FileBase PeterP-2014-02-27_dataset1 ElecNo 18 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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10920 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 10920 points ------ Starting initial clusters from distinct float masks Not enough masks (202) to generate starting clusters (300), so starting with (203) clusters instead. Assigned 203 initial classes from 202 unique masks. Deleting Class 89 (2 points): Lose 5.362946 but Gain 1489.168312 Iteration 0F (1.308828 sec): 202 clusters Score: Raw -367928.911587 + Penalty 199898.500578 = -168030.411009 nChanged 2510 Deleting Class 167 (1 points): Lose 10.320950 but Gain 1464.432492 Iteration 1F (2.259765 sec): 189 clusters Score: Raw -372168.442178 + Penalty 194607.235312 = -177561.206866 nChanged 1106 Deleting Class 86 (2 points): Lose 30.420486 but Gain 1469.325920 Iteration 2F (3.175406 sec): 184 clusters Score: Raw -373973.582152 + Penalty 193476.634087 = -180496.948064 nChanged 849 Deleting Class 184 (1 points): Lose 1.703070 but Gain 1409.224129 Iteration 3F (4.066888 sec): 183 clusters Score: Raw -375135.618549 + Penalty 191229.142897 = -183906.475652 nChanged 578 Deleting Class 200 (1 points): Lose 1.145978 but Gain 1390.715957 Iteration 4F (4.950823 sec): 181 clusters Score: Raw -375747.134858 + Penalty 188620.272244 = -187126.862615 nChanged 356 Deleting Class 149 (1 points): Lose 16.395452 but Gain 1396.975172 Iteration 5Q (5.039294 sec): 179 clusters Score: Raw -376023.720994 + Penalty 187195.926513 = -188827.794481 nChanged 222 Deleting Class 103 (7 points): Lose 69.816934 but Gain 1420.575908 Iteration 6Q (5.115595 sec): 178 clusters Score: Raw -376159.062058 + Penalty 185906.432994 = -190252.629064 nChanged 180 Deleting Class 112 (1 points): Lose 13.540600 but Gain 1363.179314 Iteration 7Q (5.187754 sec): 177 clusters Score: Raw -376289.807629 + Penalty 184575.563668 = -191714.243961 nChanged 144 Deleting Class 119 (1 points): Lose 2.784455 but Gain 1345.973363 Iteration 8Q (5.255976 sec): 176 clusters Score: Raw -376413.071577 + Penalty 183240.587897 = -193172.483680 nChanged 105 Deleting Class 182 (1 points): Lose 4.529292 but Gain 1346.583373 Iteration 9Q (5.321534 sec): 175 clusters Score: Raw -376508.221271 + Penalty 181913.107192 = -194595.114079 nChanged 98 Deleting Class 66 (4 points): Lose 43.854980 but Gain 1381.091386 Iteration 10F (6.178784 sec): 174 clusters Score: Raw -376528.108244 + Penalty 180620.518123 = -195907.590121 nChanged 84 Deleting Class 137 (2 points): Lose 31.266085 but Gain 1367.123081 Iteration 11Q (6.242545 sec): 173 clusters Score: Raw -376598.725867 + Penalty 179451.605766 = -197147.120102 nChanged 62 Deleting Class 193 (3 points): Lose 22.418490 but Gain 1352.868646 Iteration 12Q (6.303849 sec): 172 clusters Score: Raw -376659.406219 + Penalty 178133.629436 = -198525.776783 nChanged 60 Deleting Class 92 (7 points): Lose 61.924041 but Gain 1378.145275 Iteration 13Q (6.364318 sec): 171 clusters Score: Raw -376642.208832 + Penalty 176785.882928 = -199856.325904 nChanged 57 Deleting Class 43 (11 points): Lose 129.041082 but Gain 1440.860469 Iteration 14Q (6.424992 sec): 170 clusters Score: Raw -376573.125669 + Penalty 175402.193650 = -201170.932019 nChanged 51 Deleting Class 185 (1 points): Lose 0.083420 but Gain 1310.413823 Iteration 15Q (6.484601 sec): 169 clusters Score: Raw -376634.379660 + Penalty 174101.486893 = -202532.892767 nChanged 27 Deleting Class 123 (7 points): Lose 78.755821 but Gain 1379.083505 Iteration 16Q (6.542443 sec): 168 clusters Score: Raw -376575.118820 + Penalty 172761.841119 = -203813.277700 nChanged 20 Deleting Class 154 (2 points): Lose 12.511562 but Gain 1308.743780 Iteration 17Q (6.599819 sec): 167 clusters Score: Raw -376592.067018 + Penalty 171477.410451 = -205114.656567 nChanged 12 Deleting Class 106 (4 points): Lose 27.745817 but Gain 1322.663935 Iteration 18Q (6.656361 sec): 166 clusters Score: Raw -376579.485411 + Penalty 170207.418559 = -206372.066852 nChanged 17 Deleting Class 120 (7 points): Lose 60.251473 but Gain 1353.953307 Iteration 19Q (6.713650 sec): 165 clusters Score: Raw -376553.099927 + Penalty 168877.221065 = -207675.878862 nChanged 19 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -376553.099927 + Penalty 168877.221065 = -207675.878862Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.770946 sec): 2 clusters Score: Raw -120964.392721 + Penalty 215.487075 = -120748.905646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.777538 sec): 3 clusters Score: Raw -118623.683541 + Penalty 420.190772 = -118203.492769 nChanged 1611 SP:Iteration 1F (6.783903 sec): 3 clusters Score: Raw -119643.155656 + Penalty 406.369696 = -119236.785960 nChanged 520 SP:Iteration 2F (6.790275 sec): 3 clusters Score: Raw -120125.085243 + Penalty 405.686344 = -119719.398900 nChanged 239 SP:Iteration 3F (6.796620 sec): 3 clusters Score: Raw -120322.763321 + Penalty 415.417594 = -119907.345728 nChanged 190 SP:Iteration 4F (6.803072 sec): 3 clusters Score: Raw -120493.424255 + Penalty 431.145211 = -120062.279044 nChanged 164 SP:Iteration 5Q (6.809133 sec): 3 clusters Score: Raw -120656.668618 + Penalty 444.954905 = -120211.713713 nChanged 124 SP:Iteration 6Q (6.814854 sec): 3 clusters Score: Raw -120775.111303 + Penalty 450.361346 = -120324.749958 nChanged 83 SP:Iteration 7Q (6.820463 sec): 3 clusters Score: Raw -120836.316191 + Penalty 457.719602 = -120378.596588 nChanged 53 SP:Iteration 8Q (6.825740 sec): 3 clusters Score: Raw -120864.316475 + Penalty 458.544045 = -120405.772431 nChanged 43 SP:Iteration 9Q (6.830941 sec): 3 clusters Score: Raw -120883.968966 + Penalty 469.692304 = -120414.276662 nChanged 25 SP:Iteration 10F (6.837402 sec): 3 clusters Score: Raw -120898.557408 + Penalty 473.129601 = -120425.427807 nChanged 20 SP:Iteration 11Q (6.842554 sec): 3 clusters Score: Raw -120908.046386 + Penalty 474.795493 = -120433.250893 nChanged 19 SP:Iteration 12Q (6.847671 sec): 3 clusters Score: Raw -120918.582606 + Penalty 477.217668 = -120441.364939 nChanged 19 SP:Iteration 13Q (6.852895 sec): 3 clusters Score: Raw -120928.037633 + Penalty 474.612483 = -120453.425150 nChanged 17 SP:Iteration 14Q (6.858090 sec): 3 clusters Score: Raw -120936.378716 + Penalty 474.637656 = -120461.741061 nChanged 19 SP:Iteration 15Q (6.863311 sec): 3 clusters Score: Raw -120945.490856 + Penalty 464.117736 = -120481.373120 nChanged 15 SP:Iteration 16Q (6.868358 sec): 3 clusters Score: Raw -120953.642651 + Penalty 454.474728 = -120499.167922 nChanged 17 SP:Iteration 17Q (6.873418 sec): 3 clusters Score: Raw -120965.163465 + Penalty 463.972544 = -120501.190921 nChanged 13 SP:Iteration 18Q (6.878422 sec): 3 clusters Score: Raw -120972.860606 + Penalty 475.258705 = -120497.601902 nChanged 9 SP:Iteration 19F (6.884772 sec): 3 clusters Score: Raw -120976.817399 + Penalty 477.807943 = -120499.009456 nChanged 4 SP:Iteration 20F (6.891346 sec): 3 clusters Score: Raw -120978.106096 + Penalty 477.446454 = -120500.659642 nChanged 4 SP:Iteration 21Q (6.896307 sec): 3 clusters Score: Raw -120979.860643 + Penalty 484.039859 = -120495.820784 nChanged 2 SP:Iteration 22F (6.902609 sec): 3 clusters Score: Raw -120982.263845 + Penalty 484.039859 = -120498.223985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.905490 sec): 2 clusters Score: Raw -12746.411089 + Penalty 728.925570 = -12017.485519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.906278 sec): 3 clusters Score: Raw -12682.713391 + Penalty 1459.490424 = -11223.222967 nChanged 60 SP:Iteration 1F (6.907049 sec): 3 clusters Score: Raw -12767.993623 + Penalty 1460.310169 = -11307.683454 nChanged 17 SP:Iteration 2F (6.907817 sec): 3 clusters Score: Raw -12795.186778 + Penalty 1461.401628 = -11333.785150 nChanged 7 SP:Iteration 3Q (6.908572 sec): 3 clusters Score: Raw -12805.535855 + Penalty 1461.104668 = -11344.431187 nChanged 3 SP:Iteration 4Q (6.909324 sec): 3 clusters Score: Raw -12809.660322 + Penalty 1461.028049 = -11348.632273 nChanged 3 SP:Iteration 5Q (6.910074 sec): 3 clusters Score: Raw -12811.820442 + Penalty 1461.323730 = -11350.496713 nChanged 2 SP:Iteration 6Q (6.910824 sec): 3 clusters Score: Raw -12814.510933 + Penalty 1461.282709 = -11353.228224 nChanged 1 SP:Iteration 7Q (6.911574 sec): 3 clusters Score: Raw -12818.489272 + Penalty 1461.282709 = -11357.206564 nChanged 0 SP:Iteration 8F (6.912360 sec): 3 clusters Score: Raw -12818.489272 + Penalty 1461.282709 = -11357.206564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.913655 sec): 2 clusters Score: Raw -5032.682797 + Penalty 509.401744 = -4523.281053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.914066 sec): 3 clusters Score: Raw -5001.352276 + Penalty 1009.642987 = -3991.709288 nChanged 17 SP:Iteration 1F (6.914470 sec): 3 clusters Score: Raw -5024.940068 + Penalty 1015.017225 = -4009.922844 nChanged 10 SP:Iteration 2F (6.914873 sec): 3 clusters Score: Raw -5036.595275 + Penalty 1015.017225 = -4021.578050 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 4 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.922735 sec): 2 clusters Score: Raw -57724.891400 + Penalty 561.336924 = -57163.554476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.925550 sec): 3 clusters Score: Raw -56813.746450 + Penalty 1116.454491 = -55697.291959 nChanged 561 SP:Iteration 1F (6.928307 sec): 3 clusters Score: Raw -57110.350689 + Penalty 1105.235670 = -56005.115019 nChanged 269 SP:Iteration 2F (6.931044 sec): 3 clusters Score: Raw -57393.188935 + Penalty 1101.766297 = -56291.422639 nChanged 176 SP:Iteration 3F (6.933775 sec): 3 clusters Score: Raw -57553.159446 + Penalty 1086.134148 = -56467.025299 nChanged 77 SP:Iteration 4F (6.936506 sec): 3 clusters Score: Raw -57621.631567 + Penalty 1075.005817 = -56546.625750 nChanged 52 SP:Iteration 5Q (6.939350 sec): 3 clusters Score: Raw -57677.814820 + Penalty 1061.157449 = -56616.657371 nChanged 27 SP:Iteration 6Q (6.942092 sec): 3 clusters Score: Raw -57712.979815 + Penalty 1058.512514 = -56654.467301 nChanged 11 SP:Iteration 7Q (6.944644 sec): 3 clusters Score: Raw -57730.003815 + Penalty 1043.616483 = -56686.387332 nChanged 5 SP:Iteration 8Q (6.947022 sec): 3 clusters Score: Raw -57743.143544 + Penalty 1039.993941 = -56703.149602 nChanged 4 SP:Iteration 9Q (6.949317 sec): 3 clusters Score: Raw -57753.230607 + Penalty 1033.224344 = -56720.006262 nChanged 1 SP:Iteration 10F (6.952042 sec): 3 clusters Score: Raw -57755.581290 + Penalty 1035.062872 = -56720.518418 nChanged 2 SP:Iteration 11Q (6.954305 sec): 3 clusters Score: Raw -57756.110538 + Penalty 1033.665574 = -56722.444963 nChanged 1 SP:Iteration 12Q (6.956539 sec): 3 clusters Score: Raw -57756.669671 + Penalty 1032.145551 = -56724.524120 nChanged 2 SP:Iteration 13Q (6.958838 sec): 3 clusters Score: Raw -57758.142402 + Penalty 1032.145551 = -56725.996851 nChanged 0 SP:Iteration 14F (6.961615 sec): 3 clusters Score: Raw -57758.142402 + Penalty 1032.145551 = -56725.996851 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.965774 sec): 2 clusters Score: Raw -28720.519068 + Penalty 65.409835 = -28655.109233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.967476 sec): 3 clusters Score: Raw -28213.413458 + Penalty 125.931477 = -28087.481981 nChanged 374 SP:Iteration 1F (6.969102 sec): 3 clusters Score: Raw -28559.142717 + Penalty 127.069085 = -28432.073632 nChanged 49 SP:Iteration 2F (6.970720 sec): 3 clusters Score: Raw -28603.629779 + Penalty 134.114071 = -28469.515708 nChanged 46 SP:Iteration 3F (6.972336 sec): 3 clusters Score: Raw -28648.218282 + Penalty 147.903161 = -28500.315122 nChanged 35 SP:Iteration 4Q (6.973906 sec): 3 clusters Score: Raw -28685.907869 + Penalty 140.275803 = -28545.632066 nChanged 23 SP:Iteration 5Q (6.975461 sec): 3 clusters Score: Raw -28713.996087 + Penalty 137.338340 = -28576.657747 nChanged 9 SP:Iteration 6Q (6.976938 sec): 3 clusters Score: Raw -28724.289649 + Penalty 144.974851 = -28579.314798 nChanged 1 SP:Iteration 7Q (6.978376 sec): 3 clusters Score: Raw -28724.842460 + Penalty 144.974851 = -28579.867609 nChanged 0 SP:Iteration 8F (6.979972 sec): 3 clusters Score: Raw -28724.842460 + Penalty 144.974851 = -28579.867609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.981798 sec): 2 clusters Score: Raw -178.865170 + Penalty 80.000244 = -98.864926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.982019 sec): 3 clusters Score: Raw -178.841819 + Penalty 170.477749 = -8.364071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982790 sec): 2 clusters Score: Raw -228.540781 + Penalty 149.090788 = -79.449993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983011 sec): 3 clusters Score: Raw -228.239661 + Penalty 298.181577 = 69.941916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.984135 sec): 2 clusters Score: Raw -4991.844406 + Penalty 749.225524 = -4242.618882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.984574 sec): 3 clusters Score: Raw -5113.273445 + Penalty 1497.184631 = -3616.088814 nChanged 10 SP:Iteration 1F (6.985003 sec): 3 clusters Score: Raw -5155.365344 + Penalty 1496.884491 = -3658.480853 nChanged 1 SP:Iteration 2Q (6.985405 sec): 3 clusters Score: Raw -5163.816743 + Penalty 1496.884491 = -3666.932252 nChanged 0 SP:Iteration 3F (6.985832 sec): 3 clusters Score: Raw -5163.816743 + Penalty 1496.884491 = -3666.932252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986683 sec): 2 clusters Score: Raw -124.780903 + Penalty 93.754426 = -31.026477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986894 sec): 3 clusters Score: Raw -118.156546 + Penalty 188.731207 = 70.574662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.987648 sec): 2 clusters Score: Raw -261.065204 + Penalty 172.435739 = -88.629465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.987894 sec): 3 clusters Score: Raw -265.216301 + Penalty 345.466931 = 80.250630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.988858 sec): 2 clusters Score: Raw -2538.260278 + Penalty 441.176239 = -2097.084039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.989199 sec): 3 clusters Score: Raw -2583.996448 + Penalty 882.290262 = -1701.706187 nChanged 2 SP:Iteration 1Q (6.989522 sec): 3 clusters Score: Raw -2591.108270 + Penalty 882.290262 = -1708.818008 nChanged 0 SP:Iteration 2F (6.989855 sec): 3 clusters Score: Raw -2591.108270 + Penalty 882.290262 = -1708.818008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.991828 sec): 2 clusters Score: Raw -12151.635995 + Penalty 813.410742 = -11338.225254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.992627 sec): 3 clusters Score: Raw -12141.774892 + Penalty 1625.868161 = -10515.906731 nChanged 54 SP:Iteration 1F (6.993421 sec): 3 clusters Score: Raw -12221.599541 + Penalty 1626.369822 = -10595.229719 nChanged 10 SP:Iteration 2Q (6.994188 sec): 3 clusters Score: Raw -12238.718913 + Penalty 1626.486779 = -10612.232134 nChanged 3 SP:Iteration 3Q (6.994957 sec): 3 clusters Score: Raw -12244.494587 + Penalty 1626.329414 = -10618.165174 nChanged 1 SP:Iteration 4Q (6.995717 sec): 3 clusters Score: Raw -12246.542997 + Penalty 1626.329414 = -10620.213583 nChanged 0 SP:Iteration 5F (6.996507 sec): 3 clusters Score: Raw -12246.542997 + Penalty 1626.329414 = -10620.213583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 13 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.000729 sec): 2 clusters Score: Raw -23229.196018 + Penalty 1037.368741 = -22191.827277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.002222 sec): 3 clusters Score: Raw -23112.683500 + Penalty 2074.823125 = -21037.860375 nChanged 143 SP:Iteration 1F (7.003689 sec): 3 clusters Score: Raw -23274.580343 + Penalty 2074.834573 = -21199.745770 nChanged 29 SP:Iteration 2Q (7.005106 sec): 3 clusters Score: Raw -23313.248007 + Penalty 2074.815304 = -21238.432702 nChanged 16 SP:Iteration 3Q (7.006490 sec): 3 clusters Score: Raw -23335.389987 + Penalty 2074.824143 = -21260.565843 nChanged 8 SP:Iteration 4Q (7.007855 sec): 3 clusters Score: Raw -23344.931995 + Penalty 2074.824615 = -21270.107380 nChanged 4 SP:Iteration 5Q (7.009215 sec): 3 clusters Score: Raw -23349.282139 + Penalty 2074.824143 = -21274.457995 nChanged 2 SP:Iteration 6Q (7.010579 sec): 3 clusters Score: Raw -23353.686105 + Penalty 2074.824534 = -21278.861570 nChanged 3 SP:Iteration 7Q (7.012007 sec): 3 clusters Score: Raw -23355.995691 + Penalty 2074.824615 = -21281.171076 nChanged 1 SP:Iteration 8Q (7.013427 sec): 3 clusters Score: Raw -23357.340167 + Penalty 2074.824615 = -21282.515552 nChanged 0 SP:Iteration 9F (7.014878 sec): 3 clusters Score: Raw -23357.340167 + Penalty 2074.824615 = -21282.515552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.017673 sec): 2 clusters Score: Raw -13808.150315 + Penalty 69.810728 = -13738.339587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.018754 sec): 3 clusters Score: Raw -13597.982491 + Penalty 157.749778 = -13440.232713 nChanged 179 SP:Iteration 1F (7.019826 sec): 3 clusters Score: Raw -13754.560558 + Penalty 162.565959 = -13591.994599 nChanged 27 SP:Iteration 2F (7.020897 sec): 3 clusters Score: Raw -13796.097164 + Penalty 167.026092 = -13629.071072 nChanged 12 SP:Iteration 3Q (7.021959 sec): 3 clusters Score: Raw -13811.117252 + Penalty 173.046580 = -13638.070671 nChanged 11 SP:Iteration 4Q (7.023009 sec): 3 clusters Score: Raw -13817.384757 + Penalty 