Gain 206.897976 Iteration 103Q (39.860329 sec): 29 clusters Score: Raw -2810589.651034 + Penalty 15112.060567 = -2795477.590467 nChanged 58 Deleting Class 134 (3 points): Lose 57.241739 but Gain 178.617708 Iteration 104Q (39.969450 sec): 28 clusters Score: Raw -2810555.495111 + Penalty 14929.411671 = -2795626.083440 nChanged 54 Deleting Class 16 (387 points): Lose 1086.898179 but Gain 1208.964251 Iteration 105Q (40.081540 sec): 27 clusters Score: Raw -2809492.668251 + Penalty 14066.920584 = -2795425.747667 nChanged 438 Deleting Class 190 (3 points): Lose 13.277920 but Gain 54.449250 Iteration 106F (40.478089 sec): 26 clusters Score: Raw -2810210.395819 + Penalty 14056.585376 = -2796153.810443 nChanged 187 Deleting Class 219 (3 points): Lose 73.163892 but Gain 82.759190 Iteration 107Q (40.588791 sec): 25 clusters Score: Raw -2810217.808538 + Penalty 13990.544629 = -2796227.263909 nChanged 122 Iteration 108Q (40.698430 sec): 25 clusters Score: Raw -2810286.397423 + Penalty 14007.015600 = -2796279.381823 nChanged 99 Iteration 109Q (40.806411 sec): 25 clusters Score: Raw -2810318.853627 + Penalty 14027.813081 = -2796291.040546 nChanged 81 Iteration 110F (41.182011 sec): 25 clusters Score: Raw -2810357.886998 + Penalty 14044.399920 = -2796313.487079 nChanged 76 Iteration 111Q (41.289647 sec): 25 clusters Score: Raw -2810390.747046 + Penalty 14050.137776 = -2796340.609270 nChanged 72 Iteration 112Q (41.396121 sec): 25 clusters Score: Raw -2810415.350155 + Penalty 14053.884729 = -2796361.465426 nChanged 72 Iteration 113Q (41.502861 sec): 25 clusters Score: Raw -2810435.263367 + Penalty 14055.024932 = -2796380.238435 nChanged 62 Iteration 114Q (41.609467 sec): 25 clusters Score: Raw -2810456.695663 + Penalty 14059.849614 = -2796396.846049 nChanged 59 Iteration 115Q (41.715274 sec): 25 clusters Score: Raw -2810474.855598 + Penalty 14060.128190 = -2796414.727407 nChanged 55 Iteration 116Q (41.822129 sec): 25 clusters Score: Raw -2810488.738656 + Penalty 14063.194607 = -2796425.544049 nChanged 39 Iteration 117Q (41.932224 sec): 25 clusters Score: Raw -2810501.897453 + Penalty 14063.755543 = -2796438.141910 nChanged 37 Iteration 118Q (42.040571 sec): 25 clusters Score: Raw -2810517.839906 + Penalty 14068.049136 = -2796449.790769 nChanged 25 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2810517.839906 + Penalty 14068.049136 = -2796449.790769Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 1 (3442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.116279 sec): 2 clusters Score: Raw -323432.598945 + Penalty 298.982897 = -323133.616049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.122791 sec): 3 clusters Score: Raw -321190.339346 + Penalty 597.734718 = -320592.604628 nChanged 1574 SP:Iteration 1F (42.129392 sec): 3 clusters Score: Raw -322053.617419 + Penalty 595.602472 = -321458.014948 nChanged 380 SP:Iteration 2F (42.135560 sec): 3 clusters Score: Raw -322215.289308 + Penalty 589.246956 = -321626.042352 nChanged 216 SP:Iteration 3F (42.141883 sec): 3 clusters Score: Raw -322320.973515 + Penalty 578.872021 = -321742.101495 nChanged 165 SP:Iteration 4Q (42.147982 sec): 3 clusters Score: Raw -322408.093918 + Penalty 567.005727 = -321841.088192 nChanged 192 SP:Iteration 5F (42.154179 sec): 3 clusters Score: Raw -322522.868584 + Penalty 546.954810 = -321975.913774 nChanged 250 SP:Iteration 6F (42.160621 sec): 3 clusters Score: Raw -322696.109484 + Penalty 521.557224 = -322174.552260 nChanged 257 SP:Iteration 7F (42.166760 sec): 3 clusters Score: Raw -322885.246659 + Penalty 493.501253 = -322391.745406 nChanged 240 SP:Iteration 8F (42.172919 sec): 3 clusters Score: Raw -323079.446479 + Penalty 455.571662 = -322623.874816 nChanged 205 SP:Iteration 9F (42.179060 sec): 3 clusters Score: Raw -323262.326476 + Penalty 410.415653 = -322851.910823 nChanged 137 SP:Iteration 10F (42.185249 sec): 3 clusters Score: Raw -323405.154188 + Penalty 431.568394 = -322973.585794 nChanged 27 SP:Iteration 11Q (42.191049 sec): 3 clusters Score: Raw -323430.632402 + Penalty 298.982897 = -323131.649505 nChanged 1 SP:Iteration 12Q (42.195820 sec): 2 clusters Score: Raw -323432.598945 + Penalty 298.982897 = -323133.616049 nChanged 0 SP:Iteration 13F (42.200540 sec): 2 clusters Score: Raw -323432.598945 + Penalty 298.982897 = -323133.616049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.205402 sec): 2 clusters Score: Raw -95079.725494 + Penalty 231.740082 = -94847.985412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.207459 sec): 3 clusters Score: Raw -94428.246820 + Penalty 463.090016 = -93965.156804 nChanged 443 SP:Iteration 1F (42.209455 sec): 3 clusters Score: Raw -94701.437849 + Penalty 461.433030 = -94240.004818 nChanged 110 SP:Iteration 2F (42.211406 sec): 3 clusters Score: Raw -94765.309495 + Penalty 456.889639 = -94308.419856 nChanged 77 SP:Iteration 3F (42.213379 sec): 3 clusters Score: Raw -94832.136854 + Penalty 450.774056 = -94381.362798 nChanged 75 SP:Iteration 4F (42.215323 sec): 3 clusters Score: Raw -94890.202261 + Penalty 446.497055 = -94443.705207 nChanged 53 SP:Iteration 5F (42.217272 sec): 3 clusters Score: Raw -94911.565353 + Penalty 446.959989 = -94464.605364 nChanged 31 SP:Iteration 6Q (42.219173 sec): 3 clusters Score: Raw -94920.287007 + Penalty 448.102136 = -94472.184870 nChanged 13 SP:Iteration 7Q (42.221247 sec): 3 clusters Score: Raw -94922.712538 + Penalty 448.841601 = -94473.870937 nChanged 5 SP:Iteration 8Q (42.223243 sec): 3 clusters Score: Raw -94923.111102 + Penalty 449.083287 = -94474.027815 nChanged 2 SP:Iteration 9Q (42.225282 sec): 3 clusters Score: Raw -94923.240486 + Penalty 449.471567 = -94473.768919 nChanged 2 SP:Iteration 10F (42.227381 sec): 3 clusters Score: Raw -94923.575748 + Penalty 450.155658 = -94473.420090 nChanged 4 SP:Iteration 11F (42.229395 sec): 3 clusters Score: Raw -94924.236417 + Penalty 450.629331 = -94473.607086 nChanged 3 SP:Iteration 12Q (42.231288 sec): 3 clusters Score: Raw -94924.462444 + Penalty 450.774671 = -94473.687773 nChanged 2 SP:Iteration 13Q (42.233174 sec): 3 clusters Score: Raw -94924.795940 + Penalty 451.402899 = -94473.393041 nChanged 4 SP:Iteration 14F (42.235122 sec): 3 clusters Score: Raw -94925.213486 + Penalty 451.460625 = -94473.752861 nChanged 1 SP:Iteration 15Q (42.237037 sec): 3 clusters Score: Raw -94925.221435 + Penalty 451.460625 = -94473.760811 nChanged 0 SP:Iteration 16F (42.239076 sec): 3 clusters Score: Raw -94925.221435 + Penalty 451.460625 = -94473.760811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.242868 sec): 2 clusters Score: Raw -42545.226146 + Penalty 394.781294 = -42150.444852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.243852 sec): 3 clusters Score: Raw -42312.869313 + Penalty 795.524841 = -41517.344473 nChanged 152 SP:Iteration 1F (42.244816 sec): 3 clusters Score: Raw -42404.810280 + Penalty 799.035881 = -41605.774399 nChanged 52 SP:Iteration 2F (42.245787 sec): 3 clusters Score: Raw -42446.113775 + Penalty 802.173923 = -41643.939851 nChanged 40 SP:Iteration 3F (42.246750 sec): 3 clusters Score: Raw -42480.528907 + Penalty 804.324387 = -41676.204520 nChanged 19 SP:Iteration 4Q (42.247704 sec): 3 clusters Score: Raw -42495.259403 + Penalty 806.715180 = -41688.544223 nChanged 15 SP:Iteration 5Q (42.248660 sec): 3 clusters Score: Raw -42513.351320 + Penalty 814.489003 = -41698.862317 nChanged 21 SP:Iteration 6Q (42.249604 sec): 3 clusters Score: Raw -42539.705495 + Penalty 815.557179 = -41724.148316 nChanged 11 SP:Iteration 7Q (42.250535 sec): 3 clusters Score: Raw -42547.988217 + Penalty 816.759802 = -41731.228415 nChanged 10 SP:Iteration 8Q (42.251520 sec): 3 clusters Score: Raw -42552.132931 + Penalty 817.384721 = -41734.748210 nChanged 5 SP:Iteration 9Q (42.252455 sec): 3 clusters Score: Raw -42554.193353 + Penalty 819.244443 = -41734.948910 nChanged 2 SP:Iteration 10F (42.253417 sec): 3 clusters Score: Raw -42554.314751 + Penalty 819.244443 = -41735.070308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 5 (2302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.260772 sec): 2 clusters Score: Raw -212955.532994 + Penalty 228.815027 = -212726.717967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.265128 sec): 3 clusters Score: Raw -211480.020026 + Penalty 454.024952 = -211025.995074 nChanged 1042 SP:Iteration 1F (42.269284 sec): 3 clusters Score: Raw -212120.858472 + Penalty 448.283329 = -211672.575143 nChanged 257 SP:Iteration 2F (42.273553 sec): 3 clusters Score: Raw -212327.296454 + Penalty 453.231361 = -211874.065093 nChanged 210 SP:Iteration 3F (42.277836 sec): 3 clusters Score: Raw -212548.525110 + Penalty 459.260702 = -212089.264408 nChanged 141 SP:Iteration 4F (42.282012 sec): 3 clusters Score: Raw -212649.085906 + Penalty 465.014624 = -212184.071282 nChanged 72 SP:Iteration 5Q (42.285978 sec): 3 clusters Score: Raw -212677.542821 + Penalty 472.154621 = -212205.388200 nChanged 60 SP:Iteration 6Q (42.290151 sec): 3 clusters Score: Raw -212699.902521 + Penalty 477.026400 = -212222.876121 nChanged 43 SP:Iteration 7Q (42.294198 sec): 3 clusters Score: Raw -212715.821122 + Penalty 481.721216 = -212234.099906 nChanged 41 SP:Iteration 8Q (42.298023 sec): 3 clusters Score: Raw -212730.368251 + Penalty 488.259295 = -212242.108955 nChanged 42 SP:Iteration 9Q (42.301804 sec): 3 clusters Score: Raw -212746.323508 + Penalty 492.914766 = -212253.408742 nChanged 39 SP:Iteration 10F (42.305938 sec): 3 clusters Score: Raw -212763.256749 + Penalty 499.528167 = -212263.728583 nChanged 45 SP:Iteration 11Q (42.309645 sec): 3 clusters Score: Raw -212782.311977 + Penalty 505.558793 = -212276.753184 nChanged 37 SP:Iteration 12Q (42.313369 sec): 3 clusters Score: Raw -212797.373314 + Penalty 514.801655 = -212282.571659 nChanged 37 SP:Iteration 13Q (42.317014 sec): 3 clusters Score: Raw -212812.950965 + Penalty 522.486155 = -212290.464810 nChanged 35 SP:Iteration 14Q (42.320630 sec): 3 clusters Score: Raw -212828.293861 + Penalty 529.586467 = -212298.707394 nChanged 30 SP:Iteration 15Q (42.324549 sec): 3 clusters Score: Raw -212842.403183 + Penalty 541.578044 = -212300.825139 nChanged 37 SP:Iteration 16Q (42.328312 sec): 3 clusters Score: Raw -212863.629759 + Penalty 551.522280 = -212312.107478 nChanged 27 SP:Iteration 17Q (42.332110 sec): 3 clusters Score: Raw -212879.302066 + Penalty 561.206768 = -212318.095298 nChanged 27 SP:Iteration 18Q (42.335568 sec): 3 clusters Score: Raw -212894.243385 + Penalty 577.719894 = -212316.523491 nChanged 20 SP:Iteration 19F (42.339713 sec): 3 clusters Score: Raw -212903.089956 + Penalty 588.331971 = -212314.757985 nChanged 20 SP:Iteration 20F (42.343838 sec): 3 clusters Score: Raw -212913.139540 + Penalty 597.298226 = -212315.841314 nChanged 19 SP:Iteration 21Q (42.347208 sec): 3 clusters Score: Raw -212926.392748 + Penalty 606.443847 = -212319.948901 nChanged 17 SP:Iteration 22Q (42.350545 sec): 3 clusters Score: Raw -212939.683017 + Penalty 619.563403 = -212320.119615 nChanged 10 SP:Iteration 23Q (42.353896 sec): 3 clusters Score: Raw -212946.035435 + Penalty 638.262630 = -212307.772805 nChanged 9 SP:Iteration 24F (42.358385 sec): 3 clusters Score: Raw -212950.370072 + Penalty 673.757512 = -212276.612560 nChanged 6 SP:Iteration 25F (42.362664 sec): 3 clusters Score: Raw -212952.983077 + Penalty 695.378123 = -212257.604955 nChanged 5 SP:Iteration 26F (42.366800 sec): 3 clusters Score: Raw -212957.032157 + Penalty 739.418319 = -212217.613838 nChanged 7 SP:Iteration 27F (42.370892 sec): 3 clusters Score: Raw -212961.957233 + Penalty 765.592988 = -212196.364245 nChanged 5 SP:Iteration 28F (42.375174 sec): 3 clusters Score: Raw -212964.630960 + Penalty 792.728850 = -212171.902110 nChanged 3 SP:Iteration 29F (42.379299 sec): 3 clusters Score: Raw -212968.024058 + Penalty 813.674393 = -212154.349665 nChanged 2 SP:Iteration 30F (42.383395 sec): 3 clusters Score: Raw -212969.034805 + Penalty 819.360074 = -212149.674731 nChanged 1 SP:Iteration 31F (42.387493 sec): 3 clusters Score: Raw -212970.012954 + Penalty 819.360074 = -212150.652880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.389831 sec): 2 clusters Score: Raw -34294.110273 + Penalty 391.142612 = -33902.967661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.390747 sec): 3 clusters Score: Raw -34131.262303 + Penalty 787.210940 = -33344.051364 nChanged 124 SP:Iteration 1F (42.391607 sec): 3 clusters Score: Raw -34250.626379 + Penalty 808.924100 = -33441.702278 nChanged 49 SP:Iteration 2F (42.392434 sec): 3 clusters Score: Raw -34305.866245 + Penalty 848.808194 = -33457.058051 nChanged 35 SP:Iteration 3F (42.393259 sec): 3 clusters Score: Raw -34355.960069 + Penalty 906.729191 = -33449.230878 nChanged 29 SP:Iteration 4F (42.394084 sec): 3 clusters Score: Raw -34403.347025 + Penalty 946.717593 = -33456.629432 nChanged 15 SP:Iteration 5Q (42.394884 sec): 3 clusters Score: Raw -34421.335811 + Penalty 969.366490 = -33451.969321 nChanged 9 SP:Iteration 6F (42.395707 sec): 3 clusters Score: Raw -34431.754768 + Penalty 988.224620 = -33443.530147 nChanged 5 SP:Iteration 7F (42.396532 sec): 3 clusters Score: Raw -34438.366809 + Penalty 1013.331079 = -33425.035730 nChanged 5 SP:Iteration 8F (42.397355 sec): 3 clusters Score: Raw -34446.595946 + Penalty 1016.548959 = -33430.046987 nChanged 1 SP:Iteration 9Q (42.398102 sec): 3 clusters Score: Raw -34449.653810 + Penalty 1022.988899 = -33426.664911 nChanged 1 SP:Iteration 10F (42.398927 sec): 3 clusters Score: Raw -34450.135450 + Penalty 1029.870313 = -33420.265137 nChanged 1 SP:Iteration 11F (42.399751 sec): 3 clusters Score: Raw -34450.578410 + Penalty 1029.870313 = -33420.708097 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 7 (5233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.423654 sec): 2 clusters Score: Raw -475239.255576 + Penalty 210.475697 = -475028.779879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.434012 sec): 3 clusters Score: Raw -471780.318088 + Penalty 446.306178 = -471334.011910 nChanged 2487 SP:Iteration 1F (42.443508 sec): 3 clusters Score: Raw -473481.847956 + Penalty 466.978318 = -473014.869638 nChanged 508 SP:Iteration 2F (42.452833 sec): 3 clusters Score: Raw -473826.807940 + Penalty 493.624689 = -473333.183252 nChanged 398 SP:Iteration 3F (42.462825 sec): 3 clusters Score: Raw -474211.227407 + Penalty 528.810462 = -473682.416945 nChanged 364 SP:Iteration 4F (42.472199 sec): 3 clusters Score: Raw -474597.887077 + Penalty 560.780861 = -474037.106217 nChanged 273 SP:Iteration 5F (42.481565 sec): 3 clusters Score: Raw -474879.335847 + Penalty 588.935410 = -474290.400437 nChanged 166 SP:Iteration 6Q (42.490212 sec): 3 clusters Score: Raw -475036.604176 + Penalty 593.851694 = -474442.752482 nChanged 100 SP:Iteration 7Q (42.498710 sec): 3 clusters Score: Raw -475121.170364 + Penalty 598.719675 = -474522.450689 nChanged 64 SP:Iteration 8Q (42.506450 sec): 3 clusters Score: Raw -475170.175423 + Penalty 603.090616 = -474567.084807 nChanged 37 SP:Iteration 9Q (42.513954 sec): 3 clusters Score: Raw -475197.090554 + Penalty 622.493405 = -474574.597150 nChanged 27 SP:Iteration 10F (42.523337 sec): 3 clusters Score: Raw -475212.905484 + Penalty 642.841734 = -474570.063750 nChanged 19 SP:Iteration 11F (42.533200 sec): 3 clusters Score: Raw -475222.383042 + Penalty 644.236735 = -474578.146307 nChanged 13 SP:Iteration 12Q (42.540973 sec): 3 clusters Score: Raw -475229.117490 + Penalty 647.898417 = -474581.219073 nChanged 7 SP:Iteration 13Q (42.548473 sec): 3 clusters Score: Raw -475231.971051 + Penalty 664.791374 = -474567.179677 nChanged 7 SP:Iteration 14F (42.557829 sec): 3 clusters Score: Raw -475235.006673 + Penalty 671.941455 = -474563.065218 nChanged 3 SP:Iteration 15F (42.567671 sec): 3 clusters Score: Raw -475238.065337 + Penalty 682.078875 = -474555.986462 nChanged 2 SP:Iteration 16F (42.577021 sec): 3 clusters Score: Raw -475239.160621 + Penalty 692.193689 = -474546.966932 nChanged 2 SP:Iteration 17F (42.586284 sec): 3 clusters Score: Raw -475239.172642 + Penalty 695.889421 = -474543.283220 nChanged 2 SP:Iteration 18F (42.595709 sec): 3 clusters Score: Raw -475239.630015 + Penalty 728.873230 = -474510.756784 nChanged 2 SP:Iteration 19F (42.605304 sec): 3 clusters Score: Raw -475240.816999 + Penalty 749.743719 = -474491.073280 nChanged 1 SP:Iteration 20F (42.614621 sec): 3 clusters Score: Raw -475242.121349 + Penalty 807.636187 = -474434.485162 nChanged 2 SP:Iteration 21F (42.624076 sec): 3 clusters Score: Raw -475244.079653 + Penalty 837.509234 = -474406.570419 nChanged 1 SP:Iteration 22F (42.633825 sec): 3 clusters Score: Raw -475244.847497 + Penalty 901.216058 = -474343.631439 nChanged 2 SP:Iteration 23F (42.643684 sec): 3 clusters Score: Raw -475247.580457 + Penalty 901.216058 = -474346.364399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (1264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.654129 sec): 2 clusters Score: Raw -112018.772645 + Penalty 169.143709 = -111849.628936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.656566 sec): 3 clusters Score: Raw -111233.981016 + Penalty 356.057298 = -110877.923717 nChanged 543 SP:Iteration 1F (42.658953 sec): 3 clusters Score: Raw -111684.772678 + Penalty 342.760756 = -111342.011921 nChanged 115 SP:Iteration 2F (42.661313 sec): 3 clusters Score: Raw -111810.947534 + Penalty 328.215120 = -111482.732414 nChanged 54 SP:Iteration 3Q (42.663889 sec): 3 clusters Score: Raw -111896.767939 + Penalty 318.448634 = -111578.319305 nChanged 33 SP:Iteration 4Q (42.666147 sec): 3 clusters Score: Raw -111926.358617 + Penalty 305.696884 = -111620.661732 nChanged 27 SP:Iteration 5Q (42.668277 sec): 3 clusters Score: Raw -111946.085174 + Penalty 299.985815 = -111646.099359 nChanged 31 SP:Iteration 6Q (42.670357 sec): 3 clusters Score: Raw -111974.101530 + Penalty 297.075893 = -111677.025637 nChanged 26 SP:Iteration 7Q (42.672401 sec): 3 clusters Score: Raw -111996.799575 + Penalty 296.372545 = -111700.427029 nChanged 13 SP:Iteration 8Q (42.674376 sec): 3 clusters Score: Raw -112005.928237 + Penalty 309.014407 = -111696.913830 nChanged 13 SP:Iteration 9F (42.676721 sec): 3 clusters Score: Raw -112015.351989 + Penalty 332.114383 = -111683.237606 nChanged 17 SP:Iteration 10F (42.679072 sec): 3 clusters Score: Raw -112036.159027 + Penalty 464.035042 = -111572.123985 nChanged 21 SP:Iteration 11F (42.681431 sec): 3 clusters Score: Raw -112071.510798 + Penalty 575.071571 = -111496.439227 nChanged 7 SP:Iteration 12F (42.683769 sec): 3 clusters Score: Raw -112081.723832 + Penalty 551.986481 = -111529.737351 nChanged 1 SP:Iteration 13Q (42.685604 sec): 3 clusters Score: Raw -112083.050743 + Penalty 551.986481 = -111531.064262 nChanged 0 SP:Iteration 14F (42.687945 sec): 3 clusters Score: Raw -112083.050743 + Penalty 551.986481 = -111531.064262 nChanged 0 Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 10 (6714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.720948 sec): 2 clusters Score: Raw -624550.967325 + Penalty 225.223693 = -624325.743632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.733651 sec): 3 clusters Score: Raw -620128.959841 + Penalty 441.328867 = -619687.630973 nChanged 3188 SP:Iteration 1F (42.745914 sec): 3 clusters Score: Raw -623772.068566 + Penalty 395.852779 = -623376.215786 nChanged 446 SP:Iteration 2F (42.757836 sec): 3 clusters Score: Raw -624273.185080 + Penalty 362.249674 = -623910.935406 nChanged 175 SP:Iteration 3Q (42.769024 sec): 3 clusters Score: Raw -624463.657691 + Penalty 396.373796 = -624067.283895 nChanged 65 SP:Iteration 4Q (42.778782 sec): 3 clusters Score: Raw -624529.947698 + Penalty 501.430616 = -624028.517081 nChanged 21 SP:Iteration 5F (42.790324 sec): 3 clusters Score: Raw -624552.523520 + Penalty 1050.673846 = -623501.849674 nChanged 4 SP:Iteration 6F (42.802249 sec): 3 clusters Score: Raw -624553.878248 + Penalty 1050.673846 = -623503.204402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.817953 sec): 2 clusters Score: Raw -204055.158740 + Penalty 245.314261 = -203809.844479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.822061 sec): 3 clusters Score: Raw -202655.398148 + Penalty 492.847745 = -202162.550403 nChanged 1022 SP:Iteration 1F (42.826260 sec): 3 clusters Score: Raw -203298.430841 + Penalty 494.171707 = -202804.259134 nChanged 209 SP:Iteration 2F (42.830602 sec): 3 clusters Score: Raw -203389.705739 + Penalty 493.977505 = -202895.728234 nChanged 145 SP:Iteration 3F (42.834917 sec): 3 clusters Score: Raw -203480.989314 + Penalty 491.602501 = -202989.386813 nChanged 128 SP:Iteration 4F (42.838963 sec): 3 clusters Score: Raw -203560.806165 + Penalty 489.701156 = -203071.105009 nChanged 106 SP:Iteration 5Q (42.843272 sec): 3 clusters Score: Raw -203631.766184 + Penalty 488.713614 = -203143.052569 nChanged 88 SP:Iteration 6Q (42.847251 sec): 3 clusters Score: Raw -203685.797832 + Penalty 488.139264 = -203197.658568 nChanged 79 SP:Iteration 7Q (42.851147 sec): 3 clusters Score: Raw -203731.427811 + Penalty 487.631453 = -203243.796358 nChanged 77 SP:Iteration 8Q (42.855028 sec): 3 clusters Score: Raw -203772.477914 + Penalty 487.277126 = -203285.200788 nChanged 50 SP:Iteration 9Q (42.859014 sec): 3 clusters Score: Raw -203792.313204 + Penalty 486.981249 = -203305.331955 nChanged 40 SP:Iteration 10F (42.863098 sec): 3 clusters Score: Raw -203802.159721 + Penalty 486.703588 = -203315.456133 nChanged 26 SP:Iteration 11Q (42.867131 sec): 3 clusters Score: Raw -203806.859499 + Penalty 486.260898 = -203320.598601 nChanged 22 SP:Iteration 12Q (42.871214 sec): 3 clusters Score: Raw -203810.350917 + Penalty 486.243238 = -203324.107679 nChanged 18 SP:Iteration 13Q (42.875313 sec): 3 clusters Score: Raw -203812.974867 + Penalty 485.770011 = -203327.204857 nChanged 14 SP:Iteration 14Q (42.879130 sec): 3 clusters Score: Raw -203814.976141 + Penalty 485.645020 = -203329.331122 nChanged 11 SP:Iteration 15Q (42.882874 sec): 3 clusters Score: Raw -203816.379128 + Penalty 485.737332 = -203330.641796 nChanged 15 SP:Iteration 16Q (42.886609 sec): 3 clusters Score: Raw -203818.782210 + Penalty 485.955792 = -203332.826419 nChanged 18 SP:Iteration 17Q (42.890530 sec): 3 clusters Score: Raw -203822.140463 + Penalty 486.037478 = -203336.102986 nChanged 20 SP:Iteration 18Q (42.894587 sec): 3 clusters Score: Raw -203824.813471 + Penalty 486.073724 = -203338.739746 nChanged 14 SP:Iteration 19Q (42.898447 sec): 3 clusters Score: Raw -203826.816493 + Penalty 485.424928 = -203341.391565 nChanged 14 SP:Iteration 20F (42.902638 sec): 3 clusters Score: Raw -203828.724040 + Penalty 485.515166 = -203343.208873 nChanged 12 SP:Iteration 21Q (42.906636 sec): 3 clusters Score: Raw -203830.464587 + Penalty 485.389627 = -203345.074960 nChanged 12 SP:Iteration 22Q (42.910337 sec): 3 clusters Score: Raw -203831.755601 + Penalty 485.522604 = -203346.232997 nChanged 9 SP:Iteration 23Q (42.914025 sec): 3 clusters Score: Raw -203832.709056 + Penalty 485.042396 = -203347.666660 nChanged 9 SP:Iteration 24Q (42.917733 sec): 3 clusters Score: Raw -203833.435545 + Penalty 484.982703 = -203348.452842 nChanged 7 SP:Iteration 25Q (42.921436 sec): 3 clusters Score: Raw -203834.590160 + Penalty 485.294359 = -203349.295801 nChanged 10 SP:Iteration 26Q (42.925285 sec): 3 clusters Score: Raw -203835.876982 + Penalty 485.458620 = -203350.418362 nChanged 7 SP:Iteration 27Q (42.928992 sec): 3 clusters Score: Raw -203836.602044 + Penalty 485.451484 = -203351.150559 nChanged 6 SP:Iteration 28Q (42.932676 sec): 3 clusters Score: Raw -203837.131861 + Penalty 485.552846 = -203351.579015 nChanged 2 SP:Iteration 29Q (42.936530 sec): 3 clusters Score: Raw -203837.215050 + Penalty 485.630755 = -203351.584295 nChanged 1 SP:Iteration 30F (42.940767 sec): 3 clusters Score: Raw -203837.269160 + Penalty 485.636095 = -203351.633065 nChanged 2 SP:Iteration 31Q (42.944745 sec): 3 clusters Score: Raw -203837.667700 + Penalty 485.329488 = -203352.338212 nChanged 5 SP:Iteration 32Q (42.948823 sec): 3 clusters Score: Raw -203838.187741 + Penalty 485.082627 = -203353.105113 nChanged 3 SP:Iteration 33Q (42.952863 sec): 3 clusters Score: Raw -203838.419335 + Penalty 485.113701 = -203353.305634 nChanged 2 SP:Iteration 34Q (42.956620 sec): 3 clusters Score: Raw -203838.612851 + Penalty 485.066583 = -203353.546269 nChanged 2 SP:Iteration 35Q (42.960321 sec): 3 clusters Score: Raw -203838.875648 + Penalty 484.740217 = -203354.135431 nChanged 4 SP:Iteration 36Q (42.964000 sec): 3 clusters Score: Raw -203839.626217 + Penalty 483.482915 = -203356.143302 nChanged 7 SP:Iteration 37Q (42.967798 sec): 3 clusters Score: Raw -203840.764247 + Penalty 482.264422 = -203358.499825 nChanged 12 SP:Iteration 38Q (42.971914 sec): 3 clusters Score: Raw -203844.016183 + Penalty 482.272822 = -203361.743360 nChanged 24 SP:Iteration 39Q (42.975768 sec): 3 clusters Score: Raw -203851.152320 + Penalty 481.857258 = -203369.295062 nChanged 26 SP:Iteration 40F (42.979771 sec): 3 clusters Score: Raw -203857.874929 + Penalty 480.234964 = -203377.639965 nChanged 36 SP:Iteration 41Q (42.983468 sec): 3 clusters Score: Raw -203866.898043 + Penalty 479.639016 = -203387.259027 nChanged 27 SP:Iteration 42Q (42.987215 sec): 3 clusters Score: Raw -203874.148928 + Penalty 478.032123 = -203396.116804 nChanged 33 SP:Iteration 43Q (42.990894 sec): 3 clusters Score: Raw -203882.719464 + Penalty 476.792529 = -203405.926936 nChanged 32 SP:Iteration 44Q (42.994515 sec): 3 clusters Score: Raw -203892.293956 + Penalty 477.294956 = -203414.999000 nChanged 33 SP:Iteration 45Q (42.998147 sec): 3 clusters Score: Raw -203903.803362 + Penalty 477.054905 = -203426.748457 nChanged 37 SP:Iteration 46Q (43.001731 sec): 3 clusters Score: Raw -203918.509266 + Penalty 478.201501 = -203440.307765 nChanged 41 SP:Iteration 47Q (43.005606 sec): 3 clusters Score: Raw -203935.519347 + Penalty 477.993666 = -203457.525681 nChanged 37 SP:Iteration 48Q (43.009344 sec): 3 clusters Score: Raw -203953.557722 + Penalty 477.670220 = -203475.887501 nChanged 43 SP:Iteration 49Q (43.012861 sec): 3 clusters Score: Raw -203975.431228 + Penalty 478.035015 = -203497.396213 nChanged 47 SP:Iteration 50F (43.016765 sec): 3 clusters Score: Raw -203999.290531 + Penalty 480.417894 = -203518.872637 nChanged 36 SP:Iteration 51Q (43.020226 sec): 3 clusters Score: Raw -204014.851088 + Penalty 483.440117 = -203531.410971 nChanged 23 SP:Iteration 52Q (43.023670 sec): 3 clusters Score: Raw -204023.762938 + Penalty 485.711069 = -203538.051869 nChanged 19 SP:Iteration 53Q (43.027097 sec): 3 clusters Score: Raw -204029.662372 + Penalty 489.621656 = -203540.040716 nChanged 13 SP:Iteration 54Q (43.030473 sec): 3 clusters Score: Raw -204034.577060 + Penalty 490.122497 = -203544.454564 nChanged 12 SP:Iteration 55Q (43.033811 sec): 3 clusters Score: Raw -204039.624986 + Penalty 490.162820 = -203549.462166 nChanged 13 SP:Iteration 56Q (43.037322 sec): 3 clusters Score: Raw -204044.796315 + Penalty 484.109386 = -203560.686929 nChanged 13 SP:Iteration 57Q (43.040846 sec): 3 clusters Score: Raw -204052.213997 + Penalty 481.810908 = -203570.403089 nChanged 14 SP:Iteration 58Q (43.044210 sec): 3 clusters Score: Raw -204060.723256 + Penalty 483.159034 = -203577.564222 nChanged 7 SP:Iteration 59Q (43.047546 sec): 3 clusters Score: Raw -204063.039920 + Penalty 484.463956 = -203578.575964 nChanged 8 SP:Iteration 60F (43.051529 sec): 3 clusters Score: Raw -204064.947848 + Penalty 482.322543 = -203582.625305 nChanged 6 SP:Iteration 61Q (43.054786 sec): 3 clusters Score: Raw -204067.765488 + Penalty 483.825722 = -203583.939765 nChanged 4 SP:Iteration 62Q (43.058112 sec): 3 clusters Score: Raw -204068.376289 + Penalty 483.825722 = -203584.550567 nChanged 0 SP:Iteration 63F (43.062061 sec): 3 clusters Score: Raw -204068.376289 + Penalty 483.825722 = -203584.550567 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.068807 sec): 2 clusters Score: Raw -89560.230276 + Penalty 293.895848 = -89266.334428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.070796 sec): 3 clusters Score: Raw -89001.804180 + Penalty 591.114167 = -88410.690014 nChanged 385 SP:Iteration 1F (43.072756 sec): 3 clusters Score: Raw -89221.823833 + Penalty 595.749528 = -88626.074305 nChanged 94 SP:Iteration 2F (43.074637 sec): 3 clusters Score: Raw -89269.432439 + Penalty 610.311502 = -88659.120937 nChanged 84 SP:Iteration 3F (43.076495 sec): 3 clusters Score: Raw -89333.863906 + Penalty 659.424398 = -88674.439508 nChanged 95 SP:Iteration 4F (43.078336 sec): 3 clusters Score: Raw -89461.666268 + Penalty 756.640748 = -88705.025520 nChanged 86 SP:Iteration 5F (43.080168 sec): 3 clusters Score: Raw -89614.873718 + Penalty 842.822541 = -88772.051178 nChanged 49 SP:Iteration 6F (43.082007 sec): 3 clusters Score: Raw -89696.901768 + Penalty 869.355179 = -88827.546589 nChanged 26 SP:Iteration 7Q (43.083662 sec): 3 clusters Score: Raw -89726.304206 + Penalty 892.422851 = -88833.881355 nChanged 14 SP:Iteration 8Q (43.085290 sec): 3 clusters Score: Raw -89746.888974 + Penalty 897.766673 = -88849.122300 nChanged 5 SP:Iteration 9Q (43.086893 sec): 3 clusters Score: Raw -89751.620719 + Penalty 897.616752 = -88854.003967 nChanged 3 SP:Iteration 10F (43.088689 sec): 3 clusters Score: Raw -89753.112815 + Penalty 899.937393 = -88853.175421 nChanged 1 SP:Iteration 11F (43.090542 sec): 3 clusters Score: Raw -89752.979426 + Penalty 899.937393 = -88853.042032 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 13 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.099634 sec): 2 clusters Score: Raw -183986.357481 + Penalty 252.654743 = -183733.702738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.103126 sec): 3 clusters Score: Raw -182799.747666 + Penalty 503.015864 = -182296.731801 nChanged 854 SP:Iteration 1F (43.106786 sec): 3 clusters Score: Raw -183342.585092 + Penalty 491.979495 = -182850.605596 nChanged 159 SP:Iteration 2F (43.110452 sec): 3 clusters Score: Raw -183438.231781 + Penalty 481.679157 = -182956.552625 nChanged 105 SP:Iteration 3F (43.113876 sec): 3 clusters Score: Raw -183561.974332 + Penalty 472.997532 = -183088.976800 nChanged 90 SP:Iteration 4Q (43.117273 sec): 3 clusters Score: Raw -183691.254658 + Penalty 469.183748 = -183222.070910 nChanged 64 SP:Iteration 5Q (43.120552 sec): 3 clusters Score: Raw -183753.382554 + Penalty 463.390630 = -183289.991923 nChanged 50 SP:Iteration 6Q (43.123800 sec): 3 clusters Score: Raw -183795.034687 + Penalty 462.017727 = -183333.016959 nChanged 47 SP:Iteration 7Q (43.127043 sec): 3 clusters Score: Raw -183817.923726 + Penalty 457.638059 = -183360.285667 nChanged 34 SP:Iteration 8Q (43.130163 sec): 3 clusters Score: Raw -183832.403832 + Penalty 453.380914 = -183379.022918 nChanged 29 SP:Iteration 9Q (43.133225 sec): 3 clusters Score: Raw -183842.079052 + Penalty 452.397042 = -183389.682010 nChanged 27 SP:Iteration 10F (43.136676 sec): 3 clusters Score: Raw -183850.728233 + Penalty 450.825481 = -183399.902752 nChanged 21 SP:Iteration 11Q (43.139891 sec): 3 clusters Score: Raw -183856.037077 + Penalty 449.714864 = -183406.322213 nChanged 24 SP:Iteration 12Q (43.143202 sec): 3 clusters Score: Raw -183864.100098 + Penalty 445.906359 = -183418.193739 nChanged 33 SP:Iteration 13Q (43.146243 sec): 3 clusters Score: Raw -183874.956089 + Penalty 450.072419 = -183424.883670 nChanged 28 SP:Iteration 14Q (43.149276 sec): 3 clusters Score: Raw -183885.070514 + Penalty 455.671525 = -183429.398989 nChanged 38 SP:Iteration 15Q (43.152243 sec): 3 clusters Score: Raw -183903.600998 + Penalty 447.132087 = -183456.468910 nChanged 43 SP:Iteration 16Q (43.155223 sec): 3 clusters Score: Raw -183944.469371 + Penalty 506.056717 = -183438.412654 nChanged 35 SP:Iteration 17F (43.158544 sec): 3 clusters Score: Raw -183984.343778 + Penalty 252.654743 = -183731.689035 nChanged 1 SP:Iteration 18Q (43.161171 sec): 2 clusters Score: Raw -183986.357481 + Penalty 252.654743 = -183733.702738 nChanged 0 SP:Iteration 19F (43.163750 sec): 2 clusters Score: Raw -183986.357481 + Penalty 252.654743 = -183733.702738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.166357 sec): 2 clusters Score: Raw -36564.401799 + Penalty 401.624033 = -36162.777766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.167239 sec): 3 clusters Score: Raw -36386.973237 + Penalty 802.631503 = -35584.341734 nChanged 125 SP:Iteration 1F (43.168100 sec): 3 clusters Score: Raw -36471.749557 + Penalty 801.895840 = -35669.853718 nChanged 33 SP:Iteration 2F (43.168984 sec): 3 clusters Score: Raw -36509.551374 + Penalty 802.415410 = -35707.135964 nChanged 30 SP:Iteration 3F (43.169854 sec): 3 clusters Score: Raw -36540.007338 + Penalty 802.104801 = -35737.902537 nChanged 13 SP:Iteration 4Q (43.170706 sec): 3 clusters Score: Raw -36548.517463 + Penalty 801.310307 = -35747.207155 nChanged 12 SP:Iteration 5Q (43.171555 sec): 3 clusters Score: Raw -36555.580094 + Penalty 801.043356 = -35754.536738 nChanged 7 SP:Iteration 6Q (43.172495 sec): 3 clusters Score: Raw -36558.328981 + Penalty 799.378217 = -35758.950765 nChanged 5 SP:Iteration 7Q (43.173396 sec): 3 clusters Score: Raw -36561.350069 + Penalty 796.463101 = -35764.886968 nChanged 9 SP:Iteration 8Q (43.174280 sec): 3 clusters Score: Raw -36568.957499 + Penalty 794.073005 = -35774.884494 nChanged 5 SP:Iteration 9Q (43.175162 sec): 3 clusters Score: Raw -36573.047875 + Penalty 792.926838 = -35780.121036 nChanged 6 SP:Iteration 10F (43.176056 sec): 3 clusters Score: Raw -36578.968469 + Penalty 791.226179 = -35787.742290 nChanged 4 SP:Iteration 11Q (43.176906 sec): 3 clusters Score: Raw -36582.033692 + Penalty 788.364857 = -35793.668835 nChanged 3 SP:Iteration 12Q (43.177756 sec): 3 clusters Score: Raw -36585.331246 + Penalty 789.361254 = -35795.969992 nChanged 5 SP:Iteration 13Q (43.178639 sec): 3 clusters Score: Raw -36587.136462 + Penalty 791.245493 = -35795.890969 nChanged 4 SP:Iteration 14F (43.179500 sec): 3 clusters Score: Raw -36589.490143 + Penalty 792.415326 = -35797.074816 nChanged 3 SP:Iteration 15Q (43.180355 sec): 3 clusters Score: Raw -36590.204060 + Penalty 792.790365 = -35797.413695 nChanged 2 SP:Iteration 16Q (43.181212 sec): 3 clusters Score: Raw -36590.418152 + Penalty 792.790365 = -35797.627788 nChanged 0 SP:Iteration 17F (43.182069 sec): 3 clusters Score: Raw -36590.418152 + Penalty 792.790365 = -35797.627788 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 15 (2179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.188955 sec): 2 clusters Score: Raw -203988.869630 + Penalty 308.347868 = -203680.521762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.192991 sec): 3 clusters Score: Raw -202594.213326 + Penalty 617.834550 = -201976.378776 nChanged 977 SP:Iteration 1F (43.196899 sec): 3 clusters Score: Raw -203296.913314 + Penalty 605.915496 = -202690.997818 nChanged 293 SP:Iteration 2F (43.200793 sec): 3 clusters Score: Raw -203568.462248 + Penalty 586.286120 = -202982.176127 nChanged 174 SP:Iteration 3F (43.204717 sec): 3 clusters Score: Raw -203762.150436 + Penalty 552.473136 = -203209.677300 nChanged 107 SP:Iteration 4Q (43.208994 sec): 3 clusters Score: Raw -203903.000960 + Penalty 528.189432 = -203374.811529 nChanged 54 SP:Iteration 5Q (43.212782 sec): 3 clusters Score: Raw -203974.354115 + Penalty 792.086805 = -203182.267310 nChanged 14 SP:Iteration 6F (43.216690 sec): 3 clusters Score: Raw -203991.998078 + Penalty 792.086805 = -203199.911273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.219556 sec): 2 clusters Score: Raw -45933.155994 + Penalty 604.160055 = -45328.995939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.220560 sec): 3 clusters Score: Raw -45725.210386 + Penalty 1198.756201 = -44526.454185 nChanged 133 SP:Iteration 1F (43.221546 sec): 3 clusters Score: Raw -45815.614777 + Penalty 1192.247772 = -44623.367005 nChanged 36 SP:Iteration 2F (43.222530 sec): 3 clusters Score: Raw -45844.085466 + Penalty 1187.606572 = -44656.478893 nChanged 20 SP:Iteration 3Q (43.223554 sec): 3 clusters Score: Raw -45863.812825 + Penalty 1187.349556 = -44676.463269 nChanged 12 SP:Iteration 4Q (43.224537 sec): 3 clusters Score: Raw -45878.865472 + Penalty 1186.432963 = -44692.432508 nChanged 8 SP:Iteration 5Q (43.225515 sec): 3 clusters Score: Raw -45884.711224 + Penalty 1184.944526 = -44699.766698 nChanged 6 SP:Iteration 6Q (43.226494 sec): 3 clusters Score: Raw -45888.720834 + Penalty 1184.792172 = -44703.928663 nChanged 2 SP:Iteration 7Q (43.227466 sec): 3 clusters Score: Raw -45889.809378 + Penalty 1185.369812 = -44704.439566 nChanged 6 SP:Iteration 8Q (43.228440 sec): 3 clusters Score: Raw -45893.704547 + Penalty 1185.436747 = -44708.267800 nChanged 6 SP:Iteration 9Q (43.229412 sec): 3 clusters Score: Raw -45898.698696 + Penalty 1184.889321 = -44713.809374 nChanged 5 SP:Iteration 10F (43.230399 sec): 3 clusters Score: Raw -45901.835654 + Penalty 1186.342477 = -44715.493177 nChanged 3 SP:Iteration 11Q (43.231379 sec): 3 clusters Score: Raw -45904.350200 + Penalty 1187.361675 = -44716.988526 nChanged 3 SP:Iteration 12Q (43.232352 sec): 3 clusters Score: Raw -45907.850112 + Penalty 1186.219068 = -44721.631044 nChanged 3 SP:Iteration 13Q (43.233319 sec): 3 clusters Score: Raw -45910.325280 + Penalty 1185.437157 = -44724.888123 nChanged 7 SP:Iteration 14Q (43.234287 sec): 3 clusters Score: Raw -45914.334507 + Penalty 1185.058179 = -44729.276328 nChanged 3 SP:Iteration 15Q (43.235253 sec): 3 clusters Score: Raw -45916.017991 + Penalty 1185.418537 = -44730.599454 nChanged 5 SP:Iteration 16Q (43.236224 sec): 3 clusters Score: Raw -45921.997228 + Penalty 1183.508722 = -44738.488506 nChanged 9 SP:Iteration 17Q (43.237189 sec): 3 clusters Score: Raw -45930.633255 + Penalty 1186.780214 = -44743.853040 nChanged 8 SP:Iteration 18Q (43.238152 sec): 3 clusters Score: Raw -45937.569204 + Penalty 1188.737506 = -44748.831698 nChanged 7 SP:Iteration 19Q (43.239113 sec): 3 clusters Score: Raw -45943.774513 + Penalty 1190.950266 = -44752.824248 nChanged 7 SP:Iteration 20F (43.240181 sec): 3 clusters Score: Raw -45948.650529 + Penalty 1192.627618 = -44756.022911 nChanged 4 SP:Iteration 21Q (43.241225 sec): 3 clusters Score: Raw -45950.610860 + Penalty 1192.537711 = -44758.073149 nChanged 2 SP:Iteration 22Q (43.242237 sec): 3 clusters Score: Raw -45952.789904 + Penalty 1192.537711 = -44760.252193 nChanged 0 SP:Iteration 23F (43.243267 sec): 3 clusters Score: Raw -45952.789904 + Penalty 1192.537711 = -44760.252193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.245752 sec): 2 clusters Score: Raw -70804.641249 + Penalty 472.964483 = -70331.676766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.247237 sec): 3 clusters Score: Raw -70413.098628 + Penalty 945.080657 = -69468.017970 nChanged 251 SP:Iteration 1F (43.248721 sec): 3 clusters Score: Raw -70574.826996 + Penalty 950.477223 = -69624.349772 nChanged 71 SP:Iteration 2F (43.250241 sec): 3 clusters Score: Raw -70651.762868 + Penalty 957.939464 = -69693.823404 nChanged 50 SP:Iteration 3F (43.251758 sec): 3 clusters Score: Raw -70701.312625 + Penalty 966.410920 = -69734.901705 nChanged 40 SP:Iteration 4F (43.253270 sec): 3 clusters Score: Raw -70730.070766 + Penalty 973.817131 = -69756.253636 nChanged 28 SP:Iteration 5Q (43.254715 sec): 3 clusters Score: Raw -70751.152486 + Penalty 985.260489 = -69765.891998 nChanged 24 SP:Iteration 6Q (43.256136 sec): 3 clusters Score: Raw -70772.609137 + Penalty 999.535045 = -69773.074092 nChanged 23 SP:Iteration 7Q (43.257568 sec): 3 clusters Score: Raw -70789.012923 + Penalty 1011.450472 = -69777.562452 nChanged 17 SP:Iteration 8Q (43.258956 sec): 3 clusters Score: Raw -70801.643071 + Penalty 1021.575641 = -69780.067430 nChanged 11 SP:Iteration 9Q (43.260337 sec): 3 clusters Score: Raw -70809.307091 + Penalty 1041.664747 = -69767.642344 nChanged 16 SP:Iteration 10F (43.261785 sec): 3 clusters Score: Raw -70820.456743 + Penalty 1052.063494 = -69768.393248 nChanged 8 SP:Iteration 11Q (43.263163 sec): 3 clusters Score: Raw -70824.635139 + Penalty 1055.622267 = -69769.012872 nChanged 5 SP:Iteration 12Q (43.264511 sec): 3 clusters Score: Raw -70826.354285 + Penalty 1060.876275 = -69765.478009 nChanged 4 SP:Iteration 13F (43.265952 sec): 3 clusters Score: Raw -70827.312498 + Penalty 1066.307587 = -69761.004912 nChanged 6 SP:Iteration 14F (43.267386 sec): 3 clusters Score: Raw -70830.234977 + Penalty 1071.367846 = -69758.867132 nChanged 4 SP:Iteration 15F (43.268820 sec): 3 clusters Score: Raw -70831.133624 + Penalty 1077.064833 = -69754.068792 nChanged 3 SP:Iteration 16F (43.270254 sec): 3 clusters Score: Raw -70835.362736 + Penalty 1079.980465 = -69755.382271 nChanged 2 SP:Iteration 17Q (43.271586 sec): 3 clusters Score: Raw -70835.387546 + Penalty 1085.798585 = -69749.588961 nChanged 3 SP:Iteration 18F (43.273080 sec): 3 clusters Score: Raw -70835.591993 + Penalty 1089.814303 = -69745.777690 nChanged 3 SP:Iteration 19F (43.274646 sec): 3 clusters Score: Raw -70836.005549 + Penalty 1096.137063 = -69739.868486 nChanged 2 SP:Iteration 20F (43.276168 sec): 3 clusters Score: Raw -70837.313723 + Penalty 1101.404467 = -69735.909256 nChanged 3 SP:Iteration 21F (43.277679 sec): 3 clusters Score: Raw -70839.567513 + Penalty 1100.879440 = -69738.688073 nChanged 1 SP:Iteration 22Q (43.278989 sec): 3 clusters Score: Raw -70839.992966 + Penalty 1100.879440 = -69739.113527 nChanged 0 SP:Iteration 23F (43.280419 sec): 3 clusters Score: Raw -70839.992966 + Penalty 1100.879440 = -69739.113527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.281588 sec): 2 clusters Score: Raw -21967.105565 + Penalty 276.431262 = -21690.674303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.282202 sec): 3 clusters Score: Raw -21855.196682 + Penalty 556.355840 = -21298.840842 nChanged 83 SP:Iteration 1F (43.282841 sec): 3 clusters Score: Raw -21939.030950 + Penalty 548.276512 = -21390.754438 nChanged 27 SP:Iteration 2F (43.283461 sec): 3 clusters Score: Raw -21978.731554 + Penalty 551.991774 = -21426.739781 nChanged 18 SP:Iteration 3F (43.284080 sec): 3 clusters Score: Raw -22003.493668 + Penalty 553.757177 = -21449.736491 nChanged 8 SP:Iteration 4Q (43.284684 sec): 3 clusters Score: Raw -22016.074892 + Penalty 555.654156 = -21460.420737 nChanged 6 SP:Iteration 5Q (43.285280 sec): 3 clusters Score: Raw -22023.928372 + Penalty 559.357642 = -21464.570731 nChanged 6 SP:Iteration 6Q (43.285876 sec): 3 clusters Score: Raw -22034.160927 + Penalty 561.335922 = -21472.825005 nChanged 3 SP:Iteration 7Q (43.286452 sec): 3 clusters Score: Raw -22039.035457 + Penalty 562.140394 = -21476.895062 nChanged 1 SP:Iteration 8Q (43.287025 sec): 3 clusters Score: Raw -22039.421440 + Penalty 563.061207 = -21476.360232 nChanged 1 SP:Iteration 9F (43.287653 sec): 3 clusters Score: Raw -22040.164267 + Penalty 564.962409 = -21475.201858 nChanged 2 SP:Iteration 10F (43.288253 sec): 3 clusters Score: Raw -22042.323578 + Penalty 566.063818 = -21476.259761 nChanged 1 SP:Iteration 11Q (43.288827 sec): 3 clusters Score: Raw -22042.721953 + Penalty 567.207329 = -21475.514624 nChanged 1 SP:Iteration 12F (43.289427 sec): 3 clusters Score: Raw -22043.045259 + Penalty 567.207329 = -21475.837931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.290053 sec): 2 clusters Score: Raw -4490.228602 + Penalty 131.541767 = -4358.686835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.290369 sec): 3 clusters Score: Raw -4492.819872 + Penalty 280.927234 = -4211.892638 nChanged 19 SP:Iteration 1F (43.290677 sec): 3 clusters Score: Raw -4531.330690 + Penalty 294.758387 = -4236.572303 nChanged 3 SP:Iteration 2F (43.290995 sec): 3 clusters Score: Raw -4541.595410 + Penalty 313.902393 = -4227.693017 nChanged 2 SP:Iteration 3F (43.291314 sec): 3 clusters Score: Raw -4558.805500 + Penalty 382.686964 = -4176.118536 nChanged 6 SP:Iteration 4F (43.291603 sec): 3 clusters Score: Raw -4638.309220 + Penalty 423.938138 = -4214.371082 nChanged 2 SP:Iteration 5Q (43.291870 sec): 3 clusters Score: Raw -4711.301283 + Penalty 423.938138 = -4287.363145 nChanged 0 SP:Iteration 6F (43.292159 sec): 3 clusters Score: Raw -4711.301283 + Penalty 423.938138 = -4287.363145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.293226 sec): 2 clusters Score: Raw -21410.026215 + Penalty 365.237859 = -21044.788355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.293852 sec): 3 clusters Score: Raw -21317.717862 + Penalty 723.411150 = -20594.306713 nChanged 72 SP:Iteration 1F (43.294469 sec): 3 clusters Score: Raw -21424.838421 + Penalty 701.943746 = -20722.894675 nChanged 30 SP:Iteration 2F (43.295086 sec): 3 clusters Score: Raw -21472.535965 + Penalty 683.620149 = -20788.915816 nChanged 15 SP:Iteration 3F (43.295700 sec): 3 clusters Score: Raw -21499.201902 + Penalty 686.319789 = -20812.882113 nChanged 5 SP:Iteration 4Q (43.296288 sec): 3 clusters Score: Raw -21505.702044 + Penalty 687.987784 = -20817.714260 nChanged 3 SP:Iteration 5Q (43.296866 sec): 3 clusters Score: Raw -21507.701532 + Penalty 688.663659 = -20819.037873 nChanged 1 SP:Iteration 6Q (43.297440 sec): 3 clusters Score: Raw -21508.298448 + Penalty 688.663659 = -20819.634789 nChanged 0 SP:Iteration 7F (43.298035 sec): 3 clusters Score: Raw -21508.298448 + Penalty 688.663659 = -20819.634789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.299007 sec): 2 clusters Score: Raw -3012.948028 + Penalty 529.860560 = -2483.087468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.299438 sec): 3 clusters Score: Raw -3289.117592 + Penalty 1059.143261 = -2229.974331 nChanged 10 SP:Iteration 1F (43.299853 sec): 3 clusters Score: Raw -3328.227333 + Penalty 1058.786069 = -2269.441264 nChanged 2 SP:Iteration 2Q (43.300228 sec): 3 clusters Score: Raw -3336.341943 + Penalty 1059.057675 = -2277.284268 nChanged 2 SP:Iteration 3Q (43.300603 sec): 3 clusters Score: Raw -3342.700472 + Penalty 1060.257137 = -2282.443334 nChanged 2 SP:Iteration 4Q (43.300977 sec): 3 clusters Score: Raw -3345.201064 + Penalty 1061.100746 = -2284.100319 nChanged 1 SP:Iteration 5Q (43.301350 sec): 3 clusters Score: Raw -3345.920266 + Penalty 1061.100746 = -2284.819521 nChanged 0 SP:Iteration 6F (43.301756 sec): 3 clusters Score: Raw -3345.920266 + Penalty 1061.100746 = -2284.819521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.302961 sec): 2 clusters Score: Raw -21257.497182 + Penalty 443.594747 = -20813.902435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.303557 sec): 3 clusters Score: Raw -21209.273030 + Penalty 887.210532 = -20322.062498 nChanged 46 SP:Iteration 1F (43.304133 sec): 3 clusters Score: Raw -21256.646769 + Penalty 886.719321 = -20369.927449 nChanged 14 SP:Iteration 2F (43.304719 sec): 3 clusters Score: Raw -21271.657149 + Penalty 887.371613 = -20384.285535 nChanged 6 SP:Iteration 3Q (43.305278 sec): 3 clusters Score: Raw -21278.340065 + Penalty 887.290276 = -20391.049789 nChanged 3 SP:Iteration 4Q (43.305835 sec): 3 clusters Score: Raw -21282.613029 + Penalty 887.021189 = -20395.591839 nChanged 4 SP:Iteration 5Q (43.306507 sec): 3 clusters Score: Raw -21284.724193 + Penalty 887.099171 = -20397.625022 nChanged 3 SP:Iteration 6Q (43.307103 sec): 3 clusters Score: Raw -21286.882639 + Penalty 887.451501 = -20399.431139 nChanged 5 SP:Iteration 7Q (43.307677 sec): 3 clusters Score: Raw -21291.492085 + Penalty 888.382207 = -20403.109878 nChanged 5 SP:Iteration 8Q (43.308249 sec): 3 clusters Score: Raw -21294.363633 + Penalty 888.694457 = -20405.669176 nChanged 4 SP:Iteration 9Q (43.308823 sec): 3 clusters Score: Raw -21301.368998 + Penalty 889.341221 = -20412.027777 nChanged 6 SP:Iteration 10F (43.309405 sec): 3 clusters Score: Raw -21308.693931 + Penalty 889.248580 = -20419.445351 nChanged 4 SP:Iteration 11Q (43.309978 sec): 3 clusters Score: Raw -21314.257173 + Penalty 889.444382 = -20424.812791 nChanged 6 SP:Iteration 12Q (43.310543 sec): 3 clusters Score: Raw -21320.531989 + Penalty 889.261092 = -20431.270897 nChanged 3 SP:Iteration 13Q (43.311100 sec): 3 clusters Score: Raw -21323.334425 + Penalty 889.525478 = -20433.808947 nChanged 1 SP:Iteration 14Q (43.311655 sec): 3 clusters Score: Raw -21324.204579 + Penalty 889.525478 = -20434.679101 nChanged 0 SP:Iteration 15F (43.312221 sec): 3 clusters Score: Raw -21324.204579 + Penalty 889.525478 = -20434.679101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.313201 sec): 2 clusters Score: Raw -18995.095357 + Penalty 182.470894 = -18812.624463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.313777 sec): 3 clusters Score: Raw -18888.824496 + Penalty 364.048283 = -18524.776213 nChanged 69 SP:Iteration 1F (43.314343 sec): 3 clusters Score: Raw -18949.918297 + Penalty 376.498932 = -18573.419365 nChanged 15 SP:Iteration 2F (43.314908 sec): 3 clusters Score: Raw -18963.200898 + Penalty 386.007036 = -18577.193862 nChanged 5 SP:Iteration 3Q (43.315464 sec): 3 clusters Score: Raw -18971.491379 + Penalty 388.996410 = -18582.494969 nChanged 6 SP:Iteration 4Q (43.316032 sec): 3 clusters Score: Raw -18978.822925 + Penalty 399.363587 = -18579.459338 nChanged 6 SP:Iteration 5F (43.316608 sec): 3 clusters Score: Raw -18983.763641 + Penalty 406.086596 = -18577.677045 nChanged 3 SP:Iteration 6F (43.317172 sec): 3 clusters Score: Raw -18985.350412 + Penalty 408.473216 = -18576.877196 nChanged 1 SP:Iteration 7F (43.317736 sec): 3 clusters Score: Raw -18985.668962 + Penalty 408.473216 = -18577.195746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.319477 sec): 2 clusters Score: Raw -47584.862012 + Penalty 769.819002 = -46815.043010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.320510 sec): 3 clusters Score: Raw -47384.856389 + Penalty 1537.980407 = -45846.875982 nChanged 124 SP:Iteration 1F (43.321529 sec): 3 clusters Score: Raw -47497.087853 + Penalty 1539.054862 = -45958.032991 nChanged 42 SP:Iteration 2F (43.322546 sec): 3 clusters Score: Raw -47536.043387 + Penalty 1539.280838 = -45996.762549 nChanged 19 SP:Iteration 3Q (43.323630 sec): 3 clusters Score: Raw -47559.222237 + Penalty 1542.003590 = -46017.218648 nChanged 17 SP:Iteration 4Q (43.324629 sec): 3 clusters Score: Raw -47579.359223 + Penalty 1545.052823 = -46034.306400 nChanged 15 SP:Iteration 5Q (43.325644 sec): 3 clusters Score: Raw -47598.419177 + Penalty 1550.125034 = -46048.294143 nChanged 18 SP:Iteration 6Q (43.326652 sec): 3 clusters Score: Raw -47615.038370 + Penalty 1555.993751 = -46059.044619 nChanged 13 SP:Iteration 7Q (43.327654 sec): 3 clusters Score: Raw -47631.308764 + Penalty 1564.420310 = -46066.888454 nChanged 16 SP:Iteration 8Q (43.328655 sec): 3 clusters Score: Raw -47652.608740 + Penalty 1570.352310 = -46082.256430 nChanged 9 SP:Iteration 9Q (43.329646 sec): 3 clusters Score: Raw -47661.183266 + Penalty 1575.938717 = -46085.244549 nChanged 9 SP:Iteration 10F (43.330667 sec): 3 clusters Score: Raw -47672.768851 + Penalty 1579.582503 = -46093.186348 nChanged 9 SP:Iteration 11Q (43.331648 sec): 3 clusters Score: Raw -47685.979573 + Penalty 1579.333859 = -46106.645714 nChanged 6 SP:Iteration 12Q (43.332620 sec): 3 clusters Score: Raw -47693.325190 + Penalty 1579.744226 = -46113.580964 nChanged 6 SP:Iteration 13Q (43.333611 sec): 3 clusters Score: Raw -47698.563545 + Penalty 1582.771153 = -46115.792392 nChanged 5 SP:Iteration 14Q (43.334587 sec): 3 clusters Score: Raw -47703.704361 + Penalty 1585.111481 = -46118.592880 nChanged 5 SP:Iteration 15Q (43.335554 sec): 3 clusters Score: Raw -47712.992410 + Penalty 1590.313935 = -46122.678475 nChanged 7 SP:Iteration 16Q (43.336513 sec): 3 clusters Score: Raw -47721.104850 + Penalty 1593.301718 = -46127.803131 nChanged 3 SP:Iteration 17Q (43.337465 sec): 3 clusters Score: Raw -47725.529369 + Penalty 1594.032176 = -46131.497193 nChanged 3 SP:Iteration 18Q (43.338414 sec): 3 clusters Score: Raw -47728.641246 + Penalty 1594.744080 = -46133.897166 nChanged 5 SP:Iteration 19Q (43.339359 sec): 3 clusters Score: Raw -47733.715544 + Penalty 1594.451546 = -46139.263997 nChanged 1 SP:Iteration 20F (43.340470 sec): 3 clusters Score: Raw -47735.365783 + Penalty 1594.973962 = -46140.391821 nChanged 1 SP:Iteration 21Q (43.341460 sec): 3 clusters Score: Raw -47735.493158 + Penalty 1595.488933 = -46140.004225 nChanged 1 SP:Iteration 22F (43.342524 sec): 3 clusters Score: Raw -47736.808624 + Penalty 1596.202324 = -46140.606300 nChanged 1 SP:Iteration 23Q (43.343509 sec): 3 clusters Score: Raw -47737.684149 + Penalty 1596.610772 = -46141.073377 nChanged 1 SP:Iteration 24Q (43.344455 sec): 3 clusters Score: Raw -47738.233066 + Penalty 1596.610772 = -46141.622294 nChanged 0 SP:Iteration 25F (43.345476 sec): 3 clusters Score: Raw -47738.233066 + Penalty 1596.610772 = -46141.622294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.346079 sec): 2 clusters Score: Raw -3784.257523 + Penalty 67.103102 = -3717.154421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.346384 sec): 3 clusters Score: Raw -3797.124166 + Penalty 133.990767 = -3663.133398 nChanged 19 SP:Iteration 