177.739334 = -13639.645422 nChanged 5 SP:Iteration 5Q (7.023966 sec): 3 clusters Score: Raw -13818.785214 + Penalty 177.299712 = -13641.485502 nChanged 2 SP:Iteration 6Q (7.024905 sec): 3 clusters Score: Raw -13819.378135 + Penalty 177.385521 = -13641.992613 nChanged 1 SP:Iteration 7Q (7.025884 sec): 3 clusters Score: Raw -13819.775950 + Penalty 177.475226 = -13642.300723 nChanged 1 SP:Iteration 8Q (7.026835 sec): 3 clusters Score: Raw -13820.046304 + Penalty 177.475226 = -13642.571078 nChanged 0 SP:Iteration 9F (7.027864 sec): 3 clusters Score: Raw -13820.046304 + Penalty 177.475226 = -13642.571078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.029488 sec): 2 clusters Score: Raw -4207.013044 + Penalty 672.010068 = -3535.002976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.029903 sec): 3 clusters Score: Raw -4282.980302 + Penalty 1344.020136 = -2938.960166 nChanged 4 SP:Iteration 1Q (7.030294 sec): 3 clusters Score: Raw -4300.753338 + Penalty 1344.020136 = -2956.733202 nChanged 0 SP:Iteration 2F (7.030696 sec): 3 clusters Score: Raw -4300.753338 + Penalty 1344.020136 = -2956.733202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.031664 sec): 2 clusters Score: Raw -615.965518 + Penalty 311.729681 = -304.235837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.031904 sec): 3 clusters Score: Raw -616.070063 + Penalty 621.661852 = 5.591789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.034734 sec): 2 clusters Score: Raw -24289.288349 + Penalty 636.861931 = -23652.426418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.036167 sec): 3 clusters Score: Raw -24010.728938 + Penalty 1271.649265 = -22739.079672 nChanged 182 SP:Iteration 1F (7.037588 sec): 3 clusters Score: Raw -24134.473789 + Penalty 1270.491673 = -22863.982116 nChanged 52 SP:Iteration 2F (7.038990 sec): 3 clusters Score: Raw -24180.974771 + Penalty 1268.045148 = -22912.929623 nChanged 37 SP:Iteration 3F (7.040398 sec): 3 clusters Score: Raw -24212.413597 + Penalty 1269.825937 = -22942.587660 nChanged 28 SP:Iteration 4Q (7.041788 sec): 3 clusters Score: Raw -24237.000671 + Penalty 1276.595425 = -22960.405247 nChanged 29 SP:Iteration 5Q (7.043143 sec): 3 clusters Score: Raw -24268.279031 + Penalty 1287.776851 = -22980.502180 nChanged 20 SP:Iteration 6Q (7.044476 sec): 3 clusters Score: Raw -24286.989033 + Penalty 1293.848307 = -22993.140726 nChanged 10 SP:Iteration 7Q (7.045793 sec): 3 clusters Score: Raw -24296.962260 + Penalty 1291.826880 = -23005.135380 nChanged 7 SP:Iteration 8Q (7.047107 sec): 3 clusters Score: Raw -24303.552847 + Penalty 1288.392843 = -23015.160004 nChanged 5 SP:Iteration 9Q (7.048418 sec): 3 clusters Score: Raw -24308.553035 + Penalty 1288.229071 = -23020.323964 nChanged 4 SP:Iteration 10F (7.049739 sec): 3 clusters Score: Raw -24312.315763 + Penalty 1291.216989 = -23021.098775 nChanged 3 SP:Iteration 11Q (7.051048 sec): 3 clusters Score: Raw -24317.833099 + Penalty 1296.803041 = -23021.030058 nChanged 2 SP:Iteration 12F (7.052369 sec): 3 clusters Score: Raw -24320.316883 + Penalty 1303.336388 = -23016.980495 nChanged 3 SP:Iteration 13F (7.053692 sec): 3 clusters Score: Raw -24323.388502 + Penalty 1304.213595 = -23019.174907 nChanged 1 SP:Iteration 14Q (7.054986 sec): 3 clusters Score: Raw -24324.287474 + Penalty 1304.420497 = -23019.866977 nChanged 1 SP:Iteration 15Q (7.056341 sec): 3 clusters Score: Raw -24324.728704 + Penalty 1303.158787 = -23021.569916 nChanged 2 SP:Iteration 16Q (7.057679 sec): 3 clusters Score: Raw -24326.308940 + Penalty 1303.089671 = -23023.219269 nChanged 1 SP:Iteration 17Q (7.059040 sec): 3 clusters Score: Raw -24326.839294 + Penalty 1305.084476 = -23021.754818 nChanged 1 SP:Iteration 18F (7.060430 sec): 3 clusters Score: Raw -24327.869113 + Penalty 1305.084476 = -23022.784636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.061748 sec): 2 clusters Score: Raw -298.899870 + Penalty 246.739328 = -52.160542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.061976 sec): 3 clusters Score: Raw -289.430392 + Penalty 491.734158 = 202.303766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.063076 sec): 2 clusters Score: Raw -2214.316663 + Penalty 162.961978 = -2051.354684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.063433 sec): 3 clusters Score: Raw -2188.754100 + Penalty 324.180698 = -1864.573402 nChanged 17 SP:Iteration 1F (7.063785 sec): 3 clusters Score: Raw -2216.250988 + Penalty 315.537650 = -1900.713337 nChanged 10 SP:Iteration 2F (7.064137 sec): 3 clusters Score: Raw -2237.441355 + Penalty 317.895437 = -1919.545918 nChanged 3 SP:Iteration 3Q (7.064483 sec): 3 clusters Score: Raw -2244.572405 + Penalty 314.355241 = -1930.217163 nChanged 1 SP:Iteration 4Q (7.064827 sec): 3 clusters Score: Raw -2247.739605 + Penalty 314.355241 = -1933.384364 nChanged 0 SP:Iteration 5F (7.065178 sec): 3 clusters Score: Raw -2247.739605 + Penalty 314.355241 = -1933.384364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.066238 sec): 2 clusters Score: Raw -1045.078086 + Penalty 225.489677 = -819.588409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.066505 sec): 3 clusters Score: Raw -1048.753274 + Penalty 457.688015 = -591.065259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.067652 sec): 2 clusters Score: Raw -4033.455915 + Penalty 702.068227 = -3331.387688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.068061 sec): 3 clusters Score: Raw -4161.946432 + Penalty 1404.280304 = -2757.666128 nChanged 3 SP:Iteration 1Q (7.068439 sec): 3 clusters Score: Raw -4180.217001 + Penalty 1404.125593 = -2776.091408 nChanged 1 SP:Iteration 2Q (7.068815 sec): 3 clusters Score: Raw -4187.139777 + Penalty 1404.125593 = -2783.014184 nChanged 0 SP:Iteration 3F (7.069219 sec): 3 clusters Score: Raw -4187.139777 + Penalty 1404.125593 = -2783.014184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.070209 sec): 2 clusters Score: Raw -759.632355 + Penalty 281.238353 = -478.394002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.070467 sec): 3 clusters Score: Raw -772.214694 + Penalty 568.482149 = -203.732546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.071436 sec): 2 clusters Score: Raw -341.733815 + Penalty 196.239358 = -145.494457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.071659 sec): 3 clusters Score: Raw -338.625827 + Penalty 392.478715 = 53.852889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.072566 sec): 2 clusters Score: Raw -1348.511578 + Penalty 336.384565 = -1012.127013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.072837 sec): 3 clusters Score: Raw -1364.820362 + Penalty 665.906253 = -698.914109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.073873 sec): 2 clusters Score: Raw -770.099434 + Penalty 279.046742 = -491.052692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.074118 sec): 3 clusters Score: Raw -783.201288 + Penalty 554.700596 = -228.500692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.074856 sec): 2 clusters Score: Raw -186.498490 + Penalty 171.785942 = -14.712548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.075070 sec): 3 clusters Score: Raw -176.907113 + Penalty 343.571884 = 166.664771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.076667 sec): 2 clusters Score: Raw -12986.975703 + Penalty 680.564761 = -12306.410942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.077412 sec): 3 clusters Score: Raw -12890.901894 + Penalty 1360.403245 = -11530.498649 nChanged 60 SP:Iteration 1F (7.078129 sec): 3 clusters Score: Raw -12969.803298 + Penalty 1360.197834 = -11609.605464 nChanged 21 SP:Iteration 2F (7.078846 sec): 3 clusters Score: Raw -13004.339656 + Penalty 1359.476162 = -11644.863494 nChanged 8 SP:Iteration 3Q (7.079555 sec): 3 clusters Score: Raw -13013.941472 + Penalty 1359.552413 = -11654.389059 nChanged 3 SP:Iteration 4Q (7.080293 sec): 3 clusters Score: Raw -13015.464441 + Penalty 1359.552413 = -11655.912029 nChanged 0 SP:Iteration 5F (7.081040 sec): 3 clusters Score: Raw -13015.464441 + Penalty 1359.552413 = -11655.912029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 28 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.082068 sec): 2 clusters Score: Raw -722.890224 + Penalty 383.076294 = -339.813930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.082302 sec): 3 clusters Score: Raw -731.792476 + Penalty 762.677238 = 30.884762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.083197 sec): 2 clusters Score: Raw -2174.510253 + Penalty 579.856245 = -1594.654008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.083509 sec): 3 clusters Score: Raw -2282.995943 + Penalty 1160.430871 = -1122.565073 nChanged 1 SP:Iteration 1Q (7.083797 sec): 3 clusters Score: Raw -2290.382382 + Penalty 1160.430871 = -1129.951511 nChanged 0 SP:Iteration 2F (7.084102 sec): 3 clusters Score: Raw -2290.382382 + Penalty 1160.430871 = -1129.951511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.084857 sec): 2 clusters Score: Raw -275.934583 + Penalty 230.622437 = -45.312146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.085076 sec): 3 clusters Score: Raw -273.023929 + Penalty 461.196950 = 188.173021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.086815 sec): 2 clusters Score: Raw -15148.017712 + Penalty 919.630565 = -14228.387147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.087631 sec): 3 clusters Score: Raw -15097.811310 + Penalty 1839.991106 = -13257.820203 nChanged 52 SP:Iteration 1F (7.088415 sec): 3 clusters Score: Raw -15183.573962 + Penalty 1840.693950 = -13342.880013 nChanged 13 SP:Iteration 2Q (7.089190 sec): 3 clusters Score: Raw -15219.083185 + Penalty 1840.771711 = -13378.311474 nChanged 11 SP:Iteration 3Q (7.089959 sec): 3 clusters Score: Raw -15243.616321 + Penalty 1840.924343 = -13402.691978 nChanged 3 SP:Iteration 4Q (7.090925 sec): 3 clusters Score: Raw -15254.486022 + Penalty 1840.910756 = -13413.575265 nChanged 1 SP:Iteration 5Q (7.091681 sec): 3 clusters Score: Raw -15255.671988 + Penalty 1840.893573 = -13414.778415 nChanged 1 SP:Iteration 6Q (7.092433 sec): 3 clusters Score: Raw -15256.596461 + Penalty 1840.893573 = -13415.702889 nChanged 0 SP:Iteration 7F (7.093216 sec): 3 clusters Score: Raw -15256.596461 + Penalty 1840.893573 = -13415.702889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.094377 sec): 2 clusters Score: Raw -323.394941 + Penalty 203.790752 = -119.604189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.094607 sec): 3 clusters Score: Raw -328.497071 + Penalty 395.329712 = 66.832641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.095516 sec): 2 clusters Score: Raw -2763.833264 + Penalty 466.791435 = -2297.041829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.095846 sec): 3 clusters Score: Raw -2782.432173 + Penalty 934.032167 = -1848.400006 nChanged 4 SP:Iteration 1F (7.096170 sec): 3 clusters Score: Raw -2788.358287 + Penalty 934.032167 = -1854.326120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.097011 sec): 2 clusters Score: Raw -1446.595014 + Penalty 191.102351 = -1255.492663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.097295 sec): 3 clusters Score: Raw -1454.017363 + Penalty 373.439884 = -1080.577478 nChanged 6 SP:Iteration 1F (7.097570 sec): 3 clusters Score: Raw -1467.280520 + Penalty 373.675925 = -1093.604595 nChanged 3 SP:Iteration 2F (7.097846 sec): 3 clusters Score: Raw -1472.988301 + Penalty 377.306267 = -1095.682034 nChanged 1 SP:Iteration 3Q (7.098117 sec): 3 clusters Score: Raw -1475.260653 + Penalty 387.826053 = -1087.434600 nChanged 2 SP:Iteration 4F (7.098394 sec): 3 clusters Score: Raw -1480.042967 + Penalty 387.826053 = -1092.216914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.099196 sec): 2 clusters Score: Raw -961.274000 + Penalty 162.486595 = -798.787404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.099463 sec): 3 clusters Score: Raw -968.686510 + Penalty 321.139191 = -647.547320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.100322 sec): 2 clusters Score: Raw -1793.494632 + Penalty 303.212736 = -1490.281896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.100627 sec): 3 clusters Score: Raw -1810.647497 + Penalty 606.713256 = -1203.934241 nChanged 1 SP:Iteration 1Q (7.100922 sec): 3 clusters Score: Raw -1812.878919 + Penalty 607.954563 = -1204.924356 nChanged 1 SP:Iteration 2Q (7.101218 sec): 3 clusters Score: Raw -1813.638572 + Penalty 607.954563 = -1205.684009 nChanged 0 SP:Iteration 3F (7.101516 sec): 3 clusters Score: Raw -1813.638572 + Penalty 607.954563 = -1205.684009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 37 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.102279 sec): 2 clusters Score: Raw -575.640410 + Penalty 303.232102 = -272.408307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.102511 sec): 3 clusters Score: Raw -594.217754 + Penalty 610.679467 = 16.461713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.103262 sec): 2 clusters Score: Raw -213.191476 + Penalty 159.419729 = -53.771747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.103477 sec): 3 clusters Score: Raw -209.119096 + Penalty 300.947750 = 91.828654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.104203 sec): 2 clusters Score: Raw -137.034579 + Penalty 114.257492 = -22.777086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.104399 sec): 2 clusters Score: Raw -137.034579 + Penalty 114.257492 = -22.777086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.105132 sec): 2 clusters Score: Raw -246.333767 + Penalty 139.221106 = -107.112661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.105351 sec): 3 clusters Score: Raw -249.325102 + Penalty 296.392692 = 47.067590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 41 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.106105 sec): 2 clusters Score: Raw -645.425257 + Penalty 299.199641 = -346.225616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.106342 sec): 3 clusters Score: Raw -659.756850 + Penalty 584.150684 = -75.606166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.107073 sec): 2 clusters Score: Raw -224.418428 + Penalty 172.381483 = -52.036945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.107271 sec): 2 clusters Score: Raw -224.418428 + Penalty 172.381483 = -52.036945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.108019 sec): 2 clusters Score: Raw -585.373586 + Penalty 286.899085 = -298.474501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.108251 sec): 3 clusters Score: Raw -593.125062 + Penalty 572.560669 = -20.564393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.109514 sec): 2 clusters Score: Raw -8311.297643 + Penalty 719.624562 = -7591.673081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.110053 sec): 3 clusters Score: Raw -8314.341379 + Penalty 1439.311224 = -6875.030155 nChanged 23 SP:Iteration 1F (7.110581 sec): 3 clusters Score: Raw -8361.425473 + Penalty 1439.250518 = -6922.174955 nChanged 4 SP:Iteration 2Q (7.111098 sec): 3 clusters Score: Raw -8368.500888 + Penalty 1439.250518 = -6929.250371 nChanged 0 SP:Iteration 3F (7.111658 sec): 3 clusters Score: Raw -8368.500888 + Penalty 1439.250518 = -6929.250371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.112575 sec): 2 clusters Score: Raw -949.584790 + Penalty 431.204826 = -518.379964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.112820 sec): 3 clusters Score: Raw -979.247071 + Penalty 849.072812 = -130.174258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.113622 sec): 2 clusters Score: Raw -1398.677622 + Penalty 508.039487 = -890.638135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.113889 sec): 3 clusters Score: Raw -1482.445823 + Penalty 1017.024110 = -465.421713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.114706 sec): 2 clusters Score: Raw -1814.371497 + Penalty 575.769296 = -1238.602201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.115006 sec): 3 clusters Score: Raw -1926.796745 + Penalty 1151.287363 = -775.509381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.115740 sec): 2 clusters Score: Raw -88.793436 + Penalty 78.338736 = -10.454701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.115933 sec): 2 clusters Score: Raw -88.793436 + Penalty 78.338736 = -10.454701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 50 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.116730 sec): 2 clusters Score: Raw -1317.775773 + Penalty 451.259581 = -866.516193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.116995 sec): 3 clusters Score: Raw -1398.461885 + Penalty 901.953488 = -496.508397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.117798 sec): 2 clusters Score: Raw -1477.802169 + Penalty 451.187267 = -1026.614903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.118071 sec): 3 clusters Score: Raw -1533.531019 + Penalty 899.540160 = -633.990859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.118887 sec): 2 clusters Score: Raw -1530.865187 + Penalty 372.744347 = -1158.120841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.119160 sec): 3 clusters Score: Raw -1537.208988 + Penalty 747.495913 = -789.713075 nChanged 1 SP:Iteration 1Q (7.119424 sec): 3 clusters Score: Raw -1540.053630 + Penalty 750.971975 = -789.081655 nChanged 1 SP:Iteration 2F (7.119690 sec): 3 clusters Score: Raw -1540.659951 + Penalty 750.971975 = -789.687976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.120503 sec): 2 clusters Score: Raw -1688.666055 + Penalty 526.754998 = -1161.911057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.120779 sec): 3 clusters Score: Raw -1750.935640 + Penalty 1052.547564 = -698.388077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.121531 sec): 2 clusters Score: Raw -547.531871 + Penalty 312.720240 = -234.811631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.121760 sec): 3 clusters Score: Raw -558.838948 + Penalty 601.173958 = 42.335010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.122500 sec): 2 clusters Score: Raw -461.928703 + Penalty 304.352154 = -157.576549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.122724 sec): 3 clusters Score: Raw -448.601147 + Penalty 599.743923 = 151.142776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.123513 sec): 2 clusters Score: Raw -915.803072 + Penalty 368.141265 = -547.661807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.123767 sec): 3 clusters Score: Raw -952.734903 + Penalty 739.090775 = -213.644127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.124520 sec): 2 clusters Score: Raw -109.185524 + Penalty 75.034780 = -34.150745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.124731 sec): 3 clusters Score: Raw -110.084200 + Penalty 148.502640 = 38.418440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.125515 sec): 2 clusters Score: Raw -498.803753 + Penalty 289.451118 = -209.352635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.125751 sec): 3 clusters Score: Raw -520.396292 + Penalty 579.858036 = 59.461744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 59 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.126521 sec): 2 clusters Score: Raw -726.247506 + Penalty 329.859446 = -396.388060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.126758 sec): 3 clusters Score: Raw -745.883410 + Penalty 661.109402 = -84.774007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.127503 sec): 2 clusters Score: Raw -484.675154 + Penalty 249.770825 = -234.904329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.127733 sec): 3 clusters Score: Raw -501.507337 + Penalty 506.923024 = 5.415686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.128468 sec): 2 clusters Score: Raw -410.438429 + Penalty 278.869407 = -131.569022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.128690 sec): 3 clusters Score: Raw -397.927131 + Penalty 560.851276 = 162.924145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 62 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.129421 sec): 2 clusters Score: Raw -255.793922 + Penalty 193.292101 = -62.501821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.129639 sec): 3 clusters Score: Raw -254.481346 + Penalty 386.584201 = 132.102856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.130379 sec): 2 clusters Score: Raw -435.698065 + Penalty 223.951265 = -211.746799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.130605 sec): 3 clusters Score: Raw -435.794983 + Penalty 449.734187 = 13.939204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.131332 sec): 2 clusters Score: Raw -254.018286 + Penalty 219.654910 = -34.363377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.131547 sec): 3 clusters Score: Raw -239.810473 + Penalty 466.131476 = 226.321003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.132284 sec): 2 clusters Score: Raw -365.225649 + Penalty 228.135440 = -137.090209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.132504 sec): 3 clusters Score: Raw -366.618627 + Penalty 488.767802 = 122.149175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.133258 sec): 2 clusters Score: Raw -677.017828 + Penalty 310.699614 = -366.318214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.133495 sec): 3 clusters Score: Raw -695.321381 + Penalty 615.133318 = -80.188063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 68 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.134258 sec): 2 clusters Score: Raw -856.651734 + Penalty 362.689151 = -493.962582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.134501 sec): 3 clusters Score: Raw -879.453095 + Penalty 725.214586 = -154.238508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 69 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.135325 sec): 2 clusters Score: Raw -1589.117350 + Penalty 464.295551 = -1124.821799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.135600 sec): 3 clusters Score: Raw -1638.666840 + Penalty 928.574558 = -710.092282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.136354 sec): 2 clusters Score: Raw -209.582205 + Penalty 130.127243 = -79.454962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.136572 sec): 3 clusters Score: Raw -203.686084 + Penalty 250.731676 = 47.045592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.137337 sec): 2 clusters Score: Raw -857.044276 + Penalty 390.479909 = -466.564367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.137582 sec): 3 clusters Score: Raw -890.433555 + Penalty 781.361597 = -109.071958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.138403 sec): 2 clusters Score: Raw -1124.856432 + Penalty 379.818173 = -745.038259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.138662 sec): 3 clusters Score: Raw -1163.455359 + Penalty 760.863447 = -402.591912 nChanged 1 SP:Iteration 1Q (7.138905 sec): 3 clusters Score: Raw -1172.734657 + Penalty 760.379366 = -412.355291 nChanged 1 SP:Iteration 2Q (7.139148 sec): 3 clusters Score: Raw -1177.049284 + Penalty 760.379366 = -416.669917 nChanged 0 SP:Iteration 3F (7.139402 sec): 3 clusters Score: Raw -1177.049284 + Penalty 760.379366 = -416.669917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.140144 sec): 2 clusters Score: Raw -259.497547 + Penalty 189.961724 = -69.535823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.140360 sec): 3 clusters Score: Raw -256.698403 + Penalty 352.965501 = 96.267097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.141097 sec): 2 clusters Score: Raw -298.424048 + Penalty 244.948247 = -53.475801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.141315 sec): 3 clusters Score: Raw -287.207912 + Penalty 502.287973 = 215.080062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 75 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.142103 sec): 2 clusters Score: Raw -1101.547969 + Penalty 416.089778 = -685.458192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.142358 sec): 3 clusters Score: Raw -1140.782940 + Penalty 830.470541 = -310.312399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.143111 sec): 2 clusters Score: Raw -475.096342 + Penalty 197.700597 = -277.395745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.143343 sec): 3 clusters Score: Raw -480.082883 + Penalty 395.339734 = -84.743149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.144069 sec): 2 clusters Score: Raw -177.122961 + Penalty 140.659955 = -36.463006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.144283 sec): 3 clusters Score: Raw -169.825549 + Penalty 281.319910 = 111.494361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.145067 sec): 2 clusters Score: Raw -668.046272 + Penalty 280.390418 = -387.655853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.145309 sec): 3 clusters Score: Raw -676.676006 + Penalty 541.050968 = -135.625037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.146065 sec): 2 clusters Score: Raw -625.658024 + Penalty 252.012374 = -373.645650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.146299 sec): 3 clusters Score: Raw -625.160356 + Penalty 463.995430 = -161.164926 nChanged 1 SP:Iteration 1F (7.146528 sec): 3 clusters Score: Raw -626.307294 + Penalty 463.995430 = -162.311863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.147275 sec): 2 clusters Score: Raw -571.586640 + Penalty 293.554018 = -278.032621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.147508 sec): 3 clusters Score: Raw -578.307220 + Penalty 586.993266 = 8.686046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.148309 sec): 2 clusters Score: Raw -1434.216483 + Penalty 407.594533 = -1026.621949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.148579 sec): 3 clusters Score: Raw -1473.456980 + Penalty 810.073099 = -663.383881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.149324 sec): 2 clusters Score: Raw -285.994877 + Penalty 132.378976 = -153.615901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.149547 sec): 3 clusters Score: Raw -294.299665 + Penalty 262.545329 = -31.754335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.150276 sec): 2 clusters Score: Raw -207.879486 + Penalty 145.364512 = -62.514974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.150490 sec): 3 clusters Score: Raw -202.256699 + Penalty 312.923282 = 110.666583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 85 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.151252 sec): 2 clusters Score: Raw -802.558836 + Penalty 346.256800 = -456.302036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.151492 sec): 3 clusters Score: Raw -828.145161 + Penalty 693.852354 = -134.292806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.152226 sec): 2 clusters Score: Raw -207.713342 + Penalty 122.016927 = -85.696415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.152442 sec): 3 clusters Score: Raw -203.055202 + Penalty 233.103425 = 30.048223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 88 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.153230 sec): 2 clusters Score: Raw -1375.417013 + Penalty 472.362988 = -903.054025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.153493 sec): 3 clusters Score: Raw -1426.897444 + Penalty 940.602613 = -486.294831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.154212 sec): 2 clusters Score: Raw -41.721575 + Penalty 0.000000 = -41.721575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.154419 sec): 2 clusters Score: Raw -41.721575 + Penalty 0.000000 = -41.721575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 91 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.155200 sec): 2 clusters Score: Raw -1229.650003 + Penalty 481.106802 = -748.543202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.155454 sec): 3 clusters Score: Raw -1281.940072 + Penalty 962.951799 = -318.988272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.156195 sec): 2 clusters Score: Raw -215.956483 + Penalty 58.350375 = -157.606107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.156418 sec): 3 clusters Score: Raw -220.672712 + Penalty 118.173531 = -102.499181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.157144 sec): 2 clusters Score: Raw -158.319355 + Penalty 81.966774 = -76.352580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.157357 sec): 3 clusters Score: Raw -154.716174 + Penalty 163.933549 = 9.217375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.158075 sec): 2 clusters Score: Raw -83.960014 + Penalty 63.541774 = -20.418240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.158269 sec): 2 clusters Score: Raw -83.960014 + Penalty 63.541774 = -20.418240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.159005 sec): 2 clusters Score: Raw -215.126030 + Penalty 173.463021 = -41.663010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.159219 sec): 3 clusters Score: Raw -211.286175 + Penalty 328.386958 = 117.100783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.159947 sec): 2 clusters Score: Raw -111.486915 + Penalty 86.284422 = -25.202493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.160158 sec): 3 clusters Score: Raw -110.223090 + Penalty 178.845782 = 68.622692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.160896 sec): 2 clusters Score: Raw -403.960362 + Penalty 285.956199 = -118.004164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.161117 sec): 3 clusters Score: Raw -396.552322 + Penalty 571.912397 = 175.360076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.161854 sec): 2 clusters Score: Raw -382.715629 + Penalty 237.984353 = -144.731276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.162077 sec): 3 clusters Score: Raw -387.769223 + Penalty 477.150723 = 89.381500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.162808 sec): 2 clusters Score: Raw -296.872844 + Penalty 232.041269 = -64.831575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.163028 sec): 3 clusters Score: Raw -287.429969 + Penalty 464.082538 = 176.652569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.163753 sec): 2 clusters Score: Raw -210.094110 + Penalty 125.342984 = -84.751126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.163984 sec): 3 clusters Score: Raw -204.546898 + Penalty 253.371194 = 48.824297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.164729 sec): 2 clusters Score: Raw -564.012058 + Penalty 340.635249 = -223.376810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.164958 sec): 3 clusters Score: Raw -557.911130 + Penalty 686.572650 = 128.661520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.165705 sec): 2 clusters Score: Raw -535.554816 + Penalty 272.592278 = -262.962538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.165936 sec): 3 clusters Score: Raw -547.008923 + Penalty 539.657856 = -7.351068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.166662 sec): 2 clusters Score: Raw -91.227421 + Penalty 84.227321 = -7.000100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.166856 sec): 2 clusters Score: Raw -91.227421 + Penalty 84.227321 = -7.000100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.167569 sec): 2 clusters Score: Raw -37.265833 + Penalty 0.000000 = -37.265833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.167759 sec): 2 clusters Score: Raw -37.265833 + Penalty 0.000000 = -37.265833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.168475 sec): 2 clusters Score: Raw -88.728203 + Penalty 88.724931 = -0.003272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.168668 sec): 2 clusters Score: Raw -88.728203 + Penalty 88.724931 = -0.003272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.169422 sec): 2 clusters Score: Raw -745.270257 + Penalty 331.262961 = -414.007296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.169664 sec): 3 clusters Score: Raw -774.720679 + Penalty 653.211511 = -121.509168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.170420 sec): 2 clusters Score: Raw -451.860303 + Penalty 310.572222 = -141.288081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.170644 sec): 3 clusters Score: Raw -449.117028 + Penalty 622.384327 = 173.267298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.171371 sec): 2 clusters Score: Raw -166.352460 + Penalty 121.251873 = -45.100587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.171584 sec): 3 clusters Score: Raw -161.828201 + Penalty 242.503747 = 80.675546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.172315 sec): 2 clusters Score: Raw -257.668195 + Penalty 169.951036 = -87.717159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.172533 sec): 3 clusters Score: Raw -255.271868 + Penalty 339.902072 = 84.630203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.173247 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.173453 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.174196 sec): 2 clusters Score: Raw -523.055812 + Penalty 321.110384 = -201.945428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.174428 sec): 3 clusters Score: Raw -516.762241 + Penalty 642.220767 = 125.458526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.175203 sec): 2 clusters Score: Raw -344.045461 + Penalty 253.460248 = -90.585213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.175423 sec): 3 clusters Score: Raw -337.332880 + Penalty 497.118039 = 159.785159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.176168 sec): 2 clusters Score: Raw -399.834249 + Penalty 290.429930 = -109.404319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.176389 sec): 3 clusters Score: Raw -394.011187 + Penalty 587.086701 = 193.075514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.177130 sec): 2 clusters Score: Raw -403.179543 + Penalty 250.204959 = -152.974584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.177354 sec): 3 clusters Score: Raw -406.163601 + Penalty 500.977297 = 94.813695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.178091 sec): 2 clusters Score: Raw -399.693812 + Penalty 240.462260 = -159.231552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.178315 sec): 3 clusters Score: Raw -403.437245 + Penalty 478.919366 = 75.482121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.179045 sec): 2 clusters Score: Raw -201.044847 + Penalty 173.642200 = -27.402647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.179258 sec): 3 clusters Score: Raw -201.350129 + Penalty 340.079586 = 138.729457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.179986 sec): 2 clusters Score: Raw -215.560017 + Penalty 167.209305 = -48.350712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.180201 sec): 3 clusters Score: Raw -213.996205 + Penalty 334.363645 = 120.367441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.180940 sec): 2 clusters Score: Raw -233.746052 + Penalty 175.446409 = -58.299644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.181154 sec): 3 clusters Score: Raw -223.913358 + Penalty 366.966246 = 143.052888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.181874 sec): 2 clusters Score: Raw -128.738564 + Penalty 103.455603 = -25.282961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.182084 sec): 3 clusters Score: Raw -123.148417 + Penalty 201.450631 = 78.302214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.182805 sec): 2 clusters Score: Raw -159.528852 + Penalty 105.432539 = -54.096312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.183021 sec): 2 clusters Score: Raw -159.528852 + Penalty 105.432539 = -54.096312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.183744 sec): 2 clusters Score: Raw -132.298010 + Penalty 121.915200 = -10.382810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.183956 sec): 3 clusters Score: Raw -123.495243 + Penalty 241.568354 = 118.073111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.184679 sec): 2 clusters Score: Raw -93.045894 + Penalty 95.023593 = 1.977699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.184886 sec): 3 clusters Score: Raw -82.998657 + Penalty 190.047186 = 107.048530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.185603 sec): 2 clusters Score: Raw -88.784339 + Penalty 69.881201 = -18.903138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.185810 sec): 3 clusters Score: Raw -79.052345 + Penalty 139.762402 = 60.710058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.186535 sec): 2 clusters Score: Raw -131.525200 + Penalty 104.454192 = -27.071007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.186746 sec): 3 clusters Score: Raw -124.424371 + Penalty 189.831599 = 65.407228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.187478 sec): 2 clusters Score: Raw -307.618082 + Penalty 215.886785 = -91.731297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.187699 sec): 3 clusters Score: Raw -308.103129 + Penalty 431.047227 = 122.944098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.188436 sec): 2 clusters Score: Raw -313.022348 + Penalty 214.159468 = -98.862880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.188657 sec): 3 clusters Score: Raw -313.485785 + Penalty 427.063759 = 113.577974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.189380 sec): 2 clusters Score: Raw -184.908062 + Penalty 186.684671 = 1.776609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.189593 sec): 3 clusters Score: Raw -181.235185 + Penalty 356.595747 = 175.360561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.190320 sec): 2 clusters Score: Raw -220.730847 + Penalty 144.524556 = -76.206291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.190537 sec): 3 clusters Score: Raw -214.696051 + Penalty 295.503239 = 80.807189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.191263 sec): 2 clusters Score: Raw -248.471969 + Penalty 192.628642 = -55.843327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.191479 sec): 3 clusters Score: Raw -235.590957 + Penalty 384.771028 = 149.180070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.192205 sec): 2 clusters Score: Raw -143.641911 + Penalty 139.098493 = -4.543418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.192417 sec): 2 clusters Score: Raw -143.641911 + Penalty 139.098493 = -4.543418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.193149 sec): 2 clusters Score: Raw -303.770643 + Penalty 237.146156 = -66.624487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.193368 sec): 3 clusters Score: Raw -289.487700 + Penalty 468.052796 = 178.565096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.194086 sec): 2 clusters Score: Raw -86.852228 + Penalty 82.187975 = -4.664253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.194278 sec): 2 clusters Score: Raw -86.852228 + Penalty 82.187975 = -4.664253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.194999 sec): 2 clusters Score: Raw -138.208943 + Penalty 138.224539 = 0.015595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.195208 sec): 3 clusters Score: Raw -128.689549 + Penalty 276.083767 = 147.394217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.195921 sec): 2 clusters Score: Raw -41.044472 + Penalty 0.000000 = -41.044472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.196116 sec): 2 clusters Score: Raw -41.044472 + Penalty 0.000000 = -41.044472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.196831 sec): 2 clusters Score: Raw -90.794557 + Penalty 80.255658 = -10.538898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.197038 sec): 3 clusters Score: Raw -80.732659 + Penalty 160.511317 = 79.778658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.197771 sec): 2 clusters Score: Raw -425.991100 + Penalty 296.496575 = -129.494525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.197993 sec): 3 clusters Score: Raw -410.693228 + Penalty 596.198413 = 185.505184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.198712 sec): 2 clusters Score: Raw -92.394940 + Penalty 87.590952 = -4.803988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.198906 sec): 2 clusters Score: Raw -92.394940 + Penalty 87.590952 = -4.803988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.199615 sec): 2 clusters Score: Raw -40.754461 + Penalty 0.000000 = -40.754461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.199806 sec): 2 clusters Score: Raw -40.754461 + Penalty 0.000000 = -40.754461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.200518 sec): 2 clusters Score: Raw -41.252964 + Penalty 0.000000 = -41.252964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.200708 sec): 2 clusters Score: Raw -41.252964 + Penalty 0.000000 = -41.252964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.201423 sec): 2 clusters Score: Raw -82.465245 + Penalty 65.619166 = -16.846079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.201644 sec): 3 clusters Score: Raw -76.311453 + Penalty 131.238332 = 54.926880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 156 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.202377 sec): 2 clusters Score: Raw -264.222912 + Penalty 178.468293 = -85.754619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.202596 sec): 3 clusters Score: Raw -262.170021 + Penalty 356.936586 = 94.766565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.203325 sec): 2 clusters Score: Raw -235.774058 + Penalty 203.089826 = -32.684232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.203539 sec): 3 clusters Score: Raw -227.605726 + Penalty 440.110837 = 212.505112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.204262 sec): 2 clusters Score: Raw -135.457587 + Penalty 144.139473 = 8.681886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.204472 sec): 3 clusters Score: Raw -129.323107 + Penalty 277.168502 = 147.845395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.205192 sec): 2 clusters Score: Raw -133.454462 + Penalty 113.491435 = -19.963027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.205388 sec): 2 clusters Score: Raw -133.454462 + Penalty 113.491435 = -19.963027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 161 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.206121 sec): 2 clusters Score: Raw -359.218250 + Penalty 266.639591 = -92.578659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.206342 sec): 3 clusters Score: Raw -349.263281 + Penalty 523.017404 = 173.754123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.207064 sec): 2 clusters Score: Raw -187.046462 + Penalty 174.808986 = -12.237476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.207278 sec): 3 clusters Score: Raw -177.774414 + Penalty 342.703799 = 164.929385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.207996 sec): 2 clusters Score: Raw -94.328301 + Penalty 93.084832 = -1.243469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.208203 sec): 3 clusters Score: Raw -83.288118 + Penalty 186.169664 = 102.881546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.208927 sec): 2 clusters Score: Raw -93.109177 + Penalty 91.880189 = -1.228988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.209120 sec): 2 clusters Score: Raw -93.109177 + Penalty 91.880189 = -1.228988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.209836 sec): 2 clusters Score: Raw -41.969199 + Penalty 0.000000 = -41.969199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.210025 sec): 2 clusters Score: Raw -41.969199 + Penalty 0.000000 = -41.969199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.210742 sec): 2 clusters Score: Raw -86.415064 + Penalty 82.477560 = -3.937504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.210964 sec): 3 clusters Score: Raw -78.372678 + Penalty 164.955121 = 86.582442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.211687 sec): 2 clusters Score: Raw -141.410187 + Penalty 143.304948 = 1.894761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.211897 sec): 3 clusters Score: Raw -129.484072 + Penalty 304.219670 = 174.735598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.212619 sec): 2 clusters Score: Raw -139.858969 + Penalty 135.800587 = -4.058382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.212829 sec): 3 clusters Score: Raw -129.413933 + Penalty 268.982367 = 139.568434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.213543 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.213733 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.214452 sec): 2 clusters Score: Raw -137.476416 + Penalty 120.619552 = -16.856864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.214661 sec): 3 clusters Score: Raw -127.375942 + Penalty 241.782706 = 114.406764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.215395 sec): 2 clusters Score: Raw -403.735755 + Penalty 283.493406 = -120.242349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.215617 sec): 3 clusters Score: Raw -397.167596 + Penalty 568.287887 = 171.120291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.216343 sec): 2 clusters Score: Raw -130.608159 + Penalty 104.178372 = -26.429788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.216553 sec): 3 clusters Score: Raw -122.324792 + Penalty 219.450757 = 97.125965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.217269 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.217462 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.218175 sec): 2 clusters Score: Raw -94.641509 + Penalty 96.709643 = 2.068134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.218368 sec): 2 clusters Score: Raw -94.641509 + Penalty 96.709643 = 2.068134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.219084 sec): 2 clusters Score: Raw -94.520322 + Penalty 91.825116 = -2.695206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.219276 sec): 2 clusters Score: Raw -94.520322 + Penalty 91.825116 = -2.695206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.219990 sec): 2 clusters Score: Raw -40.365497 + Penalty 0.000000 = -40.365497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.220195 sec): 2 clusters Score: Raw -40.365497 + Penalty 0.000000 = -40.365497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.220911 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.221100 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.221813 sec): 2 clusters Score: Raw -41.670662 + Penalty 0.000000 = -41.670662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.222003 sec): 2 clusters Score: Raw -41.670662 + Penalty 0.000000 = -41.670662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.222713 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.222904 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.223621 sec): 2 clusters Score: Raw -89.383402 + Penalty 86.365641 = -3.017761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.223814 sec): 2 clusters Score: Raw -89.383402 + Penalty 86.365641 = -3.017761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.224532 sec): 2 clusters Score: Raw -88.226294 + Penalty 75.893355 = -12.332939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.224726 sec): 2 clusters Score: Raw -88.226294 + Penalty 75.893355 = -12.332939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.225459 sec): 2 clusters Score: Raw -40.880426 + Penalty 0.000000 = -40.880426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.225652 sec): 2 clusters Score: Raw -40.880426 + Penalty 0.000000 = -40.880426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.226374 sec): 2 clusters Score: Raw -42.004717 + Penalty 0.000000 = -42.004717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.226564 sec): 2 clusters Score: Raw -42.004717 + Penalty 0.000000 = -42.004717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.227285 sec): 2 clusters Score: Raw -87.209741 + Penalty 81.481563 = -5.728179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.227477 sec): 2 clusters Score: Raw -87.209741 + Penalty 81.481563 = -5.728179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.228195 sec): 2 clusters Score: Raw -40.642753 + Penalty 0.000000 = -40.642753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.228386 sec): 2 clusters Score: Raw -40.642753 + Penalty 0.000000 = -40.642753 nChanged 0 Deleting Class 179 (2 points): Lose 11.045074 but Gain 1297.329414 Iteration 20F (8.034295 sec): 164 clusters Score: Raw -376580.369269 + Penalty 167592.031225 = -208988.338044 nChanged 10 Deleting Class 48 (37 points): Lose 221.971483 but Gain 1482.643827 Iteration 21Q (8.090754 sec): 163 clusters Score: Raw -376371.420781 + Penalty 166179.451207 = -210191.969574 nChanged 44 Deleting Class 166 (1 points): Lose 7.354371 but Gain 1265.297965 Iteration 22Q (8.149061 sec): 162 clusters Score: Raw -376462.770984 + Penalty 164960.210584 = -211502.560400 nChanged 8 Deleting Class 195 (1 points): Lose 1.039039 but Gain 1254.869771 Iteration 23Q (8.204434 sec): 161 clusters Score: Raw -376480.777609 + Penalty 163716.920308 = -212763.857301 nChanged 9 Deleting Class 163 (2 points): Lose 6.667190 but Gain 1248.703718 Iteration 24Q (8.260240 sec): 160 clusters Score: Raw -376484.554385 + Penalty 162435.968462 = -214048.585923 nChanged 8 Deleting Class 131 (2 points): Lose 32.849269 but Gain 1274.711593 Iteration 25Q (8.315320 sec): 159 clusters Score: Raw -376474.118680 + Penalty 161053.101802 = -215421.016878 nChanged 10 Deleting Class 64 (5 points): Lose 27.165902 but Gain 1269.032182 Iteration 26Q (8.371328 sec): 158 clusters Score: Raw -376477.649490 + Penalty 159972.397848 = -216505.251641 nChanged 22 Deleting Class 148 (8 points): Lose 86.300413 but Gain 1325.802744 Iteration 27Q (8.427780 sec): 157 clusters Score: Raw -376420.447076 + Penalty 158728.856449 = -217691.590627 nChanged 24 Deleting Class 91 (25 points): Lose 152.999543 but Gain 1389.770924 Iteration 28Q (8.483499 sec): 156 clusters Score: Raw -376328.663320 + Penalty 157390.135125 = -218938.528196 nChanged 38 Deleting Class 102 (11 points): Lose 90.763459 but Gain 1324.974137 Iteration 29Q (8.539646 sec): 155 clusters Score: Raw -376313.613943 + Penalty 156098.570931 = -220215.043012 nChanged 28 Deleting Class 110 (9 points): Lose 79.980288 but Gain 1314.298794 Iteration 30F (9.292165 sec): 154 clusters Score: Raw -376278.902728 + Penalty 154845.368713 = -221433.534015 nChanged 30 Deleting Class 161 (7 points): Lose 40.502781 but Gain 1274.112566 Iteration 31Q (9.348869 sec): 153 clusters Score: Raw -376289.242206 + Penalty 153599.878939 = -222689.363267 nChanged 20 Deleting Class 55 (9 points): Lose 59.872492 but Gain 1287.976321 Iteration 32Q (9.404483 sec): 152 clusters Score: Raw -376257.455918 + Penalty 152329.065224 = -223928.390694 nChanged 24 Deleting Class 165 (2 points): Lose 5.154916 but Gain 1232.543808 Iteration 33Q (9.459229 sec): 151 clusters Score: Raw -376275.609269 + Penalty 151095.876534 = -225179.732735 nChanged 14 Deleting Class 180 (2 points): Lose 7.909736 but Gain 1231.805025 Iteration 34Q (9.513953 sec): 150 clusters Score: Raw -376277.940633 + Penalty 149864.967173 = -226412.973460 nChanged 7 Deleting Class 18 (6 points): Lose 57.722357 but Gain 1280.455873 Iteration 35Q (9.567613 sec): 149 clusters Score: Raw -376229.636812 + Penalty 148606.102114 = -227623.534697 nChanged 10 Deleting Class 153 (1 points): Lose 6.367896 but Gain 1227.516390 Iteration 36Q (9.622038 sec): 148 clusters Score: Raw -376245.397806 + Penalty 147397.035443 = -228848.362363 nChanged 2 Deleting Class 116 (10 points): Lose 77.016094 but Gain 1296.715220 Iteration 37Q (9.674834 sec): 147 clusters Score: Raw -376173.384442 + Penalty 146105.914020 = -230067.470422 nChanged 13 Deleting Class 46 (19 points): Lose 145.510285 but Gain 1361.717447 Iteration 38Q (9.729687 sec): 146 clusters Score: Raw -376043.163458 + Penalty 144792.572580 = -231250.590878 nChanged 24 Deleting Class 74 (6 points): Lose 56.998424 but Gain 1271.161044 Iteration 39Q (9.784715 sec): 145 clusters Score: Raw -376026.527589 + Penalty 143553.017531 = -232473.510057 nChanged 12 Deleting Class 28 (15 points): Lose 150.636900 but Gain 1359.847788 Iteration 40F (10.487282 sec): 144 clusters Score: Raw -375899.836310 + Penalty 142303.459912 = -233596.376398 nChanged 22 Deleting Class 118 (9 points): Lose 91.127467 but Gain 1298.501538 Iteration 41Q (10.541604 sec): 143 clusters Score: Raw -375884.229527 + Penalty 141032.023319 = -234852.206208 nChanged 12 Deleting Class 90 (1 points): Lose 5.979646 but Gain 1208.438147 Iteration 42Q (10.595682 