1F (43.346693 sec): 3 clusters Score: Raw -3848.148098 + Penalty 140.927790 = -3707.220308 nChanged 4 SP:Iteration 2F (43.346993 sec): 3 clusters Score: Raw -3853.547061 + Penalty 140.927790 = -3712.619271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.347451 sec): 2 clusters Score: Raw -255.229390 + Penalty 6.162546 = -249.066844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.347641 sec): 3 clusters Score: Raw -255.544781 + Penalty 11.990349 = -243.554432 nChanged 0 Iteration 119Q (43.471045 sec): 25 clusters Score: Raw -2810524.547003 + Penalty 14066.721433 = -2796457.825571 nChanged 15 Iteration 120F (43.845799 sec): 25 clusters Score: Raw -2810544.190236 + Penalty 14067.648958 = -2796476.541279 nChanged 14 Iteration 121Q (43.953359 sec): 25 clusters Score: Raw -2810555.124003 + Penalty 14060.132745 = -2796494.991259 nChanged 10 Iteration 122Q (44.061049 sec): 25 clusters Score: Raw -2810557.538910 + Penalty 14057.015521 = -2796500.523389 nChanged 8 Iteration 123Q (44.170365 sec): 25 clusters Score: Raw -2810559.496167 + Penalty 14057.015521 = -2796502.480646 nChanged 0 Iteration 124F (44.547341 sec): 25 clusters Score: Raw -2810559.496167 + Penalty 14057.015521 = -2796502.480646 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2810559.496167 + Penalty 14057.015521 = -2796502.480646Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 1 (3436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.622663 sec): 2 clusters Score: Raw -322856.136070 + Penalty 298.906206 = -322557.229863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.629317 sec): 3 clusters Score: Raw -320595.555759 + Penalty 593.520427 = -320002.035332 nChanged 1570 SP:Iteration 1F (44.635706 sec): 3 clusters Score: Raw -321487.294095 + Penalty 594.040060 = -320893.254035 nChanged 375 SP:Iteration 2F (44.642064 sec): 3 clusters Score: Raw -321610.383610 + Penalty 599.727573 = -321010.656037 nChanged 179 SP:Iteration 3F (44.648380 sec): 3 clusters Score: Raw -321663.557751 + Penalty 606.101525 = -321057.456226 nChanged 136 SP:Iteration 4Q (44.654738 sec): 3 clusters Score: Raw -321704.997393 + Penalty 613.556751 = -321091.440643 nChanged 128 SP:Iteration 5Q (44.661234 sec): 3 clusters Score: Raw -321748.509565 + Penalty 622.857112 = -321125.652453 nChanged 147 SP:Iteration 6Q (44.667987 sec): 3 clusters Score: Raw -321817.784388 + Penalty 637.020820 = -321180.763568 nChanged 171 SP:Iteration 7Q (44.674381 sec): 3 clusters Score: Raw -321933.188625 + Penalty 659.656337 = -321273.532289 nChanged 225 SP:Iteration 8F (44.680775 sec): 3 clusters Score: Raw -322143.479596 + Penalty 706.482050 = -321436.997546 nChanged 272 SP:Iteration 9F (44.687529 sec): 3 clusters Score: Raw -322480.399325 + Penalty 755.938284 = -321724.461041 nChanged 190 SP:Iteration 10F (44.694010 sec): 3 clusters Score: Raw -322732.706150 + Penalty 798.940637 = -321933.765513 nChanged 70 SP:Iteration 11Q (44.700330 sec): 3 clusters Score: Raw -322801.808175 + Penalty 814.480522 = -321987.327652 nChanged 28 SP:Iteration 12Q (44.706300 sec): 3 clusters Score: Raw -322823.014079 + Penalty 823.205296 = -321999.808783 nChanged 24 SP:Iteration 13Q (44.711925 sec): 3 clusters Score: Raw -322839.928601 + Penalty 842.531701 = -321997.396900 nChanged 14 SP:Iteration 14F (44.718398 sec): 3 clusters Score: Raw -322854.088710 + Penalty 852.968537 = -322001.120173 nChanged 8 SP:Iteration 15Q (44.723699 sec): 3 clusters Score: Raw -322860.373072 + Penalty 859.516659 = -322000.856412 nChanged 7 SP:Iteration 16F (44.730391 sec): 3 clusters Score: Raw -322865.724496 + Penalty 873.836077 = -321991.888419 nChanged 6 SP:Iteration 17F (44.737100 sec): 3 clusters Score: Raw -322867.040313 + Penalty 878.983243 = -321988.057069 nChanged 3 SP:Iteration 18F (44.743514 sec): 3 clusters Score: Raw -322867.453980 + Penalty 883.592152 = -321983.861827 nChanged 4 SP:Iteration 19F (44.750104 sec): 3 clusters Score: Raw -322870.024955 + Penalty 889.617038 = -321980.407917 nChanged 3 SP:Iteration 20F (44.756583 sec): 3 clusters Score: Raw -322874.079027 + Penalty 893.338064 = -321980.740963 nChanged 2 SP:Iteration 21Q (44.761790 sec): 3 clusters Score: Raw -322875.700366 + Penalty 891.930973 = -321983.769393 nChanged 1 SP:Iteration 22Q (44.767323 sec): 3 clusters Score: Raw -322876.823056 + Penalty 893.661013 = -321983.162044 nChanged 1 SP:Iteration 23F (44.774156 sec): 3 clusters Score: Raw -322876.599311 + Penalty 893.661013 = -321982.938299 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.780282 sec): 2 clusters Score: Raw -95176.399443 + Penalty 231.994142 = -94944.405301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.782509 sec): 3 clusters Score: Raw -94513.689044 + Penalty 461.636964 = -94052.052080 nChanged 455 SP:Iteration 1F (44.784622 sec): 3 clusters Score: Raw -94916.682623 + Penalty 458.109621 = -94458.573002 nChanged 111 SP:Iteration 2F (44.786804 sec): 3 clusters Score: Raw -95002.676004 + Penalty 456.090534 = -94546.585469 nChanged 45 SP:Iteration 3Q (44.788879 sec): 3 clusters Score: Raw -95017.844352 + Penalty 452.133582 = -94565.710770 nChanged 28 SP:Iteration 4Q (44.790884 sec): 3 clusters Score: Raw -95026.783126 + Penalty 449.659496 = -94577.123630 nChanged 20 SP:Iteration 5Q (44.792916 sec): 3 clusters Score: Raw -95032.256923 + Penalty 448.275787 = -94583.981136 nChanged 14 SP:Iteration 6Q (44.794902 sec): 3 clusters Score: Raw -95036.139466 + Penalty 445.821421 = -94590.318045 nChanged 20 SP:Iteration 7Q (44.796867 sec): 3 clusters Score: Raw -95041.159798 + Penalty 444.179157 = -94596.980641 nChanged 18 SP:Iteration 8Q (44.798905 sec): 3 clusters Score: Raw -95047.039335 + Penalty 441.367788 = -94605.671547 nChanged 19 SP:Iteration 9Q (44.800924 sec): 3 clusters Score: Raw -95054.654690 + Penalty 438.708955 = -94615.945735 nChanged 24 SP:Iteration 10F (44.803100 sec): 3 clusters Score: Raw -95064.499624 + Penalty 433.047587 = -94631.452037 nChanged 22 SP:Iteration 11Q (44.805091 sec): 3 clusters Score: Raw -95072.800995 + Penalty 432.850998 = -94639.949997 nChanged 16 SP:Iteration 12Q (44.807042 sec): 3 clusters Score: Raw -95077.774135 + Penalty 432.702823 = -94645.071311 nChanged 9 SP:Iteration 13Q (44.808976 sec): 3 clusters Score: Raw -95079.788760 + Penalty 431.985318 = -94647.803442 nChanged 8 SP:Iteration 14Q (44.810912 sec): 3 clusters Score: Raw -95081.585021 + Penalty 430.311082 = -94651.273939 nChanged 7 SP:Iteration 15Q (44.812936 sec): 3 clusters Score: Raw -95083.397062 + Penalty 428.105337 = -94655.291725 nChanged 9 SP:Iteration 16Q (44.814866 sec): 3 clusters Score: Raw -95085.526730 + Penalty 427.702740 = -94657.823990 nChanged 9 SP:Iteration 17Q (44.816748 sec): 3 clusters Score: Raw -95088.225999 + Penalty 427.222452 = -94661.003547 nChanged 12 SP:Iteration 18Q (44.818657 sec): 3 clusters Score: Raw -95091.562433 + Penalty 426.072918 = -94665.489516 nChanged 11 SP:Iteration 19Q (44.820574 sec): 3 clusters Score: Raw -95095.324821 + Penalty 428.389763 = -94666.935057 nChanged 11 SP:Iteration 20F (44.822653 sec): 3 clusters Score: Raw -95099.150856 + Penalty 427.721158 = -94671.429698 nChanged 11 SP:Iteration 21Q (44.824505 sec): 3 clusters Score: Raw -95103.508442 + Penalty 432.585984 = -94670.922458 nChanged 13 SP:Iteration 22F (44.826663 sec): 3 clusters Score: Raw -95109.518289 + Penalty 428.864714 = -94680.653575 nChanged 13 SP:Iteration 23Q (44.828539 sec): 3 clusters Score: Raw -95115.205990 + Penalty 427.450940 = -94687.755051 nChanged 11 SP:Iteration 24Q (44.830363 sec): 3 clusters Score: Raw -95119.224968 + Penalty 427.540914 = -94691.684054 nChanged 11 SP:Iteration 25Q (44.832181 sec): 3 clusters Score: Raw -95124.942042 + Penalty 430.217990 = -94694.724052 nChanged 12 SP:Iteration 26Q (44.834105 sec): 3 clusters Score: Raw -95131.345283 + Penalty 431.303741 = -94700.041542 nChanged 9 SP:Iteration 27Q (44.836016 sec): 3 clusters Score: Raw -95133.761177 + Penalty 424.242071 = -94709.519106 nChanged 6 SP:Iteration 28Q (44.837890 sec): 3 clusters Score: Raw -95135.117660 + Penalty 426.774630 = -94708.343030 nChanged 6 SP:Iteration 29F (44.839935 sec): 3 clusters Score: Raw -95136.375413 + Penalty 422.918947 = -94713.456466 nChanged 7 SP:Iteration 30F (44.841970 sec): 3 clusters Score: Raw -95138.067985 + Penalty 425.584382 = -94712.483603 nChanged 5 SP:Iteration 31F (44.844035 sec): 3 clusters Score: Raw -95139.140406 + Penalty 426.714913 = -94712.425493 nChanged 2 SP:Iteration 32F (44.846069 sec): 3 clusters Score: Raw -95139.351095 + Penalty 432.302497 = -94707.048599 nChanged 4 SP:Iteration 33F (44.848135 sec): 3 clusters Score: Raw -95141.738853 + Penalty 435.450697 = -94706.288156 nChanged 5 SP:Iteration 34F (44.850170 sec): 3 clusters Score: Raw -95142.832881 + Penalty 436.472580 = -94706.360301 nChanged 5 SP:Iteration 35Q (44.851977 sec): 3 clusters Score: Raw -95144.121466 + Penalty 442.291368 = -94701.830098 nChanged 7 SP:Iteration 36F (44.854067 sec): 3 clusters Score: Raw -95146.073452 + Penalty 469.586753 = -94676.486700 nChanged 12 SP:Iteration 37F (44.856178 sec): 3 clusters Score: Raw -95152.905445 + Penalty 499.906472 = -94652.998973 nChanged 9 SP:Iteration 38F (44.858257 sec): 3 clusters Score: Raw -95160.844682 + Penalty 558.102553 = -94602.742128 nChanged 11 SP:Iteration 39F (44.860353 sec): 3 clusters Score: Raw -95171.094589 + Penalty 702.050156 = -94469.044434 nChanged 7 SP:Iteration 40F (44.862441 sec): 3 clusters Score: Raw -95177.606056 + Penalty 754.709181 = -94422.896875 nChanged 2 SP:Iteration 41F (44.864514 sec): 3 clusters Score: Raw -95177.223562 + Penalty 754.709181 = -94422.514382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.868165 sec): 2 clusters Score: Raw -41288.511075 + Penalty 383.900563 = -40904.610512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.869199 sec): 3 clusters Score: Raw -41073.583084 + Penalty 767.042492 = -40306.540592 nChanged 144 SP:Iteration 1F (44.870205 sec): 3 clusters Score: Raw -41192.508824 + Penalty 759.656537 = -40432.852287 nChanged 57 SP:Iteration 2F (44.871205 sec): 3 clusters Score: Raw -41262.506544 + Penalty 758.962844 = -40503.543700 nChanged 30 SP:Iteration 3F (44.872192 sec): 3 clusters Score: Raw -41296.100352 + Penalty 754.574518 = -40541.525834 nChanged 11 SP:Iteration 4Q (44.873134 sec): 3 clusters Score: Raw -41314.510688 + Penalty 749.607536 = -40564.903152 nChanged 10 SP:Iteration 5Q (44.874066 sec): 3 clusters Score: Raw -41329.669201 + Penalty 749.824634 = -40579.844567 nChanged 1 SP:Iteration 6Q (44.874987 sec): 3 clusters Score: Raw -41329.934776 + Penalty 749.824634 = -40580.110142 nChanged 0 SP:Iteration 7F (44.875944 sec): 3 clusters Score: Raw -41329.934776 + Penalty 749.824634 = -40580.110142 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 5 (2301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.883184 sec): 2 clusters Score: Raw -212858.591742 + Penalty 228.797471 = -212629.794271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.887586 sec): 3 clusters Score: Raw -211383.945670 + Penalty 449.429929 = -210934.515741 nChanged 1064 SP:Iteration 1F (44.892177 sec): 3 clusters Score: Raw -212145.023251 + Penalty 449.092957 = -211695.930294 nChanged 257 SP:Iteration 2F (44.896838 sec): 3 clusters Score: Raw -212365.734673 + Penalty 457.212996 = -211908.521678 nChanged 171 SP:Iteration 3F (44.901526 sec): 3 clusters Score: Raw -212526.814681 + Penalty 463.779573 = -212063.035109 nChanged 94 SP:Iteration 4Q (44.905999 sec): 3 clusters Score: Raw -212567.810992 + Penalty 466.529294 = -212101.281698 nChanged 42 SP:Iteration 5Q (44.910408 sec): 3 clusters Score: Raw -212584.223697 + Penalty 467.655731 = -212116.567965 nChanged 30 SP:Iteration 6Q (44.914503 sec): 3 clusters Score: Raw -212592.631247 + Penalty 468.577283 = -212124.053964 nChanged 27 SP:Iteration 7Q (44.918431 sec): 3 clusters Score: Raw -212598.380169 + Penalty 470.191303 = -212128.188866 nChanged 20 SP:Iteration 8Q (44.922371 sec): 3 clusters Score: Raw -212602.673222 + Penalty 471.277480 = -212131.395742 nChanged 19 SP:Iteration 9Q (44.926383 sec): 3 clusters Score: Raw -212607.998354 + Penalty 474.147022 = -212133.851333 nChanged 22 SP:Iteration 10F (44.930557 sec): 3 clusters Score: Raw -212613.214894 + Penalty 477.746623 = -212135.468271 nChanged 27 SP:Iteration 11Q (44.934426 sec): 3 clusters Score: Raw -212621.773342 + Penalty 482.212803 = -212139.560539 nChanged 34 SP:Iteration 12Q (44.938652 sec): 3 clusters Score: Raw -212632.048840 + Penalty 485.580629 = -212146.468211 nChanged 28 SP:Iteration 13Q (44.942548 sec): 3 clusters Score: Raw -212639.029338 + Penalty 489.637278 = -212149.392060 nChanged 25 SP:Iteration 14Q (44.946332 sec): 3 clusters Score: Raw -212644.858220 + Penalty 491.352814 = -212153.505406 nChanged 26 SP:Iteration 15Q (44.950076 sec): 3 clusters Score: Raw -212651.260993 + Penalty 499.303782 = -212151.957211 nChanged 28 SP:Iteration 16F (44.954217 sec): 3 clusters Score: Raw -212664.179605 + Penalty 507.543992 = -212156.635613 nChanged 35 SP:Iteration 17Q (44.957928 sec): 3 clusters Score: Raw -212682.682239 + Penalty 513.854238 = -212168.828002 nChanged 29 SP:Iteration 18Q (44.961621 sec): 3 clusters Score: Raw -212696.862002 + Penalty 524.853361 = -212172.008641 nChanged 35 SP:Iteration 19Q (44.965250 sec): 3 clusters Score: Raw -212714.792361 + Penalty 533.442825 = -212181.349536 nChanged 34 SP:Iteration 20F (44.969539 sec): 3 clusters Score: Raw -212731.875674 + Penalty 548.833064 = -212183.042609 nChanged 33 SP:Iteration 21Q (44.973371 sec): 3 clusters Score: Raw -212752.439846 + Penalty 565.672928 = -212186.766918 nChanged 42 SP:Iteration 22Q (44.977123 sec): 3 clusters Score: Raw -212783.014656 + Penalty 571.439046 = -212211.575610 nChanged 31 SP:Iteration 23Q (44.980846 sec): 3 clusters Score: Raw -212808.525178 + Penalty 563.242682 = -212245.282496 nChanged 27 SP:Iteration 24Q (44.984247 sec): 3 clusters Score: Raw -212827.387437 + Penalty 578.286047 = -212249.101390 nChanged 13 SP:Iteration 25Q (44.987625 sec): 3 clusters Score: Raw -212833.822945 + Penalty 606.234783 = -212227.588162 nChanged 12 SP:Iteration 26F (44.991962 sec): 3 clusters Score: Raw -212841.429012 + Penalty 636.790739 = -212204.638273 nChanged 11 SP:Iteration 27F (44.996162 sec): 3 clusters Score: Raw -212847.917485 + Penalty 678.678184 = -212169.239300 nChanged 8 SP:Iteration 28F (45.000281 sec): 3 clusters Score: Raw -212855.093341 + Penalty 721.118745 = -212133.974596 nChanged 8 SP:Iteration 29F (45.004559 sec): 3 clusters Score: Raw -212861.376189 + Penalty 792.737967 = -212068.638222 nChanged 6 SP:Iteration 30F (45.008953 sec): 3 clusters Score: Raw -212868.070035 + Penalty 823.950357 = -212044.119678 nChanged 4 SP:Iteration 31F (45.013106 sec): 3 clusters Score: Raw -212874.338074 + Penalty 830.624062 = -212043.714012 nChanged 1 SP:Iteration 32F (45.017239 sec): 3 clusters Score: Raw -212876.903940 + Penalty 830.624062 = -212046.279877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.019534 sec): 2 clusters Score: Raw -34294.110273 + Penalty 391.142612 = -33902.967661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.020394 sec): 3 clusters Score: Raw -34175.585462 + Penalty 762.808560 = -33412.776902 nChanged 120 SP:Iteration 1F (45.021240 sec): 3 clusters Score: Raw -34311.223155 + Penalty 747.260696 = -33563.962460 nChanged 36 SP:Iteration 2F (45.022086 sec): 3 clusters Score: Raw -34351.292515 + Penalty 748.569939 = -33602.722577 nChanged 14 SP:Iteration 3Q (45.022909 sec): 3 clusters Score: Raw -34368.095103 + Penalty 756.514965 = -33611.580138 nChanged 15 SP:Iteration 4Q (45.023752 sec): 3 clusters Score: Raw -34387.164101 + Penalty 757.565379 = -33629.598722 nChanged 2 SP:Iteration 5Q (45.024568 sec): 3 clusters Score: Raw -34387.932807 + Penalty 757.565379 = -33630.367428 nChanged 0 SP:Iteration 6F (45.025413 sec): 3 clusters Score: Raw -34387.932807 + Penalty 757.565379 = -33630.367428 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 7 (5234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.049688 sec): 2 clusters Score: Raw -475335.078605 + Penalty 210.547995 = -475124.530609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.059634 sec): 3 clusters Score: Raw -471887.346469 + Penalty 497.090633 = -471390.255836 nChanged 2507 SP:Iteration 1F (45.069238 sec): 3 clusters Score: Raw -474502.576470 + Penalty 543.401769 = -473959.174701 nChanged 433 SP:Iteration 2F (45.079082 sec): 3 clusters Score: Raw -474765.902586 + Penalty 569.458366 = -474196.444219 nChanged 238 SP:Iteration 3Q (45.087779 sec): 3 clusters Score: Raw -474929.348774 + Penalty 585.229463 = -474344.119311 nChanged 155 SP:Iteration 4Q (45.096464 sec): 3 clusters Score: Raw -475036.079792 + Penalty 598.461046 = -474437.618746 nChanged 135 SP:Iteration 5Q (45.104568 sec): 3 clusters Score: Raw -475124.191837 + Penalty 616.787524 = -474507.404313 nChanged 101 SP:Iteration 6Q (45.113010 sec): 3 clusters Score: Raw -475191.140285 + Penalty 618.017751 = -474573.122534 nChanged 75 SP:Iteration 7Q (45.120748 sec): 3 clusters Score: Raw -475240.909230 + Penalty 648.391008 = -474592.518223 nChanged 54 SP:Iteration 8Q (45.128363 sec): 3 clusters Score: Raw -475277.042520 + Penalty 665.908709 = -474611.133812 nChanged 32 SP:Iteration 9Q (45.135820 sec): 3 clusters Score: Raw -475296.808404 + Penalty 716.535135 = -474580.273269 nChanged 24 SP:Iteration 10F (45.145847 sec): 3 clusters Score: Raw -475312.937509 + Penalty 818.397653 = -474494.539855 nChanged 20 SP:Iteration 11F (45.155111 sec): 3 clusters Score: Raw -475330.855468 + Penalty 858.511090 = -474472.344377 nChanged 7 SP:Iteration 12F (45.164394 sec): 3 clusters Score: Raw -475335.070796 + Penalty 910.667669 = -474424.403127 nChanged 6 SP:Iteration 13F (45.173636 sec): 3 clusters Score: Raw -475339.810166 + Penalty 914.170149 = -474425.640018 nChanged 3 SP:Iteration 14Q (45.181227 sec): 3 clusters Score: Raw -475339.651740 + Penalty 923.311001 = -474416.340739 nChanged 1 SP:Iteration 15F (45.190510 sec): 3 clusters Score: Raw -475339.968570 + Penalty 923.311001 = -474416.657569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (1264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.201044 sec): 2 clusters Score: Raw -112018.772645 + Penalty 169.143709 = -111849.628936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.203506 sec): 3 clusters Score: Raw -111206.111533 + Penalty 323.772851 = -110882.338682 nChanged 556 SP:Iteration 1F (45.205865 sec): 3 clusters Score: Raw -111741.773053 + Penalty 343.807093 = -111397.965961 nChanged 157 SP:Iteration 2F (45.208212 sec): 3 clusters Score: Raw -111918.362450 + Penalty 392.760505 = -111525.601944 nChanged 53 SP:Iteration 3Q (45.210795 sec): 3 clusters Score: Raw -111985.591107 + Penalty 501.552190 = -111484.038917 nChanged 24 SP:Iteration 4F (45.213345 sec): 3 clusters Score: Raw -112024.654077 + Penalty 681.358137 = -111343.295940 nChanged 11 SP:Iteration 5F (45.215708 sec): 3 clusters Score: Raw -112047.597767 + Penalty 769.379860 = -111278.217907 nChanged 2 SP:Iteration 6F (45.218042 sec): 3 clusters Score: Raw -112053.199673 + Penalty 814.185585 = -111239.014087 nChanged 1 SP:Iteration 7F (45.220371 sec): 3 clusters Score: Raw -112057.614982 + Penalty 814.185585 = -111243.429397 nChanged 0 Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 10 (6723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.254202 sec): 2 clusters Score: Raw -625420.034078 + Penalty 225.997433 = -625194.036645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.266737 sec): 3 clusters Score: Raw -621026.126049 + Penalty 420.919418 = -620605.206631 nChanged 3176 SP:Iteration 1F (45.279142 sec): 3 clusters Score: Raw -623527.468955 + Penalty 425.244229 = -623102.224726 nChanged 733 SP:Iteration 2F (45.291367 sec): 3 clusters Score: Raw -624232.647557 + Penalty 439.807886 = -623792.839672 nChanged 481 SP:Iteration 3F (45.303741 sec): 3 clusters Score: Raw -624741.174322 + Penalty 458.078599 = -624283.095722 nChanged 305 SP:Iteration 4Q (45.315568 sec): 3 clusters Score: Raw -625005.304020 + Penalty 474.153090 = -624531.150929 nChanged 177 SP:Iteration 5Q (45.326154 sec): 3 clusters Score: Raw -625121.010141 + Penalty 485.262866 = -624635.747275 nChanged 117 SP:Iteration 6Q (45.336806 sec): 3 clusters Score: Raw -625194.947338 + Penalty 497.416241 = -624697.531097 nChanged 93 SP:Iteration 7Q (45.347272 sec): 3 clusters Score: Raw -625252.993488 + Penalty 506.205082 = -624746.788406 nChanged 69 SP:Iteration 8Q (45.357171 sec): 3 clusters Score: Raw -625291.357334 + Penalty 504.026635 = -624787.330700 nChanged 51 SP:Iteration 9Q (45.366991 sec): 3 clusters Score: Raw -625313.652821 + Penalty 505.604174 = -624808.048647 nChanged 45 SP:Iteration 10F (45.379044 sec): 3 clusters Score: Raw -625332.342530 + Penalty 511.414466 = -624820.928064 nChanged 40 SP:Iteration 11Q (45.388929 sec): 3 clusters Score: Raw -625347.566109 + Penalty 518.703617 = -624828.862492 nChanged 27 SP:Iteration 12Q (45.398551 sec): 3 clusters Score: Raw -625358.136319 + Penalty 518.161360 = -624839.974959 nChanged 23 SP:Iteration 13Q (45.408392 sec): 3 clusters Score: Raw -625366.050894 + Penalty 520.591244 = -624845.459650 nChanged 21 SP:Iteration 14Q (45.418331 sec): 3 clusters Score: Raw -625372.201750 + Penalty 523.521317 = -624848.680433 nChanged 22 SP:Iteration 15Q (45.427857 sec): 3 clusters Score: Raw -625381.256108 + Penalty 530.298484 = -624850.957624 nChanged 19 SP:Iteration 16Q (45.437448 sec): 3 clusters Score: Raw -625388.172380 + Penalty 530.734751 = -624857.437630 nChanged 17 SP:Iteration 17Q (45.447303 sec): 3 clusters Score: Raw -625395.015333 + Penalty 527.415157 = -624867.600176 nChanged 15 SP:Iteration 18Q (45.456693 sec): 3 clusters Score: Raw -625400.592308 + Penalty 524.030312 = -624876.561996 nChanged 10 SP:Iteration 19Q (45.466060 sec): 3 clusters Score: Raw -625402.349954 + Penalty 524.604703 = -624877.745251 nChanged 9 SP:Iteration 20F (45.478090 sec): 3 clusters Score: Raw -625404.829494 + Penalty 530.330099 = -624874.499395 nChanged 9 SP:Iteration 21F (45.490326 sec): 3 clusters Score: Raw -625405.420681 + Penalty 513.621060 = -624891.799621 nChanged 7 SP:Iteration 22Q (45.499703 sec): 3 clusters Score: Raw -625404.379497 + Penalty 494.113941 = -624910.265557 nChanged 4 SP:Iteration 23Q (45.509318 sec): 3 clusters Score: Raw -625403.969716 + Penalty 479.106941 = -624924.862775 nChanged 5 SP:Iteration 24Q (45.519133 sec): 3 clusters Score: Raw -625405.148548 + Penalty 468.336852 = -624936.811696 nChanged 11 SP:Iteration 25Q (45.528516 sec): 3 clusters Score: Raw -625410.539669 + Penalty 543.619112 = -624866.920556 nChanged 5 SP:Iteration 26F (45.540450 sec): 3 clusters Score: Raw -625413.955790 + Penalty 807.155664 = -624606.800126 nChanged 5 SP:Iteration 27F (45.552830 sec): 3 clusters Score: Raw -625417.016900 + Penalty 225.997433 = -625191.019467 nChanged 2 SP:Iteration 28Q (45.561978 sec): 2 clusters Score: Raw -625420.034078 + Penalty 225.997433 = -625194.036645 nChanged 0 SP:Iteration 29F (45.571253 sec): 2 clusters Score: Raw -625420.034078 + Penalty 225.997433 = -625194.036645 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.587210 sec): 2 clusters Score: Raw -203959.614242 + Penalty 245.198698 = -203714.415544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.591383 sec): 3 clusters Score: Raw -202621.379404 + Penalty 477.447749 = -202143.931655 nChanged 972 SP:Iteration 1F (45.595504 sec): 3 clusters Score: Raw -203129.041106 + Penalty 476.600921 = -202652.440185 nChanged 217 SP:Iteration 2F (45.599642 sec): 3 clusters Score: Raw -203218.814456 + Penalty 473.783003 = -202745.031453 nChanged 143 SP:Iteration 3F (45.603721 sec): 3 clusters Score: Raw -203298.352468 + Penalty 473.209798 = -202825.142669 nChanged 137 SP:Iteration 4F (45.608112 sec): 3 clusters Score: Raw -203382.705970 + Penalty 469.846586 = -202912.859384 nChanged 127 SP:Iteration 5F (45.612420 sec): 3 clusters Score: Raw -203457.280196 + Penalty 467.517960 = -202989.762236 nChanged 118 SP:Iteration 6F (45.616666 sec): 3 clusters Score: Raw -203550.266862 + Penalty 463.116555 = -203087.150308 nChanged 127 SP:Iteration 7F (45.620825 sec): 3 clusters Score: Raw -203672.448682 + Penalty 464.485993 = -203207.962689 nChanged 125 SP:Iteration 8F (45.624937 sec): 3 clusters Score: Raw -203778.984197 + Penalty 462.508347 = -203316.475850 nChanged 64 SP:Iteration 9Q (45.629060 sec): 3 clusters Score: Raw -203808.174628 + Penalty 464.864598 = -203343.310030 nChanged 36 SP:Iteration 10F (45.633167 sec): 3 clusters Score: Raw -203816.898572 + Penalty 464.840675 = -203352.057897 nChanged 16 SP:Iteration 11Q (45.637267 sec): 3 clusters Score: Raw -203820.030438 + Penalty 465.612116 = -203354.418323 nChanged 14 SP:Iteration 12Q (45.641327 sec): 3 clusters Score: Raw -203822.344467 + Penalty 466.709905 = -203355.634562 nChanged 12 SP:Iteration 13Q (45.645691 sec): 3 clusters Score: Raw -203824.160646 + Penalty 466.742969 = -203357.417677 nChanged 9 SP:Iteration 14Q (45.649932 sec): 3 clusters Score: Raw -203824.939064 + Penalty 467.269266 = -203357.669797 nChanged 7 SP:Iteration 15Q (45.653976 sec): 3 clusters Score: Raw -203825.583712 + Penalty 468.354132 = -203357.229580 nChanged 9 SP:Iteration 16F (45.658079 sec): 3 clusters Score: Raw -203826.207324 + Penalty 468.317685 = -203357.889639 nChanged 3 SP:Iteration 17Q (45.662169 sec): 3 clusters Score: Raw -203826.529591 + Penalty 468.295962 = -203358.233629 nChanged 1 SP:Iteration 18Q (45.666216 sec): 3 clusters Score: Raw -203826.558600 + Penalty 469.091777 = -203357.466823 nChanged 1 SP:Iteration 19F (45.670315 sec): 3 clusters Score: Raw -203826.649133 + Penalty 469.087134 = -203357.561999 nChanged 2 SP:Iteration 20F (45.674392 sec): 3 clusters Score: Raw -203826.782743 + Penalty 469.090150 = -203357.692593 nChanged 1 SP:Iteration 21Q (45.678636 sec): 3 clusters Score: Raw -203826.823765 + Penalty 469.090150 = -203357.733615 nChanged 0 SP:Iteration 22F (45.682986 sec): 3 clusters Score: Raw -203826.823765 + Penalty 469.090150 = -203357.733615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.689424 sec): 2 clusters Score: Raw -89560.230276 + Penalty 293.895848 = -89266.334428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.691311 sec): 3 clusters Score: Raw -89022.229232 + Penalty 606.051085 = -88416.178147 nChanged 390 SP:Iteration 1F (45.693171 sec): 3 clusters Score: Raw -89358.787906 + Penalty 655.763682 = -88703.024223 nChanged 138 SP:Iteration 2F (45.695133 sec): 3 clusters Score: Raw -89546.684483 + Penalty 702.087459 = -88844.597025 nChanged 80 SP:Iteration 3F (45.697091 sec): 3 clusters Score: Raw -89669.979894 + Penalty 711.806567 = -88958.173328 nChanged 33 SP:Iteration 4Q (45.698903 sec): 3 clusters Score: Raw -89711.669288 + Penalty 703.732901 = -89007.936388 nChanged 24 SP:Iteration 5Q (45.700675 sec): 3 clusters Score: Raw -89751.879876 + Penalty 696.152073 = -89055.727802 nChanged 18 SP:Iteration 6Q (45.702395 sec): 3 clusters Score: Raw -89772.636194 + Penalty 693.407644 = -89079.228550 nChanged 14 SP:Iteration 7Q (45.704097 sec): 3 clusters Score: Raw -89784.577801 + Penalty 687.692797 = -89096.885004 nChanged 9 SP:Iteration 8Q (45.705789 sec): 3 clusters Score: Raw -89788.154224 + Penalty 685.503262 = -89102.650962 nChanged 4 SP:Iteration 9Q (45.707568 sec): 3 clusters Score: Raw -89789.632009 + Penalty 680.052502 = -89109.579507 nChanged 6 SP:Iteration 10F (45.709586 sec): 3 clusters Score: Raw -89791.350501 + Penalty 677.000794 = -89114.349707 nChanged 5 SP:Iteration 11Q (45.711418 sec): 3 clusters Score: Raw -89793.012034 + Penalty 672.755217 = -89120.256818 nChanged 8 SP:Iteration 12Q (45.713200 sec): 3 clusters Score: Raw -89796.228919 + Penalty 671.121052 = -89125.107868 nChanged 6 SP:Iteration 13Q (45.714996 sec): 3 clusters Score: Raw -89798.480450 + Penalty 672.720327 = -89125.760123 nChanged 7 SP:Iteration 14Q (45.716761 sec): 3 clusters Score: Raw -89803.610762 + Penalty 669.832205 = -89133.778556 nChanged 6 SP:Iteration 15Q (45.718432 sec): 3 clusters Score: Raw -89804.812768 + Penalty 668.637768 = -89136.175000 nChanged 7 SP:Iteration 16Q (45.720147 sec): 3 clusters Score: Raw -89807.143454 + Penalty 666.669175 = -89140.474279 nChanged 5 SP:Iteration 17Q (45.721884 sec): 3 clusters Score: Raw -89808.532591 + Penalty 666.026127 = -89142.506464 nChanged 3 SP:Iteration 18Q (45.723590 sec): 3 clusters Score: Raw -89809.622322 + Penalty 666.536390 = -89143.085932 nChanged 2 SP:Iteration 19Q (45.725258 sec): 3 clusters Score: Raw -89810.681642 + Penalty 664.566742 = -89146.114900 nChanged 6 SP:Iteration 20F (45.727157 sec): 3 clusters Score: Raw -89813.690735 + Penalty 662.161411 = -89151.529324 nChanged 4 SP:Iteration 21Q (45.728835 sec): 3 clusters Score: Raw -89814.997562 + Penalty 660.659528 = -89154.338034 nChanged 3 SP:Iteration 22Q (45.730512 sec): 3 clusters Score: Raw -89815.882125 + Penalty 660.831119 = -89155.051005 nChanged 2 SP:Iteration 23Q (45.732191 sec): 3 clusters Score: Raw -89816.488968 + Penalty 660.743960 = -89155.745008 nChanged 3 SP:Iteration 24Q (45.733918 sec): 3 clusters Score: Raw -89816.969489 + Penalty 659.771638 = -89157.197851 nChanged 4 SP:Iteration 25Q (45.735628 sec): 3 clusters Score: Raw -89817.540706 + Penalty 659.247950 = -89158.292756 nChanged 1 SP:Iteration 26Q (45.737304 sec): 3 clusters Score: Raw -89817.630582 + Penalty 658.000308 = -89159.630273 nChanged 2 SP:Iteration 27Q (45.739014 sec): 3 clusters Score: Raw -89818.027718 + Penalty 655.474744 = -89162.552974 nChanged 4 SP:Iteration 28Q (45.740713 sec): 3 clusters Score: Raw -89818.847779 + Penalty 653.853782 = -89164.993997 nChanged 3 SP:Iteration 29Q (45.742423 sec): 3 clusters Score: Raw -89819.270332 + Penalty 653.145211 = -89166.125121 nChanged 1 SP:Iteration 30F (45.744427 sec): 3 clusters Score: Raw -89819.256098 + Penalty 653.145211 = -89166.110886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 13 (1889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.753801 sec): 2 clusters Score: Raw -183697.770571 + Penalty 252.833325 = -183444.937246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.757716 sec): 3 clusters Score: Raw -182502.512603 + Penalty 497.340627 = -182005.171976 nChanged 862 SP:Iteration 1F (45.761245 sec): 3 clusters Score: Raw -183132.603972 + Penalty 500.347493 = -182632.256479 nChanged 198 SP:Iteration 2F (45.764677 sec): 3 clusters Score: Raw -183335.037356 + Penalty 527.903361 = -182807.133995 nChanged 192 SP:Iteration 3F (45.768115 sec): 3 clusters Score: Raw -183562.837758 + Penalty 581.437998 = -182981.399760 nChanged 99 SP:Iteration 4F (45.771538 sec): 3 clusters Score: Raw -183675.545617 + Penalty 831.211734 = -182844.333883 nChanged 20 SP:Iteration 5F (45.774931 sec): 3 clusters Score: Raw -183696.363807 + Penalty 1173.263616 = -182523.100191 nChanged 4 SP:Iteration 6F (45.778510 sec): 3 clusters Score: Raw -183695.686803 + Penalty 252.833325 = -183442.853479 nChanged 1 SP:Iteration 7Q (45.781349 sec): 2 clusters Score: Raw -183697.770571 + Penalty 252.833325 = -183444.937246 nChanged 0 SP:Iteration 8F (45.783984 sec): 2 clusters Score: Raw -183697.770571 + Penalty 252.833325 = -183444.937246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.786584 sec): 2 clusters Score: Raw -36058.426031 + Penalty 397.435488 = -35660.990542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.787472 sec): 3 clusters Score: Raw -35903.842813 + Penalty 791.894268 = -35111.948545 nChanged 125 SP:Iteration 1F (45.788335 sec): 3 clusters Score: Raw -36025.311360 + Penalty 789.595418 = -35235.715942 nChanged 34 SP:Iteration 2F (45.789194 sec): 3 clusters Score: Raw -36052.479619 + Penalty 787.298327 = -35265.181293 nChanged 17 SP:Iteration 3Q (45.790082 sec): 3 clusters Score: Raw -36067.668370 + Penalty 783.512735 = -35284.155635 nChanged 10 SP:Iteration 4Q (45.790936 sec): 3 clusters Score: Raw -36074.017850 + Penalty 779.603580 = -35294.414270 nChanged 7 SP:Iteration 5Q (45.791785 sec): 3 clusters Score: Raw -36079.257855 + Penalty 776.343108 = -35302.914747 nChanged 3 SP:Iteration 6Q (45.792639 sec): 3 clusters Score: Raw -36080.590167 + Penalty 772.209387 = -35308.380780 nChanged 4 SP:Iteration 7Q (45.793488 sec): 3 clusters Score: Raw -36082.365079 + Penalty 770.488593 = -35311.876486 nChanged 3 SP:Iteration 8Q (45.794370 sec): 3 clusters Score: Raw -36083.779541 + Penalty 767.034204 = -35316.745337 nChanged 4 SP:Iteration 9Q (45.795258 sec): 3 clusters Score: Raw -36087.102697 + Penalty 768.668097 = -35318.434600 nChanged 3 SP:Iteration 10F (45.796147 sec): 3 clusters Score: Raw -36090.355656 + Penalty 765.203017 = -35325.152639 nChanged 2 SP:Iteration 11Q (45.797035 sec): 3 clusters Score: Raw -36092.005635 + Penalty 764.691301 = -35327.314334 nChanged 1 SP:Iteration 12Q (45.797921 sec): 3 clusters Score: Raw -36092.276221 + Penalty 761.702902 = -35330.573319 nChanged 1 SP:Iteration 13Q (45.798776 sec): 3 clusters Score: Raw -36092.899185 + Penalty 761.702902 = -35331.196283 nChanged 0 SP:Iteration 14F (45.799630 sec): 3 clusters Score: Raw -36092.899185 + Penalty 761.702902 = -35331.196283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 15 (2181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.806622 sec): 2 clusters Score: Raw -204178.215170 + Penalty 308.550781 = -203869.664389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.810839 sec): 3 clusters Score: Raw -202782.929144 + Penalty 610.731333 = -202172.197811 nChanged 989 SP:Iteration 1F (45.815292 sec): 3 clusters Score: Raw -203425.215726 + Penalty 607.089883 = -202818.125843 nChanged 239 SP:Iteration 2F (45.819396 sec): 3 clusters Score: Raw -203632.344212 + Penalty 606.861583 = -203025.482629 nChanged 146 SP:Iteration 3F (45.823605 sec): 3 clusters Score: Raw -203727.061914 + Penalty 607.459840 = -203119.602074 nChanged 80 SP:Iteration 4Q (45.827716 sec): 3 clusters Score: Raw -203752.836630 + Penalty 607.402163 = -203145.434467 nChanged 54 SP:Iteration 5Q (45.831723 sec): 3 clusters Score: Raw -203766.264426 + Penalty 606.929317 = -203159.335109 nChanged 39 SP:Iteration 6Q (45.835704 sec): 3 clusters Score: Raw -203775.214839 + Penalty 606.147507 = -203169.067332 nChanged 34 SP:Iteration 7Q (45.839709 sec): 3 clusters Score: Raw -203782.410349 + Penalty 604.532314 = -203177.878035 nChanged 38 SP:Iteration 8Q (45.843720 sec): 3 clusters Score: Raw -203791.968374 + Penalty 603.579384 = -203188.388990 nChanged 42 SP:Iteration 9Q (45.848132 sec): 3 clusters Score: Raw -203805.390605 + Penalty 603.751353 = -203201.639252 nChanged 41 SP:Iteration 10F (45.852277 sec): 3 clusters Score: Raw -203818.784098 + Penalty 602.167587 = -203216.616511 nChanged 36 SP:Iteration 11Q (45.856221 sec): 3 clusters Score: Raw -203832.400385 + Penalty 600.629038 = -203231.771347 nChanged 47 SP:Iteration 12Q (45.860145 sec): 3 clusters Score: Raw -203850.664803 + Penalty 598.059818 = -203252.604986 nChanged 44 SP:Iteration 13Q (45.864106 sec): 3 clusters Score: Raw -203867.034415 + Penalty 598.219240 = -203268.815175 nChanged 51 SP:Iteration 14Q (45.867975 sec): 3 clusters Score: Raw -203888.463780 + Penalty 597.328731 = -203291.135049 nChanged 44 SP:Iteration 15Q (45.871803 sec): 3 clusters Score: Raw -203907.418398 + Penalty 594.998445 = -203312.419954 nChanged 47 SP:Iteration 16Q (45.875622 sec): 3 clusters Score: Raw -203928.175949 + Penalty 593.112309 = -203335.063639 nChanged 48 SP:Iteration 17Q (45.879705 sec): 3 clusters Score: Raw -203950.568405 + Penalty 583.847371 = -203366.721034 nChanged 42 SP:Iteration 18Q (45.883661 sec): 3 clusters Score: Raw -203969.812276 + Penalty 578.581918 = -203391.230359 nChanged 46 SP:Iteration 19Q (45.887413 sec): 3 clusters Score: Raw -203991.516756 + Penalty 574.128152 = -203417.388604 nChanged 46 SP:Iteration 20F (45.891509 sec): 3 clusters Score: Raw -204016.742830 + Penalty 567.074235 = -203449.668595 nChanged 44 SP:Iteration 21Q (45.895296 sec): 3 clusters Score: Raw -204040.469647 + Penalty 560.513915 = -203479.955732 nChanged 34 SP:Iteration 22Q (45.899173 sec): 3 clusters Score: Raw -204056.534762 + Penalty 557.232341 = -203499.302421 nChanged 27 SP:Iteration 23Q (45.902841 sec): 3 clusters Score: Raw -204070.584045 + Penalty 555.955251 = -203514.628794 nChanged 24 SP:Iteration 24Q (45.906368 sec): 3 clusters Score: Raw -204087.344346 + Penalty 553.773701 = -203533.570645 nChanged 27 SP:Iteration 25Q (45.909969 sec): 3 clusters Score: Raw -204104.890640 + Penalty 549.317525 = -203555.573115 nChanged 22 SP:Iteration 26Q (45.913745 sec): 3 clusters Score: Raw -204117.003074 + Penalty 544.325947 = -203572.677127 nChanged 16 SP:Iteration 27Q (45.917396 sec): 3 clusters Score: Raw -204126.704171 + Penalty 518.434906 = -203608.269265 nChanged 20 SP:Iteration 28Q (45.920921 sec): 3 clusters Score: Raw -204136.594729 + Penalty 505.259596 = -203631.335133 nChanged 16 SP:Iteration 29Q (45.924447 sec): 3 clusters Score: Raw -204143.683367 + Penalty 495.748929 = -203647.934438 nChanged 16 SP:Iteration 30F (45.928687 sec): 3 clusters Score: Raw -204153.177282 + Penalty 503.168657 = -203650.008625 nChanged 16 SP:Iteration 31Q (45.932052 sec): 3 clusters Score: Raw -204167.509100 + Penalty 573.881233 = -203593.627867 nChanged 11 SP:Iteration 32F (45.935974 sec): 3 clusters Score: Raw -204175.770571 + Penalty 573.881233 = -203601.889339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.938839 sec): 2 clusters Score: Raw -46430.138147 + Penalty 606.623889 = -45823.514258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.939866 sec): 3 clusters Score: Raw -46206.148786 + Penalty 1219.258819 = -44986.889966 nChanged 132 SP:Iteration 1F (45.940872 sec): 3 clusters Score: Raw -46300.794438 + Penalty 1226.574538 = -45074.219900 nChanged 45 SP:Iteration 2F (45.941877 sec): 3 clusters Score: Raw -46357.413247 + Penalty 1231.985693 = -45125.427553 nChanged 38 SP:Iteration 3F (45.942881 sec): 3 clusters Score: Raw -46400.921420 + Penalty 1238.369384 = -45162.552035 nChanged 25 SP:Iteration 4F (45.943883 sec): 3 clusters Score: Raw -46430.778311 + Penalty 1242.969827 = -45187.808484 nChanged 22 SP:Iteration 5Q (45.944987 sec): 3 clusters Score: Raw -46449.043183 + Penalty 1245.451411 = -45203.591772 nChanged 9 SP:Iteration 6Q (45.946028 sec): 3 clusters Score: Raw -46454.882571 + Penalty 1247.163220 = -45207.719351 nChanged 4 SP:Iteration 7Q (45.947058 sec): 3 clusters Score: Raw -46459.075788 + Penalty 1248.591490 = -45210.484298 nChanged 3 SP:Iteration 8Q (45.948078 sec): 3 clusters Score: Raw -46461.436156 + Penalty 1247.130095 = -45214.306061 nChanged 3 SP:Iteration 9Q (45.949071 sec): 3 clusters Score: Raw -46464.699594 + Penalty 1247.769933 = -45216.929661 nChanged 2 SP:Iteration 10F (45.950070 sec): 3 clusters Score: Raw -46465.613156 + Penalty 1248.758455 = -45216.854701 nChanged 1 SP:Iteration 11F (45.951069 sec): 3 clusters Score: Raw -46466.005990 + Penalty 1248.758455 = -45217.247535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.953596 sec): 2 clusters Score: Raw -71588.390604 + Penalty 472.273447 = -71116.117157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.955118 sec): 3 clusters Score: Raw -71184.448317 + Penalty 962.357462 = -70222.090855 nChanged 251 SP:Iteration 1F (45.956604 sec): 3 clusters Score: Raw -71402.247877 + Penalty 1002.560546 = -70399.687331 nChanged 112 SP:Iteration 2F (45.958083 sec): 3 clusters Score: Raw -71523.650619 + Penalty 1030.001474 = -70493.649145 nChanged 56 SP:Iteration 3F (45.959628 sec): 3 clusters Score: Raw -71574.529499 + Penalty 1047.993986 = -70526.535514 nChanged 29 SP:Iteration 4Q (45.961114 