sec): 142 clusters Score: Raw -375898.308126 + Penalty 139857.864613 = -236040.443513 nChanged 6 Deleting Class 47 (33 points): Lose 179.826042 but Gain 1381.410475 Iteration 43Q (10.648842 sec): 141 clusters Score: Raw -375732.633605 + Penalty 138557.342179 = -237175.291426 nChanged 33 Deleting Class 98 (8 points): Lose 77.940936 but Gain 1278.670799 Iteration 44Q (10.703754 sec): 140 clusters Score: Raw -375736.966676 + Penalty 137293.076738 = -238443.889938 nChanged 19 Deleting Class 138 (4 points): Lose 53.888437 but Gain 1252.158047 Iteration 45Q (10.757475 sec): 139 clusters Score: Raw -375728.418646 + Penalty 136080.079160 = -239648.339486 nChanged 12 Deleting Class 61 (8 points): Lose 57.857390 but Gain 1246.981771 Iteration 46Q (10.810485 sec): 138 clusters Score: Raw -375706.685657 + Penalty 134867.578141 = -240839.107516 nChanged 14 Deleting Class 159 (3 points): Lose 33.029035 but Gain 1219.956721 Iteration 47Q (10.862973 sec): 137 clusters Score: Raw -375701.260820 + Penalty 133697.416071 = -242003.844749 nChanged 8 Deleting Class 108 (2 points): Lose 13.775633 but Gain 1190.217016 Iteration 48Q (10.915517 sec): 136 clusters Score: Raw -375717.568145 + Penalty 132523.227702 = -243194.340444 nChanged 7 Deleting Class 169 (3 points): Lose 36.603614 but Gain 1212.893532 Iteration 49Q (10.968214 sec): 135 clusters Score: Raw -375699.834843 + Penalty 131374.254275 = -244325.580568 nChanged 7 Deleting Class 173 (9 points): Lose 118.101404 but Gain 1289.756677 Iteration 50F (11.620957 sec): 134 clusters Score: Raw -375600.310549 + Penalty 130172.796456 = -245427.514093 nChanged 14 Deleting Class 143 (7 points): Lose 80.263014 but Gain 1251.721150 Iteration 51Q (11.673526 sec): 133 clusters Score: Raw -375574.298420 + Penalty 128970.018567 = -246604.279853 nChanged 14 Deleting Class 100 (6 points): Lose 33.517034 but Gain 1204.180172 Iteration 52Q (11.725820 sec): 132 clusters Score: Raw -375578.301886 + Penalty 127775.654244 = -247802.647642 nChanged 13 Deleting Class 29 (52 points): Lose 197.610165 but Gain 1366.172300 Iteration 53Q (11.778195 sec): 131 clusters Score: Raw -375398.611588 + Penalty 126504.397545 = -248894.214043 nChanged 56 Deleting Class 146 (1 points): Lose 1.697048 but Gain 1164.497930 Iteration 54Q (11.832385 sec): 130 clusters Score: Raw -375518.026191 + Penalty 125365.949425 = -250152.076765 nChanged 17 Deleting Class 186 (1 points): Lose 7.527726 but Gain 1170.059796 Iteration 55Q (11.884215 sec): 129 clusters Score: Raw -375546.008557 + Penalty 124305.723027 = -251240.285529 nChanged 11 Deleting Class 141 (3 points): Lose 17.400779 but Gain 1177.291262 Iteration 56Q (11.935122 sec): 128 clusters Score: Raw -375557.029563 + Penalty 123113.167500 = -252443.862062 nChanged 21 Deleting Class 30 (6 points): Lose 38.196106 but Gain 1196.817129 Iteration 57Q (11.986238 sec): 127 clusters Score: Raw -375568.491305 + Penalty 121938.324114 = -253630.167191 nChanged 21 Deleting Class 150 (2 points): Lose 17.803048 but Gain 1175.005045 Iteration 58Q (12.037455 sec): 126 clusters Score: Raw -375585.442824 + Penalty 120823.896365 = -254761.546459 nChanged 14 Deleting Class 190 (2 points): Lose 4.534843 but Gain 1158.567892 Iteration 59Q (12.087426 sec): 125 clusters Score: Raw -375608.172900 + Penalty 119482.253430 = -256125.919470 nChanged 13 Deleting Class 117 (7 points): Lose 57.829192 but Gain 1211.136299 Iteration 60F (12.695302 sec): 124 clusters Score: Raw -375559.263621 + Penalty 118284.215700 = -257275.047921 nChanged 12 Deleting Class 158 (6 points): Lose 52.745049 but Gain 1205.803678 Iteration 61Q (12.746188 sec): 123 clusters Score: Raw -375533.365526 + Penalty 117124.686418 = -258408.679108 nChanged 10 Deleting Class 53 (38 points): Lose 222.669608 but Gain 1374.026337 Iteration 62Q (12.797157 sec): 122 clusters Score: Raw -375337.139858 + Penalty 115951.695058 = -259385.444801 nChanged 43 Deleting Class 145 (3 points): Lose 19.133808 but Gain 1169.894353 Iteration 63Q (12.849082 sec): 121 clusters Score: Raw -375437.328249 + Penalty 114800.693585 = -260636.634664 nChanged 17 Deleting Class 88 (29 points): Lose 158.252579 but Gain 1306.917393 Iteration 64Q (12.899981 sec): 120 clusters Score: Raw -375295.123776 + Penalty 113615.463522 = -261679.660254 nChanged 35 Deleting Class 71 (18 points): Lose 90.576704 but Gain 1237.272526 Iteration 65Q (12.950962 sec): 119 clusters Score: Raw -375288.907942 + Penalty 112472.583835 = -262816.324107 nChanged 25 Deleting Class 26 (5 points): Lose 36.146631 but Gain 1174.742853 Iteration 66Q (13.000692 sec): 118 clusters Score: Raw -375312.350064 + Penalty 111300.470147 = -264011.879916 nChanged 19 Deleting Class 170 (3 points): Lose 12.119652 but Gain 1149.378695 Iteration 67Q (13.050288 sec): 117 clusters Score: Raw -375320.752670 + Penalty 110190.354860 = -265130.397810 nChanged 11 Deleting Class 162 (7 points): Lose 69.461784 but Gain 1198.332493 Iteration 68Q (13.099278 sec): 116 clusters Score: Raw -375269.350031 + Penalty 109171.474223 = -266097.875808 nChanged 15 Deleting Class 105 (2 points): Lose 13.206336 but Gain 1129.883003 Iteration 69Q (13.148247 sec): 115 clusters Score: Raw -375303.871178 + Penalty 108044.522451 = -267259.348727 nChanged 7 Deleting Class 37 (19 points): Lose 94.516851 but Gain 1195.914537 Iteration 70F (13.709683 sec): 114 clusters Score: Raw -375216.680399 + Penalty 106861.558479 = -268355.121920 nChanged 24 Deleting Class 75 (21 points): Lose 127.644410 but Gain 1221.557809 Iteration 71Q (13.759077 sec): 113 clusters Score: Raw -375139.501193 + Penalty 105681.992516 = -269457.508677 nChanged 33 Deleting Class 16 (14 points): Lose 45.593031 but Gain 1138.139010 Iteration 72Q (13.809898 sec): 112 clusters Score: Raw -375144.143164 + Penalty 104558.759239 = -270585.383925 nChanged 23 Deleting Class 144 (2 points): Lose 16.900312 but Gain 1102.525811 Iteration 73Q (13.859045 sec): 111 clusters Score: Raw -375156.261048 + Penalty 103455.228884 = -271701.032164 nChanged 15 Deleting Class 54 (12 points): Lose 84.980934 but Gain 1170.177814 Iteration 74Q (13.907397 sec): 110 clusters Score: Raw -375086.983628 + Penalty 102332.096112 = -272754.887516 nChanged 19 Deleting Class 201 (1 points): Lose 6.175841 but Gain 1089.803212 Iteration 75Q (13.955326 sec): 109 clusters Score: Raw -375121.077543 + Penalty 101289.237852 = -273831.839691 nChanged 7 Deleting Class 168 (2 points): Lose 27.415911 but Gain 1106.410510 Iteration 76Q (14.003011 sec): 108 clusters Score: Raw -375108.990454 + Penalty 100188.192022 = -274920.798431 nChanged 4 Deleting Class 194 (2 points): Lose 15.042536 but Gain 1093.464349 Iteration 77Q (14.050103 sec): 107 clusters Score: Raw -375109.896866 + Penalty 99097.283461 = -276012.613405 nChanged 6 Deleting Class 51 (26 points): Lose 141.351862 but Gain 1218.618170 Iteration 78Q (14.097474 sec): 106 clusters Score: Raw -374974.678224 + Penalty 97978.545175 = -276996.133048 nChanged 32 Deleting Class 15 (97 points): Lose 305.349165 but Gain 1380.725905 Iteration 79Q (14.145137 sec): 105 clusters Score: Raw -374743.270054 + Penalty 96657.173280 = -278086.096774 nChanged 105 Deleting Class 8 (118 points): Lose 394.334911 but Gain 1470.874862 Iteration 80F (14.658904 sec): 104 clusters Score: Raw -374517.667094 + Penalty 95323.295255 = -279194.371839 nChanged 133 Deleting Class 147 (3 points): Lose 30.638516 but Gain 1164.515946 Iteration 81Q (14.711967 sec): 103 clusters Score: Raw -374712.437593 + Penalty 94170.752573 = -280541.685020 nChanged 19 Deleting Class 197 (2 points): Lose 22.723013 but Gain 1093.049516 Iteration 82Q (14.759033 sec): 102 clusters Score: Raw -374704.041126 + Penalty 93090.545520 = -281613.495606 nChanged 12 Deleting Class 69 (36 points): Lose 154.044262 but Gain 1217.705379 Iteration 83Q (14.806757 sec): 101 clusters Score: Raw -374563.402213 + Penalty 91940.317889 = -282623.084324 nChanged 44 Deleting Class 140 (5 points): Lose 49.888436 but Gain 1112.890877 Iteration 84Q (14.855450 sec): 100 clusters Score: Raw -374596.445511 + Penalty 90852.165403 = -283744.280108 nChanged 21 Deleting Class 50 (35 points): Lose 160.317533 but Gain 1221.799565 Iteration 85Q (14.902251 sec): 99 clusters Score: Raw -374468.232371 + Penalty 89706.723034 = -284761.509337 nChanged 42 Deleting Class 96 (7 points): Lose 53.941442 but Gain 1113.573748 Iteration 86Q (14.949442 sec): 98 clusters Score: Raw -374487.175338 + Penalty 88616.057199 = -285871.118140 nChanged 20 Deleting Class 68 (28 points): Lose 113.121488 but Gain 1164.959088 Iteration 87Q (14.995600 sec): 97 clusters Score: Raw -374398.859033 + Penalty 87480.656323 = -286918.202709 nChanged 41 Deleting Class 121 (11 points): Lose 67.872468 but Gain 1118.656358 Iteration 88Q (15.042756 sec): 96 clusters Score: Raw -374389.058584 + Penalty 86472.087236 = -287916.971349 nChanged 25 Deleting Class 49 (2 points): Lose 3.904759 but Gain 1050.889479 Iteration 89Q (15.089046 sec): 95 clusters Score: Raw -374422.706415 + Penalty 85428.510636 = -288994.195779 nChanged 17 Deleting Class 21 (99 points): Lose 385.696875 but Gain 1434.317518 Iteration 90F (15.548982 sec): 94 clusters Score: Raw -374048.924868 + Penalty 84033.849262 = -290015.075606 nChanged 114 Deleting Class 133 (2 points): Lose 18.897407 but Gain 1063.774314 Iteration 91Q (15.598935 sec): 93 clusters Score: Raw -374210.910116 + Penalty 82984.210603 = -291226.699513 nChanged 25 Deleting Class 85 (18 points): Lose 74.088120 but Gain 1113.911157 Iteration 92Q (15.644640 sec): 92 clusters Score: Raw -374162.094783 + Penalty 81885.167509 = -292276.927275 nChanged 32 Deleting Class 151 (1 points): Lose 0.517151 but Gain 1040.333610 Iteration 93Q (15.689974 sec): 91 clusters Score: Raw -374200.242612 + Penalty 80853.327999 = -293346.914613 nChanged 14 Deleting Class 59 (17 points): Lose 78.261759 but Gain 1106.207146 Iteration 94Q (15.734962 sec): 90 clusters Score: Raw -374132.328109 + Penalty 79751.584245 = -294380.743864 nChanged 25 Deleting Class 135 (11 points): Lose 68.312368 but Gain 1095.337724 Iteration 95Q (15.779564 sec): 89 clusters Score: Raw -374100.046667 + Penalty 78675.489882 = -295424.556785 nChanged 23 Deleting Class 109 (16 points): Lose 67.548547 but Gain 1092.591481 Iteration 96Q (15.824653 sec): 88 clusters Score: Raw -374060.610186 + Penalty 77604.611830 = -296455.998356 nChanged 22 Deleting Class 95 (4 points): Lose 32.446553 but Gain 1053.029145 Iteration 97Q (15.870112 sec): 87 clusters Score: Raw -374062.272543 + Penalty 76592.737778 = -297469.534765 nChanged 12 Deleting Class 134 (9 points): Lose 61.590263 but Gain 1093.003680 Iteration 98Q (15.914014 sec): 86 clusters Score: Raw -374020.464504 + Penalty 75607.893134 = -298412.571370 nChanged 14 Deleting Class 56 (27 points): Lose 105.556050 but Gain 1123.010850 Iteration 99Q (15.957851 sec): 85 clusters Score: Raw -373944.068205 + Penalty 74616.050843 = -299328.017362 nChanged 32 Deleting Class 172 (3 points): Lose 7.590512 but Gain 1020.890603 Iteration 100F (16.373726 sec): 84 clusters Score: Raw -373989.400817 + Penalty 73596.754466 = -300392.646351 nChanged 11 Deleting Class 81 (14 points): Lose 56.420510 but Gain 1067.829103 Iteration 101Q (16.417553 sec): 83 clusters Score: Raw -373940.332538 + Penalty 72542.094904 = -301398.237634 nChanged 20 Deleting Class 129 (3 points): Lose 20.622756 but Gain 1031.856614 Iteration 102Q (16.462563 sec): 82 clusters Score: Raw -373943.044381 + Penalty 71514.581459 = -302428.462922 nChanged 8 Deleting Class 67 (17 points): Lose 93.163392 but Gain 1099.423018 Iteration 103Q (16.506600 sec): 81 clusters Score: Raw -373859.421073 + Penalty 70419.188152 = -303440.232921 nChanged 20 Deleting Class 42 (6 points): Lose 33.179115 but Gain 1038.807405 Iteration 104Q (16.550432 sec): 80 clusters Score: Raw -373858.890956 + Penalty 69392.153601 = -304466.737355 nChanged 12 Deleting Class 181 (1 points): Lose 0.030265 but Gain 1005.528810 Iteration 105Q (16.593321 sec): 79 clusters Score: Raw -373872.047719 + Penalty 68386.828773 = -305485.218946 nChanged 1 Deleting Class 191 (2 points): Lose 15.359458 but Gain 1018.085469 Iteration 106Q (16.635967 sec): 78 clusters Score: Raw -373858.702249 + Penalty 67368.948050 = -306489.754199 nChanged 2 Deleting Class 99 (10 points): Lose 59.083431 but Gain 1061.563612 Iteration 107Q (16.678859 sec): 77 clusters Score: Raw -373803.528083 + Penalty 66386.626562 = -307416.901520 nChanged 11 Deleting Class 58 (15 points): Lose 118.016726 but Gain 1119.025058 Iteration 108Q (16.721593 sec): 76 clusters Score: Raw -373706.789878 + Penalty 65303.837499 = -308402.952379 nChanged 16 Deleting Class 44 (17 points): Lose 91.659181 but Gain 1091.503688 Iteration 109Q (16.764155 sec): 75 clusters Score: Raw -373654.251813 + Penalty 64232.115672 = -309422.136141 nChanged 21 Deleting Class 126 (5 points): Lose 18.353901 but Gain 1013.622408 Iteration 110F (17.129088 sec): 74 clusters Score: Raw -373671.411196 + Penalty 63218.085757 = -310453.325439 nChanged 9 Deleting Class 104 (12 points): Lose 35.003964 but Gain 1020.021717 Iteration 111Q (17.171810 sec): 73 clusters Score: Raw -373645.850511 + Penalty 62214.991855 = -311430.858656 nChanged 15 Deleting Class 32 (11 points): Lose 53.314763 but Gain 1035.868404 Iteration 112Q (17.214477 sec): 72 clusters Score: Raw -373613.268626 + Penalty 61208.279257 = -312404.989369 nChanged 13 Deleting Class 62 (6 points): Lose 21.439065 but Gain 1003.091027 Iteration 113Q (17.256516 sec): 71 clusters Score: Raw -373614.572264 + Penalty 60214.116595 = -313400.455669 nChanged 8 Deleting Class 72 (39 points): Lose 169.727234 but Gain 1149.568499 Iteration 114Q (17.299368 sec): 70 clusters Score: Raw -373457.068608 + Penalty 59098.845888 = -314358.222720 nChanged 42 Deleting Class 122 (9 points): Lose 30.670838 but Gain 1010.560294 Iteration 115Q (17.341550 sec): 69 clusters Score: Raw -373505.081920 + Penalty 57390.218713 = -316114.863207 nChanged 19 Deleting Class 41 (17 points): Lose 71.842599 but Gain 1043.224979 Iteration 116Q (17.383082 sec): 67 clusters Score: Raw -373456.246736 + Penalty 56375.956140 = -317080.290596 nChanged 21 Deleting Class 124 (5 points): Lose 33.746516 but Gain 1003.198793 Iteration 117Q (17.424435 sec): 66 clusters Score: Raw -373453.155576 + Penalty 55379.423592 = -318073.731983 nChanged 10 Deleting Class 65 (12 points): Lose 63.995147 but Gain 1031.935903 Iteration 118Q (17.465318 sec): 65 clusters Score: Raw -373400.045062 + Penalty 54377.389432 = -319022.655630 nChanged 15 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -373400.045062 + Penalty 54377.389432 = -319022.655630Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.501873 sec): 2 clusters Score: Raw -125506.141064 + Penalty 228.064781 = -125278.076284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.509373 sec): 3 clusters Score: Raw -123085.890123 + Penalty 423.806358 = -122662.083766 nChanged 1670 SP:Iteration 1F (17.516211 sec): 3 clusters Score: Raw -124260.529194 + Penalty 412.211674 = -123848.317521 nChanged 649 SP:Iteration 2F (17.522846 sec): 3 clusters Score: Raw -125060.635757 + Penalty 467.653224 = -124592.982532 nChanged 321 SP:Iteration 3F (17.529446 sec): 3 clusters Score: Raw -125442.022513 + Penalty 558.522443 = -124883.500070 nChanged 62 SP:Iteration 4Q (17.535484 sec): 3 clusters Score: Raw -125512.012211 + Penalty 708.581872 = -124803.430339 nChanged 15 SP:Iteration 5F (17.542056 sec): 3 clusters Score: Raw -125537.557000 + Penalty 752.552558 = -124785.004442 nChanged 1 SP:Iteration 6F (17.548613 sec): 3 clusters Score: Raw -125539.285570 + Penalty 781.743417 = -124757.542153 nChanged 1 SP:Iteration 7F (17.555337 sec): 3 clusters Score: Raw -125540.487987 + Penalty 798.323655 = -124742.164332 nChanged 1 SP:Iteration 8F (17.561972 sec): 3 clusters Score: Raw -125542.603987 + Penalty 798.323655 = -124744.280332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.565469 sec): 2 clusters Score: Raw -14767.645375 + Penalty 781.081804 = -13986.563571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.566377 sec): 3 clusters Score: Raw -14679.415165 + Penalty 1561.865543 = -13117.549622 nChanged 73 SP:Iteration 1F (17.567245 sec): 3 clusters Score: Raw -14759.870994 + Penalty 1562.588628 = -13197.282366 nChanged 18 SP:Iteration 2Q (17.568141 sec): 3 clusters Score: Raw -14784.619016 + Penalty 1562.609810 = -13222.009207 nChanged 2 SP:Iteration 3Q (17.568995 sec): 3 clusters Score: Raw -14787.050464 + Penalty 1562.755849 = -13224.294615 nChanged 5 SP:Iteration 4Q (17.569849 sec): 3 clusters Score: Raw -14794.294884 + Penalty 1562.770194 = -13231.524690 nChanged 5 SP:Iteration 5Q (17.570697 sec): 3 clusters Score: Raw -14800.448718 + Penalty 1562.858796 = -13237.589922 nChanged 2 SP:Iteration 6Q (17.571539 sec): 3 clusters Score: Raw -14802.234150 + Penalty 1562.858796 = -13239.375355 nChanged 0 SP:Iteration 7F (17.572367 sec): 3 clusters Score: Raw -14802.234150 + Penalty 1562.858796 = -13239.375355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.573157 sec): 2 clusters Score: Raw -5934.477255 + Penalty 561.547051 = -5372.930203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.573604 sec): 3 clusters Score: Raw -5914.105921 + Penalty 1121.336171 = -4792.769750 nChanged 17 SP:Iteration 1F (17.574042 sec): 3 clusters Score: Raw -5933.679819 + Penalty 1125.187391 = -4808.492429 