sec): 3 clusters Score: Raw -71600.194013 + Penalty 1057.589597 = -70542.604416 nChanged 16 SP:Iteration 5Q (45.962531 sec): 3 clusters Score: Raw -71615.351655 + Penalty 1060.660753 = -70554.690903 nChanged 8 SP:Iteration 6Q (45.963918 sec): 3 clusters Score: Raw -71619.061940 + Penalty 1060.934146 = -70558.127793 nChanged 4 SP:Iteration 7Q (45.965289 sec): 3 clusters Score: Raw -71621.430277 + Penalty 1063.387023 = -70558.043254 nChanged 6 SP:Iteration 8F (45.966754 sec): 3 clusters Score: Raw -71623.499605 + Penalty 1066.067035 = -70557.432570 nChanged 8 SP:Iteration 9F (45.968216 sec): 3 clusters Score: Raw -71628.179570 + Penalty 1069.155798 = -70559.023772 nChanged 5 SP:Iteration 10F (45.969697 sec): 3 clusters Score: Raw -71631.719729 + Penalty 1076.018952 = -70555.700777 nChanged 7 SP:Iteration 11F (45.971161 sec): 3 clusters Score: Raw -71636.770188 + Penalty 1086.086829 = -70550.683359 nChanged 6 SP:Iteration 12F (45.972611 sec): 3 clusters Score: Raw -71643.343576 + Penalty 1094.327148 = -70549.016427 nChanged 6 SP:Iteration 13F (45.974047 sec): 3 clusters Score: Raw -71648.342393 + Penalty 1102.753351 = -70545.589043 nChanged 5 SP:Iteration 14F (45.975520 sec): 3 clusters Score: Raw -71658.678352 + Penalty 1109.933622 = -70548.744730 nChanged 3 SP:Iteration 15Q (45.976845 sec): 3 clusters Score: Raw -71661.572607 + Penalty 1114.766023 = -70546.806584 nChanged 2 SP:Iteration 16F (45.978443 sec): 3 clusters Score: Raw -71663.225916 + Penalty 1121.049712 = -70542.176204 nChanged 3 SP:Iteration 17F (45.980044 sec): 3 clusters Score: Raw -71667.726580 + Penalty 1127.482926 = -70540.243654 nChanged 3 SP:Iteration 18F (45.981591 sec): 3 clusters Score: Raw -71670.239683 + Penalty 1132.373413 = -70537.866270 nChanged 4 SP:Iteration 19F (45.983065 sec): 3 clusters Score: Raw -71674.532842 + Penalty 1132.466582 = -70542.066260 nChanged 1 SP:Iteration 20F (45.984515 sec): 3 clusters Score: Raw -71674.718427 + Penalty 1132.466582 = -70542.251845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.985651 sec): 2 clusters Score: Raw -21967.105565 + Penalty 276.431262 = -21690.674303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.986276 sec): 3 clusters Score: Raw -21846.875776 + Penalty 555.514195 = -21291.361581 nChanged 80 SP:Iteration 1F (45.986912 sec): 3 clusters Score: Raw -21945.475823 + Penalty 552.980725 = -21392.495097 nChanged 23 SP:Iteration 2F (45.987520 sec): 3 clusters Score: Raw -21971.758740 + Penalty 550.307678 = -21421.451061 nChanged 9 SP:Iteration 3Q (45.988126 sec): 3 clusters Score: Raw -21979.052573 + Penalty 548.954690 = -21430.097883 nChanged 8 SP:Iteration 4Q (45.988729 sec): 3 clusters Score: Raw -21989.199872 + Penalty 544.098571 = -21445.101301 nChanged 10 SP:Iteration 5Q (45.989330 sec): 3 clusters Score: Raw -21998.941234 + Penalty 543.934589 = -21455.006645 nChanged 6 SP:Iteration 6Q (45.989928 sec): 3 clusters Score: Raw -22005.345429 + Penalty 545.118440 = -21460.226989 nChanged 4 SP:Iteration 7Q (45.990527 sec): 3 clusters Score: Raw -22008.299817 + Penalty 545.450795 = -21462.849022 nChanged 1 SP:Iteration 8Q (45.991142 sec): 3 clusters Score: Raw -22009.114134 + Penalty 545.450795 = -21463.663339 nChanged 0 SP:Iteration 9F (45.991762 sec): 3 clusters Score: Raw -22009.114134 + Penalty 545.450795 = -21463.663339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.992382 sec): 2 clusters Score: Raw -4490.228602 + Penalty 131.541767 = -4358.686835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.992699 sec): 3 clusters Score: Raw -4490.221842 + Penalty 266.286898 = -4223.934944 nChanged 14 SP:Iteration 1F (45.993034 sec): 3 clusters Score: Raw -4527.768180 + Penalty 330.155297 = -4197.612882 nChanged 7 SP:Iteration 2F (45.993343 sec): 3 clusters Score: Raw -4565.278646 + Penalty 370.602801 = -4194.675845 nChanged 3 SP:Iteration 3F (45.993653 sec): 3 clusters Score: Raw -4592.970481 + Penalty 408.543463 = -4184.427018 nChanged 2 SP:Iteration 4F (45.993960 sec): 3 clusters Score: Raw -4681.766846 + Penalty 408.543463 = -4273.223384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.995035 sec): 2 clusters Score: Raw -21508.682145 + Penalty 365.835503 = -21142.846641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.995677 sec): 3 clusters Score: Raw -21415.297650 + Penalty 726.410880 = -20688.886770 nChanged 82 SP:Iteration 1F (45.996310 sec): 3 clusters Score: Raw -21550.599367 + Penalty 720.192255 = -20830.407112 nChanged 25 SP:Iteration 2F (45.996946 sec): 3 clusters Score: Raw -21608.756208 + Penalty 712.217655 = -20896.538554 nChanged 14 SP:Iteration 3F (45.997577 sec): 3 clusters Score: Raw -21618.196139 + Penalty 713.104257 = -20905.091881 nChanged 1 SP:Iteration 4Q (45.998179 sec): 3 clusters Score: Raw -21618.879412 + Penalty 714.432641 = -20904.446772 nChanged 1 SP:Iteration 5F (45.998791 sec): 3 clusters Score: Raw -21619.544726 + Penalty 714.432641 = -20905.112086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.999526 sec): 2 clusters Score: Raw -2975.661656 + Penalty 533.273555 = -2442.388100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.999936 sec): 3 clusters Score: Raw -3174.035266 + Penalty 1072.288600 = -2101.746666 nChanged 13 SP:Iteration 1F (46.000340 sec): 3 clusters Score: Raw -3209.889646 + Penalty 1071.161795 = -2138.727851 nChanged 1 SP:Iteration 2Q (46.000717 sec): 3 clusters Score: Raw -3211.477772 + Penalty 1074.634376 = -2136.843396 nChanged 2 SP:Iteration 3F (46.001119 sec): 3 clusters Score: Raw -3221.816547 + Penalty 1075.239760 = -2146.576787 nChanged 1 SP:Iteration 4Q (46.001494 sec): 3 clusters Score: Raw -3250.931527 + Penalty 1078.369525 = -2172.562003 nChanged 2 SP:Iteration 5Q (46.001865 sec): 3 clusters Score: Raw -3264.267059 + Penalty 1077.367952 = -2186.899107 nChanged 1 SP:Iteration 6Q (46.002262 sec): 3 clusters Score: Raw -3272.149118 + Penalty 1077.367952 = -2194.781167 nChanged 0 SP:Iteration 7F (46.002678 sec): 3 clusters Score: Raw -3272.149118 + Penalty 1077.367952 = -2194.781167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.003668 sec): 2 clusters Score: Raw -21257.497182 + Penalty 443.594747 = -20813.902435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.004273 sec): 3 clusters Score: Raw -21222.908921 + Penalty 898.948432 = -20323.960489 nChanged 45 SP:Iteration 1F (46.004871 sec): 3 clusters Score: Raw -21284.148081 + Penalty 905.739808 = -20378.408273 nChanged 10 SP:Iteration 2Q (46.005457 sec): 3 clusters Score: Raw -21296.516441 + Penalty 912.340804 = -20384.175638 nChanged 7 SP:Iteration 3Q (46.006048 sec): 3 clusters Score: Raw -21303.950416 + Penalty 920.990961 = -20382.959455 nChanged 6 SP:Iteration 4F (46.006649 sec): 3 clusters Score: Raw -21311.481253 + Penalty 931.771550 = -20379.709703 nChanged 7 SP:Iteration 5F (46.007248 sec): 3 clusters Score: Raw -21327.215501 + Penalty 939.061347 = -20388.154153 nChanged 5 SP:Iteration 6Q (46.007830 sec): 3 clusters Score: Raw -21330.501392 + Penalty 948.177194 = -20382.324198 nChanged 4 SP:Iteration 7F (46.008426 sec): 3 clusters Score: Raw -21335.762465 + Penalty 956.837943 = -20378.924522 nChanged 3 SP:Iteration 8F (46.009050 sec): 3 clusters Score: Raw -21337.330703 + Penalty 963.325911 = -20374.004793 nChanged 3 SP:Iteration 9F (46.009654 sec): 3 clusters Score: Raw -21338.597154 + Penalty 968.710621 = -20369.886534 nChanged 2 SP:Iteration 10F (46.010244 sec): 3 clusters Score: Raw -21341.675297 + Penalty 975.412039 = -20366.263258 nChanged 2 SP:Iteration 11F (46.010868 sec): 3 clusters Score: Raw -21342.128630 + Penalty 977.808521 = -20364.320109 nChanged 1 SP:Iteration 12F (46.011489 sec): 3 clusters Score: Raw -21342.645092 + Penalty 977.808521 = -20364.836570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.012495 sec): 2 clusters Score: Raw -18995.095357 + Penalty 182.470894 = -18812.624463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.013097 sec): 3 clusters Score: Raw -18878.242972 + Penalty 366.960608 = -18511.282364 nChanged 81 SP:Iteration 1F (46.013695 sec): 3 clusters Score: Raw -18912.316114 + Penalty 366.527817 = -18545.788297 nChanged 23 SP:Iteration 2F (46.014286 sec): 3 clusters Score: Raw -18918.867460 + Penalty 365.939790 = -18552.927670 nChanged 11 SP:Iteration 3F (46.014877 sec): 3 clusters Score: Raw -18929.268067 + Penalty 373.423308 = -18555.844760 nChanged 14 SP:Iteration 4F (46.015467 sec): 3 clusters Score: Raw -18943.137470 + Penalty 407.482936 = -18535.654534 nChanged 19 SP:Iteration 5F (46.016052 sec): 3 clusters Score: Raw -18968.901230 + Penalty 529.982994 = -18438.918236 nChanged 21 SP:Iteration 6F (46.016640 sec): 3 clusters Score: Raw -19010.366456 + Penalty 663.166949 = -18347.199506 nChanged 7 SP:Iteration 7F (46.017220 sec): 3 clusters Score: Raw -19033.020945 + Penalty 720.794577 = -18312.226368 nChanged 4 SP:Iteration 8F (46.017799 sec): 3 clusters Score: Raw -19045.242661 + Penalty 772.929063 = -18272.313598 nChanged 4 SP:Iteration 9F (46.018377 sec): 3 clusters Score: Raw -19059.576222 + Penalty 817.390778 = -18242.185445 nChanged 2 SP:Iteration 10F (46.018956 sec): 3 clusters Score: Raw -19069.180728 + Penalty 817.390778 = -18251.789950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.020711 sec): 2 clusters Score: Raw -47776.000530 + Penalty 770.181634 = -47005.818896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.021811 sec): 3 clusters Score: Raw -47551.617442 + Penalty 1546.951100 = -46004.666342 nChanged 141 SP:Iteration 1F (46.022856 sec): 3 clusters Score: Raw -47691.393636 + Penalty 1556.778784 = -46134.614852 nChanged 62 SP:Iteration 2F (46.023894 sec): 3 clusters Score: Raw -47782.201990 + Penalty 1565.117491 = -46217.084499 nChanged 30 SP:Iteration 3F (46.024934 sec): 3 clusters Score: Raw -47830.054950 + Penalty 1569.918326 = -46260.136624 nChanged 17 SP:Iteration 4Q (46.025979 sec): 3 clusters Score: Raw -47849.773034 + Penalty 1575.115595 = -46274.657439 nChanged 12 SP:Iteration 5Q (46.027055 sec): 3 clusters Score: Raw -47862.140022 + Penalty 1581.242171 = -46280.897851 nChanged 9 SP:Iteration 6Q (46.028121 sec): 3 clusters Score: Raw -47872.163718 + Penalty 1585.389837 = -46286.773882 nChanged 8 SP:Iteration 7Q (46.029157 sec): 3 clusters Score: Raw -47882.048984 + Penalty 1590.133357 = -46291.915627 nChanged 6 SP:Iteration 8Q (46.030184 sec): 3 clusters Score: Raw -47891.330276 + Penalty 1591.102113 = -46300.228163 nChanged 4 SP:Iteration 9Q (46.031158 sec): 3 clusters Score: Raw -47902.136065 + Penalty 1593.550933 = -46308.585131 nChanged 4 SP:Iteration 10F (46.032190 sec): 3 clusters Score: Raw -47906.495185 + Penalty 1596.010150 = -46310.485035 nChanged 4 SP:Iteration 11Q (46.033155 sec): 3 clusters Score: Raw -47911.112887 + Penalty 1597.352126 = -46313.760762 nChanged 2 SP:Iteration 12Q (46.034116 sec): 3 clusters Score: Raw -47913.804441 + Penalty 1598.274733 = -46315.529708 nChanged 2 SP:Iteration 13Q (46.035104 sec): 3 clusters Score: Raw -47916.327216 + Penalty 1599.158266 = -46317.168949 nChanged 1 SP:Iteration 14Q (46.036062 sec): 3 clusters Score: Raw -47917.496928 + Penalty 1599.480021 = -46318.016907 nChanged 1 SP:Iteration 15Q (46.037033 sec): 3 clusters Score: Raw -47918.531002 + Penalty 1602.152342 = -46316.378660 nChanged 3 SP:Iteration 16F (46.038064 sec): 3 clusters Score: Raw -47920.895094 + Penalty 1603.038419 = -46317.856675 nChanged 1 SP:Iteration 17Q (46.039015 sec): 3 clusters Score: Raw -47921.525558 + Penalty 1603.038419 = -46318.487139 nChanged 0 SP:Iteration 18F (46.040047 sec): 3 clusters Score: Raw -47921.525558 + Penalty 1603.038419 = -46318.487139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.040652 sec): 2 clusters Score: Raw -3845.118008 + Penalty 66.799603 = -3778.318405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.040956 sec): 3 clusters Score: Raw -3867.997124 + Penalty 133.418762 = -3734.578362 nChanged 15 SP:Iteration 1F (46.041256 sec): 3 clusters Score: Raw -3895.816405 + Penalty 140.750142 = -3755.066263 nChanged 6 SP:Iteration 2F (46.041559 sec): 3 clusters Score: Raw -3910.854591 + Penalty 150.382179 = -3760.472412 nChanged 4 SP:Iteration 3F (46.041859 sec): 3 clusters Score: Raw -3921.538676 + Penalty 155.451438 = -3766.087238 nChanged 1 SP:Iteration 4Q (46.042148 sec): 3 clusters Score: Raw -3926.857029 + Penalty 155.451438 = -3771.405591 nChanged 0 SP:Iteration 5F (46.042448 sec): 3 clusters Score: Raw -3926.857029 + Penalty 155.451438 = -3771.405591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.042915 sec): 2 clusters Score: Raw -255.229390 + Penalty 6.162546 = -249.066844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.043107 sec): 3 clusters Score: Raw -255.544781 + Penalty 11.990349 = -243.554432 nChanged 0 Time taken for this iteration:45.194916 seconds. 300->25 Clusters: Score -2796502.480646, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 125 (time per iteration =368.647104 ms) Total iterations: 1563 (time per iteration =29.482334 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3703948750.000000 (time per metric unit =12.441017ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 92598718750.000000 (time per metric unit=497.640665ps) That took 46.080888 seconds.