nChanged 7 SP:Iteration 2F (17.574478 sec): 3 clusters Score: Raw -5943.128960 + Penalty 1129.379636 = -4813.749324 nChanged 4 SP:Iteration 3Q (17.574910 sec): 3 clusters Score: Raw -5949.542343 + Penalty 1129.379636 = -4820.162707 nChanged 0 SP:Iteration 4F (17.575347 sec): 3 clusters Score: Raw -5949.542343 + Penalty 1129.379636 = -4820.162707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 4 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.583928 sec): 2 clusters Score: Raw -67168.370162 + Penalty 639.947295 = -66528.422867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.587300 sec): 3 clusters Score: Raw -66135.381654 + Penalty 1276.082403 = -64859.299251 nChanged 684 SP:Iteration 1F (17.590614 sec): 3 clusters Score: Raw -66587.931568 + Penalty 1272.537042 = -65315.394525 nChanged 244 SP:Iteration 2F (17.593870 sec): 3 clusters Score: Raw -66791.118122 + Penalty 1261.922343 = -65529.195779 nChanged 145 SP:Iteration 3F (17.597118 sec): 3 clusters Score: Raw -66989.217969 + Penalty 1255.358209 = -65733.859760 nChanged 72 SP:Iteration 4Q (17.600328 sec): 3 clusters Score: Raw -67054.669977 + Penalty 1253.506645 = -65801.163332 nChanged 55 SP:Iteration 5Q (17.603488 sec): 3 clusters Score: Raw -67095.595857 + Penalty 1253.078971 = -65842.516886 nChanged 50 SP:Iteration 6Q (17.606556 sec): 3 clusters Score: Raw -67138.772841 + Penalty 1245.334142 = -65893.438698 nChanged 43 SP:Iteration 7Q (17.609496 sec): 3 clusters Score: Raw -67169.925671 + Penalty 1253.247459 = -65916.678212 nChanged 27 SP:Iteration 8Q (17.612369 sec): 3 clusters Score: Raw -67188.234860 + Penalty 1256.834952 = -65931.399908 nChanged 14 SP:Iteration 9Q (17.615172 sec): 3 clusters Score: Raw -67196.284464 + Penalty 1253.916826 = -65942.367638 nChanged 13 SP:Iteration 10F (17.618429 sec): 3 clusters Score: Raw -67201.977092 + Penalty 1253.713803 = -65948.263289 nChanged 5 SP:Iteration 11Q (17.621227 sec): 3 clusters Score: Raw -67203.407819 + Penalty 1250.568655 = -65952.839163 nChanged 6 SP:Iteration 12Q (17.624049 sec): 3 clusters Score: Raw -67205.127044 + Penalty 1253.397749 = -65951.729295 nChanged 4 SP:Iteration 13F (17.627326 sec): 3 clusters Score: Raw -67206.230328 + Penalty 1251.259212 = -65954.971116 nChanged 2 SP:Iteration 14Q (17.630061 sec): 3 clusters Score: Raw -67207.194174 + Penalty 1249.209431 = -65957.984743 nChanged 4 SP:Iteration 15Q (17.632811 sec): 3 clusters Score: Raw -67209.343017 + Penalty 1250.682323 = -65958.660694 nChanged 1 SP:Iteration 16Q (17.635534 sec): 3 clusters Score: Raw -67209.504061 + Penalty 1250.817210 = -65958.686851 nChanged 1 SP:Iteration 17Q (17.638249 sec): 3 clusters Score: Raw -67209.692302 + Penalty 1251.505385 = -65958.186918 nChanged 1 SP:Iteration 18F (17.641539 sec): 3 clusters Score: Raw -67209.785923 + Penalty 1251.450006 = -65958.335917 nChanged 1 SP:Iteration 19Q (17.644249 sec): 3 clusters Score: Raw -67210.174583 + Penalty 1251.450006 = -65958.724577 nChanged 0 SP:Iteration 20F (17.647512 sec): 3 clusters Score: Raw -67210.174583 + Penalty 1251.450006 = -65958.724577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.652128 sec): 2 clusters Score: Raw -28720.519068 + Penalty 65.409835 = -28655.109233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.653770 sec): 3 clusters Score: Raw -28196.662676 + Penalty 130.782398 = -28065.880277 nChanged 394 SP:Iteration 1F (17.655383 sec): 3 clusters Score: Raw -28414.933786 + Penalty 128.343708 = -28286.590078 nChanged 79 SP:Iteration 2F (17.657045 sec): 3 clusters Score: Raw -28491.995372 + Penalty 124.651068 = -28367.344303 nChanged 53 SP:Iteration 3F (17.658682 sec): 3 clusters Score: Raw -28556.721703 + Penalty 122.442042 = -28434.279661 nChanged 40 SP:Iteration 4Q (17.660278 sec): 3 clusters Score: Raw -28587.223591 + Penalty 121.508676 = -28465.714915 nChanged 36 SP:Iteration 5Q (17.661842 sec): 3 clusters Score: Raw -28604.495634 + Penalty 119.660990 = -28484.834644 nChanged 28 SP:Iteration 6Q (17.663393 sec): 3 clusters Score: Raw -28612.790717 + Penalty 119.198031 = -28493.592686 nChanged 22 SP:Iteration 7Q (17.664959 sec): 3 clusters Score: Raw -28621.762663 + Penalty 119.867692 = -28501.894971 nChanged 15 SP:Iteration 8Q (17.666553 sec): 3 clusters Score: Raw -28626.102451 + Penalty 119.774003 = -28506.328448 nChanged 9 SP:Iteration 9Q (17.668168 sec): 3 clusters Score: Raw -28626.982890 + Penalty 119.685033 = -28507.297857 nChanged 7 SP:Iteration 10F (17.669901 sec): 3 clusters Score: Raw -28630.354595 + Penalty 119.664259 = -28510.690336 nChanged 4 SP:Iteration 11Q (17.671511 sec): 3 clusters Score: Raw -28631.435874 + Penalty 119.637440 = -28511.798433 nChanged 2 SP:Iteration 12Q (17.673116 sec): 3 clusters Score: Raw -28631.530607 + Penalty 119.600948 = -28511.929658 nChanged 2 SP:Iteration 13Q (17.674639 sec): 3 clusters Score: Raw -28631.775401 + Penalty 119.409573 = -28512.365828 nChanged 3 SP:Iteration 14Q (17.676147 sec): 3 clusters Score: Raw -28632.245923 + Penalty 119.293647 = -28512.952276 nChanged 4 SP:Iteration 15Q (17.677650 sec): 3 clusters Score: Raw -28633.067920 + Penalty 119.051789 = -28514.016131 nChanged 4 SP:Iteration 16Q (17.679175 sec): 3 clusters Score: Raw -28633.881304 + Penalty 118.823995 = -28515.057309 nChanged 4 SP:Iteration 17Q (17.680695 sec): 3 clusters Score: Raw -28635.163271 + Penalty 118.367809 = -28516.795462 nChanged 9 SP:Iteration 18Q (17.682253 sec): 3 clusters Score: Raw -28637.462062 + Penalty 118.268544 = -28519.193518 nChanged 9 SP:Iteration 19Q (17.683767 sec): 3 clusters Score: Raw -28639.530248 + Penalty 117.545656 = -28521.984593 nChanged 5 SP:Iteration 20F (17.685409 sec): 3 clusters Score: Raw -28642.540165 + Penalty 116.748269 = -28525.791896 nChanged 10 SP:Iteration 21Q (17.686932 sec): 3 clusters Score: Raw -28649.683156 + Penalty 116.620417 = -28533.062739 nChanged 8 SP:Iteration 22Q (17.688426 sec): 3 clusters Score: Raw -28654.200813 + Penalty 116.256794 = -28537.944019 nChanged 11 SP:Iteration 23Q (17.689909 sec): 3 clusters Score: Raw -28658.896158 + Penalty 115.074544 = -28543.821614 nChanged 7 SP:Iteration 24Q (17.691366 sec): 3 clusters Score: Raw -28660.707996 + Penalty 115.071895 = -28545.636101 nChanged 6 SP:Iteration 25Q (17.692855 sec): 3 clusters Score: Raw -28662.046282 + Penalty 114.835855 = -28547.210427 nChanged 5 SP:Iteration 26Q (17.694325 sec): 3 clusters Score: Raw -28662.790945 + Penalty 114.276453 = -28548.514493 nChanged 5 SP:Iteration 27Q (17.695782 sec): 3 clusters Score: Raw -28663.536888 + Penalty 113.972148 = -28549.564740 nChanged 4 SP:Iteration 28Q (17.697254 sec): 3 clusters Score: Raw -28664.243776 + Penalty 113.589201 = -28550.654576 nChanged 2 SP:Iteration 29Q (17.698688 sec): 3 clusters Score: Raw -28664.348296 + Penalty 113.589201 = -28550.759096 nChanged 0 SP:Iteration 30F (17.700296 sec): 3 clusters Score: Raw -28664.348296 + Penalty 113.589201 = -28550.759096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.703134 sec): 2 clusters Score: Raw -217.113175 + Penalty 100.741065 = -116.372111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.703376 sec): 3 clusters Score: Raw -215.086339 + Penalty 201.482129 = -13.604210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.703878 sec): 2 clusters Score: Raw -266.098624 + Penalty 158.859197 = -107.239427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.704117 sec): 3 clusters Score: Raw -275.323338 + Penalty 321.871567 = 46.548228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.704604 sec): 2 clusters Score: Raw -124.780903 + Penalty 93.754426 = -31.026477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.704835 sec): 3 clusters Score: Raw -119.080331 + Penalty 190.220646 = 71.140315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.705302 sec): 2 clusters Score: Raw -345.193248 + Penalty 213.979929 = -131.213318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.705527 sec): 3 clusters Score: Raw -352.281172 + Penalty 431.427000 = 79.145828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.706149 sec): 2 clusters Score: Raw -2666.783240 + Penalty 466.459893 = -2200.323348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.706492 sec): 3 clusters Score: Raw -2696.330296 + Penalty 941.922132 = -1754.408164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.708132 sec): 2 clusters Score: Raw -17037.256493 + Penalty 887.996080 = -16149.260414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.709125 sec): 3 clusters Score: Raw -16941.333946 + Penalty 1772.936285 = -15168.397662 nChanged 81 SP:Iteration 1F (17.710065 sec): 3 clusters Score: Raw -17035.633161 + Penalty 1772.763311 = -15262.869850 nChanged 16 SP:Iteration 2Q (17.710991 sec): 3 clusters Score: Raw -17059.349157 + Penalty 1772.382737 = -15286.966420 nChanged 10 SP:Iteration 3Q (17.711913 sec): 3 clusters Score: Raw -17079.858721 + Penalty 1772.044859 = -15307.813863 nChanged 10 SP:Iteration 4Q (17.712833 sec): 3 clusters Score: Raw -17091.345925 + Penalty 1771.155376 = -15320.190549 nChanged 5 SP:Iteration 5Q (17.713750 sec): 3 clusters Score: Raw -17096.991287 + Penalty 1770.638326 = -15326.352961 nChanged 5 SP:Iteration 6Q (17.714668 sec): 3 clusters Score: Raw -17101.739679 + Penalty 1769.978738 = -15331.760942 nChanged 3 SP:Iteration 7Q (17.715585 sec): 3 clusters Score: Raw -17104.325276 + Penalty 1769.449390 = -15334.875886 nChanged 3 SP:Iteration 8Q (17.716508 sec): 3 clusters Score: Raw -17105.917436 + Penalty 1769.449390 = -15336.468046 nChanged 0 SP:Iteration 9F (17.717443 sec): 3 clusters Score: Raw -17105.917436 + Penalty 1769.449390 = -15336.468046 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 13 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.720136 sec): 2 clusters Score: Raw -26325.551974 + Penalty 1047.757476 = -25277.794498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.721636 sec): 3 clusters Score: Raw -26094.904421 + Penalty 2095.514952 = -23999.389469 nChanged 198 SP:Iteration 1F (17.723097 sec): 3 clusters Score: Raw -26294.974744 + Penalty 2095.545641 = -24199.429103 nChanged 49 SP:Iteration 2F (17.724533 sec): 3 clusters Score: Raw -26356.065270 + Penalty 2095.513555 = -24260.551715 nChanged 30 SP:Iteration 3Q (17.725942 sec): 3 clusters Score: Raw -26389.806791 + Penalty 2095.484298 = -24294.322493 nChanged 18 SP:Iteration 4Q (17.727333 sec): 3 clusters Score: Raw -26409.943209 + Penalty 2095.442855 = -24314.500355 nChanged 10 SP:Iteration 5Q (17.728753 sec): 3 clusters Score: Raw -26419.403771 + Penalty 2095.431732 = -24323.972038 nChanged 7 SP:Iteration 6Q (17.730164 sec): 3 clusters Score: Raw -26426.819717 + Penalty 2095.440308 = -24331.379410 nChanged 3 SP:Iteration 7Q (17.731594 sec): 3 clusters Score: Raw -26429.326035 + Penalty 2095.438579 = -24333.887456 nChanged 2 SP:Iteration 8Q (17.733021 sec): 3 clusters Score: Raw -26430.829595 + Penalty 2095.496200 = -24335.333395 nChanged 2 SP:Iteration 9Q (17.734428 sec): 3 clusters Score: Raw -26432.005632 + Penalty 2095.496200 = -24336.509431 nChanged 0 SP:Iteration 10F (17.735856 sec): 3 clusters Score: Raw -26432.005632 + Penalty 2095.496200 = -24336.509431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.737855 sec): 2 clusters Score: Raw -13808.150315 + Penalty 69.810728 = -13738.339587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.738768 sec): 3 clusters Score: Raw -13590.259114 + Penalty 140.031126 = -13450.227987 nChanged 158 SP:Iteration 1F (17.739657 sec): 3 clusters Score: Raw -13735.957256 + Penalty 136.112829 = -13599.844427 nChanged 29 SP:Iteration 2F (17.740571 sec): 3 clusters Score: Raw -13767.274833 + Penalty 133.943656 = -13633.331177 nChanged 23 SP:Iteration 3F (17.741470 sec): 3 clusters Score: Raw -13793.336822 + Penalty 140.731841 = -13652.604981 nChanged 14 SP:Iteration 4Q (17.742362 sec): 3 clusters Score: Raw -13807.188953 + Penalty 142.215930 = -13664.973023 nChanged 6 SP:Iteration 5Q (17.743252 sec): 3 clusters Score: Raw -13817.893764 + Penalty 144.515878 = -13673.377886 nChanged 3 SP:Iteration 6Q (17.744047 sec): 3 clusters Score: Raw -13824.504363 + Penalty 144.515878 = -13679.988484 nChanged 0 SP:Iteration 7F (17.744934 sec): 3 clusters Score: Raw -13824.504363 + Penalty 144.515878 = -13679.988484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.748002 sec): 2 clusters Score: Raw -32100.577053 + Penalty 722.620483 = -31377.956570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.749592 sec): 3 clusters Score: Raw -31732.562475 + Penalty 1451.436816 = -30281.125658 nChanged 238 SP:Iteration 1F (17.751181 sec): 3 clusters Score: Raw -31904.589845 + Penalty 1461.995838 = -30442.594008 nChanged 70 SP:Iteration 2F (17.752744 sec): 3 clusters Score: Raw -31968.079184 + Penalty 1476.647873 = -30491.431311 nChanged 45 SP:Iteration 3F (17.754283 sec): 3 clusters Score: Raw -32010.436678 + Penalty 1488.992986 = -30521.443693 nChanged 40 SP:Iteration 4F (17.755815 sec): 3 clusters Score: Raw -32047.289069 + Penalty 1500.138319 = -30547.150750 nChanged 29 SP:Iteration 5Q (17.757393 sec): 3 clusters Score: Raw -32077.312186 + Penalty 1516.091536 = -30561.220650 nChanged 30 SP:Iteration 6Q (17.758962 sec): 3 clusters Score: Raw -32107.397073 + Penalty 1524.334468 = -30583.062605 nChanged 16 SP:Iteration 7Q (17.760510 sec): 3 clusters Score: Raw -32124.137686 + Penalty 1528.989622 = -30595.148064 nChanged 8 SP:Iteration 8Q (17.762025 sec): 3 clusters Score: Raw -32132.763514 + Penalty 1534.319828 = -30598.443686 nChanged 6 SP:Iteration 9Q (17.763556 sec): 3 clusters Score: Raw -32142.105738 + Penalty 1537.093149 = -30605.012589 nChanged 6 SP:Iteration 10F (17.765139 sec): 3 clusters Score: Raw -32149.160992 + Penalty 1540.012325 = -30609.148666 nChanged 5 SP:Iteration 11Q (17.766634 sec): 3 clusters Score: Raw -32159.172086 + Penalty 1541.413876 = -30617.758210 nChanged 6 SP:Iteration 12Q (17.768096 sec): 3 clusters Score: Raw -32171.191128 + Penalty 1544.157549 = -30627.033579 nChanged 4 SP:Iteration 13Q (17.769668 sec): 3 clusters Score: Raw -32178.717971 + Penalty 1548.411574 = -30630.306397 nChanged 3 SP:Iteration 14Q (17.771208 sec): 3 clusters Score: Raw -32181.883162 + Penalty 1552.897706 = -30628.985456 nChanged 4 SP:Iteration 15F (17.772847 sec): 3 clusters Score: Raw -32186.019575 + Penalty 1552.897706 = -30633.121869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.774042 sec): 2 clusters Score: Raw -2349.849990 + Penalty 184.946798 = -2164.903192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.774403 sec): 3 clusters Score: Raw -2340.309883 + Penalty 405.979864 = -1934.330019 nChanged 13 SP:Iteration 1F (17.774759 sec): 3 clusters Score: Raw -2358.804838 + Penalty 420.206612 = -1938.598226 nChanged 4 SP:Iteration 2F (17.775115 sec): 3 clusters Score: Raw -2363.287777 + Penalty 424.061255 = -1939.226522 nChanged 1 SP:Iteration 3Q (17.775462 sec): 3 clusters Score: Raw -2364.835346 + Penalty 425.620956 = -1939.214390 nChanged 1 SP:Iteration 4F (17.775818 sec): 3 clusters Score: Raw -2366.413789 + Penalty 424.702328 = -1941.711461 nChanged 2 SP:Iteration 5Q (17.776153 sec): 3 clusters Score: Raw -2368.872397 + Penalty 424.702328 = -1944.170068 nChanged 0 SP:Iteration 6F (17.776494 sec): 3 clusters Score: Raw -2368.872397 + Penalty 424.702328 = -1944.170068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.777337 sec): 2 clusters Score: Raw -1140.705565 + Penalty 247.207043 = -893.498521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.777614 sec): 3 clusters Score: Raw -1151.085870 + Penalty 485.120593 = -665.965277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.778398 sec): 2 clusters Score: Raw -930.120961 + Penalty 317.179351 = -612.941610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.778649 sec): 3 clusters Score: Raw -938.381464 + Penalty 612.783917 = -325.597548 nChanged 1 SP:Iteration 1Q (17.778893 sec): 3 clusters Score: Raw -940.572889 + Penalty 606.091455 = -334.481434 nChanged 2 SP:Iteration 2F (17.779140 sec): 3 clusters Score: Raw -943.844076 + Penalty 593.922427 = -349.921650 nChanged 1 SP:Iteration 3Q (17.779378 sec): 3 clusters Score: Raw -944.617406 + Penalty 593.922427 = -350.694979 nChanged 0 SP:Iteration 4F (17.779623 sec): 3 clusters Score: Raw -944.617406 + Penalty 593.922427 = -350.694979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.780373 sec): 2 clusters Score: Raw -297.989291 + Penalty 180.159512 = -117.829779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.780596 sec): 3 clusters Score: Raw -293.686756 + Penalty 377.560473 = 83.873717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.781419 sec): 2 clusters Score: Raw -1376.823089 + Penalty 355.897871 = -1020.925218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.781689 sec): 3 clusters Score: Raw -1394.730320 + Penalty 711.729636 = -683.000684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.782541 sec): 2 clusters Score: Raw -989.122461 + Penalty 329.101725 = -660.020736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.782801 sec): 3 clusters Score: Raw -1011.917725 + Penalty 648.638796 = -363.278929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.784575 sec): 2 clusters Score: Raw -17252.775858 + Penalty 767.441407 = -16485.334451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.785445 sec): 3 clusters Score: Raw -17140.740006 + Penalty 1534.935037 = -15605.804970 nChanged 84 SP:Iteration 1F (17.786322 sec): 3 clusters Score: Raw -17229.960739 + Penalty 1534.947500 = -15695.013239 nChanged 11 SP:Iteration 2Q (17.787177 sec): 3 clusters Score: Raw -17243.174709 + Penalty 1534.977149 = -15708.197560 nChanged 6 SP:Iteration 3Q (17.788035 sec): 3 clusters Score: Raw -17250.130554 + Penalty 1534.991391 = -15715.139163 nChanged 5 SP:Iteration 4Q (17.788888 sec): 3 clusters Score: Raw -17255.792828 + Penalty 1535.234420 = -15720.558409 nChanged 7 SP:Iteration 5Q (17.789745 sec): 3 clusters Score: Raw -17262.988166 + Penalty 1535.366791 = -15727.621374 nChanged 5 SP:Iteration 6Q (17.790594 sec): 3 clusters Score: Raw -17266.276571 + Penalty 1535.748258 = -15730.528313 nChanged 3 SP:Iteration 7Q (17.791443 sec): 3 clusters Score: Raw -17268.915374 + Penalty 1535.830454 = -15733.084920 nChanged 1 SP:Iteration 8Q (17.792292 sec): 3 clusters Score: Raw -17270.904039 + Penalty 1535.798966 = -15735.105072 nChanged 2 SP:Iteration 9Q (17.793141 sec): 3 clusters Score: Raw -17272.395297 + Penalty 1535.839600 = -15736.555697 nChanged 1 SP:Iteration 10F (17.793996 sec): 3 clusters Score: Raw -17273.583523 + Penalty 1535.833206 = -15737.750317 nChanged 2 SP:Iteration 11Q (17.794845 sec): 3 clusters Score: Raw -17278.898480 + Penalty 1535.865729 = -15743.032752 nChanged 3 SP:Iteration 12Q (17.795692 sec): 3 clusters Score: Raw -17284.041594 + Penalty 1536.021738 = -15748.019856 nChanged 2 SP:Iteration 13Q (17.796539 sec): 3 clusters Score: Raw -17286.011327 + Penalty 1536.146030 = -15749.865297 nChanged 1 SP:Iteration 14Q (17.797386 sec): 3 clusters Score: Raw -17286.378413 + Penalty 1536.170111 = -15750.208302 nChanged 1 SP:Iteration 15Q (17.798232 sec): 3 clusters Score: Raw -17286.776619 + Penalty 1536.170111 = -15750.606508 nChanged 0 SP:Iteration 16F (17.799088 sec): 3 clusters Score: Raw -17286.776619 + Penalty 1536.170111 = -15750.606508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.800897 sec): 2 clusters Score: Raw -16911.158130 + Penalty 940.183850 = -15970.974281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.801769 sec): 3 clusters Score: Raw -16862.668253 + Penalty 1880.223650 = -14982.444603 nChanged 71 SP:Iteration 1F (17.802634 sec): 3 clusters Score: Raw -16967.857767 + Penalty 1880.336172 = -15087.521595 nChanged 10 SP:Iteration 2Q (17.803477 sec): 3 clusters Score: Raw -16987.386506 + Penalty 1880.321845 = -15107.064661 nChanged 4 SP:Iteration 3Q (17.804308 sec): 3 clusters Score: Raw -16996.785653 + Penalty 1880.303548 = -15116.482105 nChanged 3 SP:Iteration 4Q (17.805141 sec): 3 clusters Score: Raw -17005.379007 + Penalty 1880.288721 = -15125.090286 nChanged 1 SP:Iteration 5Q (17.805970 sec): 3 clusters Score: Raw -17005.993085 + Penalty 1880.288721 = -15125.704363 nChanged 0 SP:Iteration 6F (17.806819 sec): 3 clusters Score: Raw -17005.993085 + Penalty 1880.288721 = -15125.704363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.807975 sec): 2 clusters Score: Raw -4520.603822 + Penalty 616.042114 = -3904.561708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.808407 sec): 3 clusters Score: Raw -4545.327394 + Penalty 1232.358570 = -3312.968823 nChanged 6 SP:Iteration 1F (17.808796 sec): 3 clusters Score: Raw -4558.031499 + Penalty 1233.075049 = -3324.956450 nChanged 1 SP:Iteration 2Q (17.809176 sec): 3 clusters Score: Raw -4559.140850 + Penalty 1233.075049 = -3326.065801 nChanged 0 SP:Iteration 3F (17.809563 sec): 3 clusters Score: Raw -4559.140850 + Penalty 1233.075049 = -3326.065801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.810477 sec): 2 clusters Score: Raw -1873.053498 + Penalty 273.043989 = -1600.009509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.810786 sec): 3 clusters Score: Raw -1900.471510 + Penalty 567.709250 = -1332.762261 nChanged 8 SP:Iteration 1F (17.811088 sec): 3 clusters Score: Raw -1920.484393 + Penalty 625.625559 = -1294.858834 nChanged 4 SP:Iteration 2F (17.811388 sec): 3 clusters Score: Raw -1933.863217 + Penalty 648.022583 = -1285.840634 nChanged 1 SP:Iteration 3F (17.811688 sec): 3 clusters Score: Raw -1938.277745 + Penalty 648.022583 = -1290.255162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.812582 sec): 2 clusters Score: Raw -1354.429923 + Penalty 223.486177 = -1130.943746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.812896 sec): 3 clusters Score: Raw -1369.492908 + Penalty 447.694659 = -921.798249 nChanged 1 SP:Iteration 1Q (17.813181 sec): 3 clusters Score: Raw -1374.241537 + Penalty 444.057013 = -930.184523 nChanged 2 SP:Iteration 2Q (17.813461 sec): 3 clusters Score: Raw -1388.182996 + Penalty 443.940212 = -944.242784 nChanged 1 SP:Iteration 3Q (17.813738 sec): 3 clusters Score: Raw -1391.291407 + Penalty 443.940212 = -947.351195 nChanged 0 SP:Iteration 4F (17.814041 sec): 3 clusters Score: Raw -1391.291407 + Penalty 443.940212 = -947.351195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.815068 sec): 2 clusters Score: Raw -3053.588216 + Penalty 456.633704 = -2596.954513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.815446 sec): 3 clusters Score: Raw -3072.463273 + Penalty 910.716966 = -2161.746307 nChanged 7 SP:Iteration 1F (17.815816 sec): 3 clusters Score: Raw -3083.684656 + Penalty 916.049303 = -2167.635352 nChanged 3 SP:Iteration 2Q (17.816179 sec): 3 clusters Score: Raw -3091.422390 + Penalty 920.762085 = -2170.660305 nChanged 2 SP:Iteration 3Q (17.816540 sec): 3 clusters Score: Raw -3094.801923 + Penalty 920.762085 = -2174.039838 nChanged 0 SP:Iteration 4F (17.816908 sec): 3 clusters Score: Raw -3094.801923 + Penalty 920.762085 = -2174.039838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.817672 sec): 2 clusters Score: Raw -213.191476 + Penalty 159.419729 = -53.771747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.817889 sec): 3 clusters Score: Raw -210.409128 + Penalty 313.152987 = 102.743859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.818672 sec): 2 clusters Score: Raw -137.034579 + Penalty 114.257492 = -22.777086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.818904 sec): 3 clusters Score: Raw -127.352581 + Penalty 226.599448 = 99.246868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.819657 sec): 2 clusters Score: Raw -211.048392 + Penalty 125.399799 = -85.648593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.819882 sec): 3 clusters Score: Raw -214.111460 + Penalty 255.031446 = 40.919987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.821167 sec): 2 clusters Score: Raw -9736.495336 + Penalty 766.135169 = -8970.360167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.821762 sec): 3 clusters Score: Raw -9726.931465 + Penalty 1531.342681 = -8195.588784 nChanged 24 SP:Iteration 1F (17.822346 sec): 3 clusters Score: Raw -9770.597425 + Penalty 1531.143841 = -8239.453584 nChanged 8 SP:Iteration 2Q (17.822922 sec): 3 clusters Score: Raw -9785.182195 + Penalty 1531.002839 = -8254.179356 nChanged 3 SP:Iteration 3Q (17.823489 sec): 3 clusters Score: Raw -9790.579284 + Penalty 1531.307670 = -8259.271614 nChanged 2 SP:Iteration 4Q (17.824046 sec): 3 clusters Score: Raw -9793.898476 + Penalty 1531.307670 = -8262.590806 nChanged 0 SP:Iteration 5F (17.824613 sec): 3 clusters Score: Raw -9793.898476 + Penalty 1531.307670 = -8262.590806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.825534 sec): 2 clusters Score: Raw -1562.455036 + Penalty 389.744514 = -1172.710523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.825822 sec): 3 clusters Score: Raw -1572.271266 + Penalty 778.856475 = -793.414791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.826584 sec): 2 clusters Score: Raw -109.185524 + Penalty 75.034780 = -34.150745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.826781 sec): 2 clusters Score: Raw -109.185524 + Penalty 75.034780 = -34.150745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.827552 sec): 2 clusters Score: Raw -715.502212 + Penalty 308.454742 = -407.047470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.827796 sec): 3 clusters Score: Raw -740.905234 + Penalty 610.005870 = -130.899363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.828546 sec): 2 clusters Score: Raw -435.698065 + Penalty 223.951265 = -211.746799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.828775 sec): 3 clusters Score: Raw -435.473571 + Penalty 433.806199 = -1.667372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.829514 sec): 2 clusters Score: Raw -209.582205 + Penalty 130.127243 = -79.454962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.829720 sec): 2 clusters Score: Raw -209.582205 + Penalty 130.127243 = -79.454962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.830506 sec): 2 clusters Score: Raw -214.999087 + Penalty 168.859793 = -46.139293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.830743 sec): 3 clusters Score: Raw -211.229038 + Penalty 340.462013 = 129.232975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.831519 sec): 2 clusters Score: Raw -605.182112 + Penalty 248.018475 = -357.163636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.831780 sec): 3 clusters Score: Raw -615.443215 + Penalty 498.654095 = -116.789120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.832519 sec): 2 clusters Score: Raw -177.122961 + Penalty 140.659955 = -36.463006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.832734 sec): 3 clusters Score: Raw -169.726698 + Penalty 281.319910 = 111.593212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.833566 sec): 2 clusters Score: Raw -1315.740614 + Penalty 395.201520 = -920.539093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.833848 sec): 3 clusters Score: Raw -1346.874398 + Penalty 787.894100 = -558.980299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.834647 sec): 2 clusters Score: Raw -762.847224 + Penalty 288.665232 = -474.181991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.834889 sec): 3 clusters Score: Raw -755.622518 + Penalty 582.644449 = -172.978068 nChanged 1 SP:Iteration 1F (17.835145 sec): 3 clusters Score: Raw -754.816445 + Penalty 516.145549 = -238.670896 nChanged 1 SP:Iteration 2F (17.835397 sec): 3 clusters Score: Raw -759.252359 + Penalty 288.665232 = -470.587126 nChanged 1 SP:Iteration 3F (17.835629 sec): 2 clusters Score: Raw -762.847224 + Penalty 288.665232 = -474.181991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.836490 sec): 2 clusters Score: Raw -1890.472483 + Penalty 465.567144 = -1424.905339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.836789 sec): 3 clusters Score: Raw -1925.303238 + Penalty 929.999970 = -995.303268 nChanged 2 SP:Iteration 1Q (17.837064 sec): 3 clusters Score: Raw -1933.288330 + Penalty 929.999970 = -1003.288360 nChanged 0 SP:Iteration 2F (17.837357 sec): 3 clusters Score: Raw -1933.288330 + Penalty 929.999970 = -1003.288360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.838141 sec): 2 clusters Score: Raw -285.994877 + Penalty 132.378976 = -153.615901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.838365 sec): 3 clusters Score: Raw -291.875255 + Penalty 294.742891 = 2.867636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.839104 sec): 2 clusters Score: Raw -164.561386 + Penalty 118.837811 = -45.723575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.839318 sec): 3 clusters Score: Raw -161.109915 + Penalty 237.675622 = 76.565707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.840054 sec): 2 clusters Score: Raw -207.713342 + Penalty 122.016927 = -85.696415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.840272 sec): 3 clusters Score: Raw -201.550218 + Penalty 237.947370 = 36.397152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.841010 sec): 2 clusters Score: Raw -215.956483 + Penalty 58.350375 = -157.606107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.841229 sec): 3 clusters Score: Raw -216.093266 + Penalty 121.294536 = -94.798729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.841984 sec): 2 clusters Score: Raw -158.319355 + Penalty 81.966774 = -76.352580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.842198 sec): 3 clusters Score: Raw -154.707334 + Penalty 138.979489 = -15.727845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.842929 sec): 2 clusters Score: Raw -111.486915 + Penalty 86.284422 = -25.202493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.843141 sec): 3 clusters Score: Raw -109.743274 + Penalty 174.492227 = 64.748953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.843874 sec): 2 clusters Score: Raw -210.094110 + Penalty 125.342984 = -84.751126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.844110 sec): 3 clusters Score: Raw -204.057943 + Penalty 280.259634 = 76.201691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.844889 sec): 2 clusters Score: Raw -81.808713 + Penalty 67.778426 = -14.030288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.845084 sec): 2 clusters Score: Raw -81.808713 + Penalty 67.778426 = -14.030288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.845819 sec): 2 clusters Score: Raw -253.201368 + Penalty 173.886967 = -79.314401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.846059 sec): 3 clusters Score: Raw -252.494249 + Penalty 347.773935 = 95.279686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.846848 sec): 2 clusters Score: Raw -257.668195 + Penalty 169.951036 = -87.717159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.847069 sec): 3 clusters Score: Raw -254.314356 + Penalty 363.120357 = 108.806001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.847789 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.847979 sec): 2 clusters Score: Raw -38.237461 + Penalty 0.000000 = -38.237461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.848713 sec): 2 clusters Score: Raw -215.560017 + Penalty 167.209305 = -48.350712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.848931 sec): 3 clusters Score: Raw -212.668407 + Penalty 341.593600 = 128.925193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.849660 sec): 2 clusters Score: Raw -128.738564 + Penalty 103.455603 = -25.282961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.849875 sec): 3 clusters Score: Raw -123.148417 + Penalty 201.450631 = 78.302214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.850606 sec): 2 clusters Score: Raw -159.528852 + Penalty 105.432539 = -54.096312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.850818 sec): 3 clusters Score: Raw -159.085708 + Penalty 180.304976 = 21.219268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.851556 sec): 2 clusters Score: Raw -88.784339 + Penalty 69.881201 = -18.903138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.851765 sec): 3 clusters Score: Raw -79.052345 + Penalty 139.762402 = 60.710058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.852506 sec): 2 clusters Score: Raw -264.107613 + Penalty 153.982363 = -110.125251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.852726 sec): 3 clusters Score: Raw -258.621008 + Penalty 316.473440 = 57.852433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.853453 sec): 2 clusters Score: Raw -82.465245 + Penalty 65.619166 = -16.846079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.853662 sec): 3 clusters Score: Raw -76.311453 + Penalty 131.238332 = 54.926880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.854436 sec): 2 clusters Score: Raw -311.465650 + Penalty 206.373303 = -105.092347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.854676 sec): 3 clusters Score: Raw -308.186195 + Penalty 390.857853 = 82.671657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.855428 sec): 2 clusters Score: Raw -133.454462 + Penalty 113.491435 = -19.963027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.855639 sec): 3 clusters Score: Raw -123.484306 + Penalty 232.567887 = 109.083581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.856359 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.856550 sec): 2 clusters Score: Raw -33.253457 + Penalty 0.000000 = -33.253457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.857313 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.857527 sec): 2 clusters Score: Raw -87.276231 + Penalty 66.637680 = -20.638551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.858281 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.858475 sec): 2 clusters Score: Raw -37.215625 + Penalty 0.000000 = -37.215625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.859191 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.859382 sec): 2 clusters Score: Raw -39.935273 + Penalty 0.000000 = -39.935273 nChanged 0 Deleting Class 82 (44 points): Lose 177.766451 but Gain 1143.971961 Iteration 119Q (17.907686 sec): 64 clusters Score: Raw -373249.750932 + Penalty 53277.756753 = -319971.994179 nChanged 51 Deleting Class 39 (3 points): Lose 7.150554 but Gain 967.043886 Iteration 120F (18.224382 sec): 63 clusters Score: Raw -373316.325069 + Penalty 52321.216752 = -320995.108317 nChanged 14 Deleting Class 73 (5 points): Lose 24.707408 but Gain 975.568961 Iteration 121Q (18.264554 sec): 62 clusters Score: Raw -373303.189848 + Penalty 51357.767442 = -321945.422406 nChanged 8 Deleting Class 160 (3 points): Lose 12.411295 but Gain 960.560192 Iteration 122Q (18.305929 sec): 61 clusters Score: Raw -373307.564420 + Penalty 50403.371037 = -322904.193383 nChanged 9 Deleting Class 156 (7 points): Lose 46.547649 but Gain 986.135694 Iteration 123Q (18.346738 sec): 60 clusters Score: Raw -373270.649867 + Penalty 49436.950090 = -323833.699777 nChanged 13 Deleting Class 132 (2 points): Lose 6.729152 but Gain 937.434318 Iteration 124Q (18.386667 sec): 59 clusters Score: Raw -373280.881413 + Penalty 48508.131893 = -324772.749519 nChanged 5 Deleting Class 125 (5 points): Lose 41.294544 but Gain 966.033446 Iteration 125Q (18.426337 sec): 58 clusters Score: Raw -373246.152346 + Penalty 47552.910523 = -325693.241823 nChanged 5 Deleting Class 77 (4 points): Lose 29.964202 but Gain 943.454511 Iteration 126Q (18.465371 sec): 57 clusters Score: Raw -373227.824992 + Penalty 46621.942560 = -326605.882432 nChanged 5 Deleting Class 52 (36 points): Lose 102.311435 but Gain 1011.291260 Iteration 127Q (18.505443 sec): 56 clusters Score: Raw -373132.692369 + Penalty 45617.480105 = -327515.212264 nChanged 37 Deleting Class 60 (19 points): Lose 104.836351 but Gain 1012.946499 Iteration 128Q (18.544973 sec): 55 clusters Score: Raw -373071.620897 + Penalty 44738.226986 = -328333.393910 nChanged 27 Deleting Class 189 (1 points): Lose 3.714102 but Gain 903.776235 Iteration 129Q (18.583778 sec): 54 clusters Score: Raw -373130.452141 + Penalty 43839.421200 = -329291.030941 nChanged 13 Deleting Class 80 (19 points): Lose 74.531586 but Gain 972.616671 Iteration 130F (18.850716 sec): 53 clusters Score: Raw -373062.264497 + Penalty 42873.611468 = -330188.653029 nChanged 25 Deleting Class 178 (2 points): Lose 4.126455 but Gain 893.923504 Iteration 131Q (18.889924 sec): 52 clusters Score: Raw -373084.274180 + Penalty 41884.627188 = -331199.646992 nChanged 7 Deleting Class 107 (2 points): Lose 20.370046 but Gain 909.226245 Iteration 132Q (18.928979 sec): 51 clusters Score: Raw -373070.630268 + Penalty 40980.873679 = -332089.756589 nChanged 5 Deleting Class 38 (5 points): Lose 38.488844 but Gain 921.030021 Iteration 133Q (18.966676 sec): 50 clusters Score: Raw -373040.908194 + Penalty 40070.699575 = -332970.208618 nChanged 8 Deleting Class 22 (22 points): Lose 75.247078 but Gain 954.126338 Iteration 134Q (19.004600 sec): 49 clusters Score: Raw -372983.258638 + Penalty 39127.306326 = -333855.952312 nChanged 25 Deleting Class 78 (39 points): Lose 149.237871 but Gain 1033.010133 Iteration 135Q (19.042744 sec): 48 clusters Score: Raw -372869.758065 + Penalty 38335.220915 = -334534.537151 nChanged 46 Deleting Class 10 (11 points): Lose 61.564291 but Gain 963.575560 Iteration 136Q (19.080456 sec): 47 clusters Score: Raw -372907.452878 + Penalty 37215.062985 = -335692.389894 nChanged 32 Deleting Class 24 (31 points): Lose 82.565940 but Gain 959.936937 Iteration 137Q (19.118147 sec): 46 clusters Score: Raw -372864.546016 + Penalty 36270.501129 = -336594.044887 nChanged 45 Deleting Class 63 (10 points): Lose 32.431740 but Gain 904.365070 Iteration 138Q (19.156096 sec): 45 clusters Score: Raw -372880.183269 + Penalty 35369.217124 = -337510.966145 nChanged 29 Deleting Class 127 (3 points): Lose 11.066315 but Gain 875.619673 Iteration 139Q (19.193670 sec): 44 clusters Score: Raw -372887.815304 + Penalty 34502.274754 = -338385.540550 nChanged 15 Deleting Class 155 (2 points): Lose 18.306300 but Gain 880.260459 Iteration 140F (19.412865 sec): 43 clusters Score: Raw -372876.596421 + Penalty 33624.578686 = -339252.017735 nChanged 13 Deleting Class 111 (7 points): Lose 33.957571 but Gain 892.165453 Iteration 141Q (19.449972 sec): 42 clusters Score: Raw -372850.333728 + Penalty 32735.582297 = -340114.751430 nChanged 15 Deleting Class 114 (6 points): Lose 23.982767 but Gain 881.962369 Iteration 142Q (19.485982 sec): 41 clusters Score: Raw -372836.202160 + Penalty 31863.098129 = -340973.104031 nChanged 11 Deleting Class 23 (7 points): Lose 17.367602 but Gain 860.875526 Iteration 143Q (19.522264 sec): 40 clusters Score: Raw -372827.689765 + Penalty 30999.838428 = -341827.851337 nChanged 11 Deleting Class 183 (2 points): Lose 42.188608 but Gain 879.252997 Iteration 144Q (19.558030 sec): 39 clusters Score: Raw -372796.394594 + Penalty 30118.912164 = -342677.482430 nChanged 8 Deleting Class 25 (27 points): Lose 109.348341 but Gain 937.099482 Iteration 145Q (19.593583 sec): 38 clusters Score: Raw -372691.548456 + Penalty 29203.104663 = -343488.443793 nChanged 30 Deleting Class 76 (14 points): Lose 60.834849 but Gain 848.449219 Iteration 146Q (19.629488 sec): 37 clusters Score: Raw -372669.458443 + Penalty 28364.823198 = -344304.635245 nChanged 22 Deleting Class 9 (3 points): Lose 7.119685 but Gain 793.511589 Iteration 147Q (19.664944 sec): 36 clusters Score: Raw -372683.853922 + Penalty 27572.347010 = -345111.506911 nChanged 8 Deleting Class 84 (4 points): Lose 13.567151 but Gain 797.085915 Iteration 148Q (19.699908 sec): 35 clusters Score: Raw -372674.668236 + Penalty 26779.414913 = -345895.253323 nChanged 4 Deleting Class 3 (130 points): Lose 292.463529 but Gain 1075.637692 Iteration 149Q (19.734810 sec): 34 clusters Score: Raw -372388.320309 + Penalty 25699.663241 = -346688.657068 nChanged 131 Deleting Class 11 (68 points): Lose 253.660125 but Gain 1030.998232 Iteration 150F (19.908392 sec): 33 clusters Score: Raw -372310.007597 + Penalty 24700.061437 = -347609.946160 nChanged 99 Deleting Class 139 (6 points): Lose 24.391378 but Gain 799.092801 Iteration 151Q (19.944464 sec): 32 clusters Score: Raw -372435.221423 + Penalty 23901.498726 = -348533.722698 nChanged 30 Deleting Class 45 (206 points): Lose 581.932205 but Gain 1335.466124 Iteration 152Q (19.978877 sec): 31 clusters Score: Raw -371881.062467 + Penalty 22621.458294 = -349259.604173 nChanged 214 Deleting Class 70 (5 points): Lose 9.070743 but Gain 751.795894 Iteration 153Q (20.014068 sec): 30 clusters Score: Raw -372206.086017 + Penalty 21888.488599 = -350317.597418 nChanged 69 Deleting Class 7 (7 points): Lose 18.212766 but Gain 759.093945 Iteration 154Q (20.047929 sec): 29 clusters Score: Raw -372240.624487 + Penalty 21133.888500 = -351106.735987 nChanged 44 Deleting Class 101 (5 points): Lose 17.011383 but Gain 724.155360 Iteration 155Q (20.080911 sec): 28 clusters Score: Raw -372253.575393 + Penalty 20410.242209 = -351843.333184 nChanged 29 Deleting Class 87 (5 points): Lose 12.519744 but Gain 704.939431 Iteration 156Q (20.113265 sec): 27 clusters Score: Raw -372261.016843 + Penalty 19711.789436 = -352549.227408 nChanged 19 Deleting Class 97 (3 points): Lose 48.918549 but Gain 730.287539 Iteration 157Q (20.145948 sec): 26 clusters Score: Raw -372226.978856 + Penalty 18985.986332 = -353240.992524 nChanged 13 Deleting Class 33 (153 points): Lose 600.811606 but Gain 1234.250678 Iteration 158Q (20.178030 sec): 25 clusters Score: Raw -371640.164287 + Penalty 17830.651754 = -353809.512533 nChanged 162 Deleting Class 40 (6 points): Lose 48.686646 but Gain 686.698744 Iteration 159Q (20.210720 sec): 24 clusters Score: Raw -371856.320942 + Penalty 17153.121844 = -354703.199098 nChanged 55 Deleting Class 20 (36 points): Lose 116.528206 but Gain 740.767373 Iteration 160F (20.334848 sec): 23 clusters Score: Raw -371774.270447 + Penalty 16430.831127 = -355343.439320 nChanged 65 Deleting Class 57 (3 points): Lose 23.169701 but Gain 635.073668 Iteration 161Q (20.367177 sec): 22 clusters Score: Raw -371825.411325 + Penalty 15795.476125 = -356029.935200 nChanged 42 Deleting Class 115 (1 points): Lose 3.202150 but Gain 604.458551 Iteration 162Q (20.398922 sec): 21 clusters Score: Raw -371850.878857 + Penalty 15207.695693 = -356643.183165 nChanged 27 Deleting Class 6 (7 points): Lose 28.075371 but Gain 622.168527 Iteration 163Q (20.430137 sec): 20 clusters Score: Raw -371837.803178 + Penalty 14589.216690 = -357248.586488 nChanged 30 Deleting Class 128 (3 points): Lose 16.052414 but Gain 609.761627 Iteration 164Q (20.461339 sec): 19 clusters Score: Raw -371844.955691 + Penalty 13981.985235 = -357862.970456 nChanged 17 Deleting Class 83 (8 points): Lose 28.940175 but Gain 591.940764 Iteration 165Q (20.491822 sec): 18 clusters Score: Raw -371827.790021 + Penalty 13391.670785 = -358436.119236 nChanged 20 Deleting Class 36 (113 points): Lose 477.621312 but Gain 1020.359076 Iteration 166Q (20.522097 sec): 17 clusters Score: Raw -371367.392649 + Penalty 12464.513167 = -358902.879482 nChanged 121 Deleting Class 94 (4 points): Lose 15.696675 but Gain 549.779239 Iteration 167Q (20.552905 sec): 16 clusters Score: Raw -371620.277904 + Penalty 11936.055173 = -359684.222731 nChanged 48 Deleting Class 34 (79 points): Lose 290.666209 but Gain 732.354528 Iteration 168Q (20.582081 sec): 15 clusters Score: Raw -371362.968853 + Penalty 11415.488904 = -359947.479949 nChanged 90 Deleting Class 171 (1 points): Lose 8.720490 but Gain 409.833991 Iteration 169Q (20.611039 sec): 14 clusters Score: Raw -371514.273947 + Penalty 10832.823115 = -360681.450832 nChanged 35 Deleting Class 31 (408 points): Lose 1239.232269 but Gain 1477.946994 Iteration 170F (20.685983 sec): 13 clusters Score: Raw -370300.077571 + Penalty 9405.944197 = -360894.133374 nChanged 429 Deleting Class 2 (430 points): Lose 1071.917443 but Gain 1241.577643 Iteration 171Q (20.716279 sec): 12 clusters Score: Raw -369967.369989 + Penalty 8140.822070 = -361826.547919 nChanged 507 Deleting Class 35 (99 points): Lose 515.350836 but Gain 664.420153 Iteration 172Q (20.745430 sec): 11 clusters Score: Raw -370293.882578 + Penalty 7811.340670 = -362482.541908 nChanged 228 Deleting Class 93 (14 points): Lose 83.283080 but Gain 166.732556 Iteration 173Q (20.772577 sec): 10 clusters Score: Raw -370619.017391 + Penalty 7217.991124 = -363401.026267 nChanged 162 Iteration 174Q (20.799584 sec): 10 clusters Score: Raw -370748.098794 + Penalty 7220.999960 = -363527.098835 nChanged 106 Iteration 175Q (20.825873 sec): 10 clusters Score: Raw -370817.150928 + Penalty 7264.642857 = -363552.508071 nChanged 80 Iteration 176Q (20.852670 sec): 10 clusters Score: Raw -370859.584333 + Penalty 7268.245615 = -363591.338718 nChanged 61 Iteration 177Q (20.879160 sec): 10 clusters Score: Raw -370888.844192 + Penalty 7263.821489 = -363625.022704 nChanged 45 Iteration 178Q (20.905584 sec): 10 clusters Score: Raw -370906.400770 + Penalty 7265.612935 = -363640.787835 nChanged 28 Iteration 179Q (20.932453 sec): 10 clusters Score: Raw -370919.941088 + Penalty 7266.169875 = -363653.771213 nChanged 27 Iteration 180F (20.987775 sec): 10 clusters Score: Raw -370939.007371 + Penalty 7269.370815 = -363669.636556 nChanged 24 Iteration 181Q (21.015319 sec): 10 clusters Score: Raw -370950.317555 + Penalty 7272.435290 = -363677.882266 nChanged 27 Iteration 182Q (21.044939 sec): 10 clusters Score: Raw -370960.642422 + Penalty 7274.955173 = -363685.687248 nChanged 16 Iteration 183Q (21.072993 sec): 10 clusters Score: Raw -370967.451770 + Penalty 7278.329506 = -363689.122263 nChanged 16 Iteration 184Q (21.100439 sec): 10 clusters Score: Raw -370974.934522 + Penalty 7279.424183 = -363695.510340 nChanged 9 Iteration 185Q (21.127859 sec): 10 clusters Score: Raw -370978.723191 + Penalty 7278.711985 = -363700.011206 nChanged 12 Iteration 186Q (21.156188 sec): 10 clusters Score: Raw -370984.926397 + Penalty 7280.273558 = -363704.652839 nChanged 8 Iteration 187Q (21.184279 sec): 10 clusters Score: Raw -370987.599981 + Penalty 7281.924814 = -363705.675167 nChanged 9 Iteration 188Q (21.211846 sec): 10 clusters Score: Raw -370991.128551 + Penalty 7282.141834 = -363708.986718 nChanged 8 Iteration 189Q (21.240673 sec): 10 clusters Score: Raw -370993.855973 + Penalty 7283.034743 = -363710.821230 nChanged 5 Iteration 190F (21.295916 sec): 10 clusters Score: Raw -370994.823062 + Penalty 7284.129293 = -363710.693769 nChanged 4 Iteration 191F (21.350885 sec): 10 clusters Score: Raw -370995.231414 + Penalty 7285.578907 = -363709.652507 nChanged 6 Iteration 192F (21.406167 sec): 10 clusters Score: Raw -370995.871523 + Penalty 7285.752092 = -363710.119430 nChanged 1 Iteration 193Q (21.434125 sec): 10 clusters Score: Raw -370995.941435 + Penalty 7286.300662 = -363709.640773 nChanged 3 Iteration 194F (21.489948 sec): 10 clusters Score: Raw -370996.107832 + Penalty 7287.540321 = -363708.567512 nChanged 4 Iteration 195F (21.544572 sec): 10 clusters Score: Raw -370996.552031 + Penalty 7287.752898 = -363708.799133 nChanged 1 Iteration 196Q (21.572777 sec): 10 clusters Score: Raw -370996.569210 + Penalty 7287.991649 = -363708.577561 nChanged 1 Iteration 197F (21.627384 sec): 10 clusters Score: Raw -370996.616892 + Penalty 7287.991649 = -363708.625242 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -370996.616892 + Penalty 7287.991649 = -363708.625242Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 1 (3849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.663949 sec): 2 clusters Score: Raw -130857.731193 + Penalty 237.843407 = -130619.887785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.671168 sec): 3 clusters Score: Raw -128341.477103 + Penalty 470.960372 = -127870.516731 nChanged 1732 SP:Iteration 1F (21.678029 sec): 3 clusters Score: Raw -129630.624706 + Penalty 493.551231 = -129137.073475 nChanged 710 SP:Iteration 2F (21.684922 sec): 3 clusters Score: Raw -130469.410092 + Penalty 548.744316 = -129920.665776 nChanged 288 SP:Iteration 3F (21.691761 sec): 3 clusters Score: Raw -130800.312370 + Penalty 537.883869 = -130262.428501 nChanged 90 SP:Iteration 4Q (21.698224 sec): 3 clusters Score: Raw -130900.690312 + Penalty 517.836032 = -130382.854280 nChanged 31 SP:Iteration 5Q (21.703953 sec): 3 clusters Score: Raw -130935.547867 + Penalty 519.869951 = -130415.677916 nChanged 11 SP:Iteration 6Q (21.709567 sec): 3 clusters Score: Raw -130950.614394 + Penalty 506.886473 = -130443.727920 nChanged 4 SP:Iteration 7Q (21.715064 sec): 3 clusters Score: Raw -130953.963044 + Penalty 509.068965 = -130444.894079 nChanged 1 SP:Iteration 8Q (21.720541 sec): 3 clusters Score: Raw -130954.148641 + Penalty 509.068965 = -130445.079676 nChanged 0 SP:Iteration 9F (21.727585 sec): 3 clusters Score: Raw -130954.148641 + Penalty 509.068965 = -130445.079676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.736399 sec): 2 clusters Score: Raw -82573.505445 + Penalty 716.702890 = -81856.802555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.740402 sec): 3 clusters Score: Raw -81238.357949 + Penalty 1433.133034 = -79805.224915 nChanged 863 SP:Iteration 1F (21.744328 sec): 3 clusters Score: Raw -81613.131691 + Penalty 1431.478304 = -80181.653387 nChanged 358 SP:Iteration 2F (21.748377 sec): 3 clusters Score: Raw -81888.297649 + Penalty 1436.388883 = -80451.908765 nChanged 266 SP:Iteration 3F (21.752340 sec): 3 clusters Score: Raw -82122.089791 + Penalty 1448.596641 = -80673.493151 nChanged 180 SP:Iteration 4F (21.756361 sec): 3 clusters Score: Raw -82261.007471 + Penalty 1462.821499 = -80798.185972 nChanged 125 SP:Iteration 5F (21.760329 sec): 3 clusters Score: Raw -82338.462799 + Penalty 1476.756854 = -80861.705944 nChanged 86 SP:Iteration 6Q (21.764545 sec): 3 clusters Score: Raw -82400.256892 + Penalty 1497.110837 = -80903.146055 nChanged 88 SP:Iteration 7Q (21.768591 sec): 3 clusters Score: Raw -82472.774131 + Penalty 1527.188471 = -80945.585661 nChanged 85 SP:Iteration 8Q (21.772641 sec): 3 clusters Score: Raw -82555.738420 + Penalty 1559.508489 = -80996.229932 nChanged 72 SP:Iteration 9Q (21.776551 sec): 3 clusters Score: Raw -82622.191218 + Penalty 1582.603818 = -81039.587400 nChanged 58 SP:Iteration 10F (21.780458 sec): 3 clusters Score: Raw -82669.606924 + Penalty 1603.232347 = -81066.374577 nChanged 43 SP:Iteration 11Q (21.784396 sec): 3 clusters Score: Raw -82702.593595 + Penalty 1618.188860 = -81084.404736 nChanged 24 SP:Iteration 12Q (21.788247 sec): 3 clusters Score: Raw -82719.177655 + Penalty 1630.623614 = -81088.554041 nChanged 23 SP:Iteration 13Q (21.792047 sec): 3 clusters Score: Raw -82736.981893 + Penalty 1635.649361 = -81101.332532 nChanged 13 SP:Iteration 14Q (21.795856 sec): 3 clusters Score: Raw -82744.936121 + Penalty 1640.327152 = -81104.608969 nChanged 7 SP:Iteration 15Q (21.799548 sec): 3 clusters Score: Raw -82748.897116 + Penalty 1642.732433 = -81106.164683 nChanged 3 SP:Iteration 16Q (21.803210 sec): 3 clusters Score: Raw -82751.885609 + Penalty 1646.591802 = -81105.293807 nChanged 3 SP:Iteration 17F (21.807107 sec): 3 clusters Score: Raw -82753.134085 + Penalty 1646.591802 = -81106.542283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.813046 sec): 2 clusters Score: Raw -28722.545805 + Penalty 66.785874 = -28655.759931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.814715 sec): 3 clusters Score: Raw -28194.927003 + Penalty 145.765445 = -28049.161558 nChanged 383 SP:Iteration 1F (21.816344 sec): 3 clusters Score: Raw -28575.653537 + Penalty 148.538862 = -28427.114676 nChanged 35 SP:Iteration 2Q (21.817920 sec): 3 clusters Score: Raw -28605.798967 + Penalty 149.681048 = -28456.117920 nChanged 23 SP:Iteration 3Q (21.819449 sec): 3 clusters Score: Raw -28614.125306 + Penalty 151.542932 = -28462.582374 nChanged 15 SP:Iteration 4Q (21.820981 sec): 3 clusters Score: Raw -28618.002410 + Penalty 154.606946 = -28463.395464 nChanged 18 SP:Iteration 5Q (21.822544 sec): 3 clusters Score: Raw -28625.516436 + Penalty 158.713567 = -28466.802869 nChanged 20 SP:Iteration 6Q (21.824071 sec): 3 clusters Score: Raw -28633.572568 + Penalty 161.943702 = -28471.628865 nChanged 17 SP:Iteration 7Q (21.825573 sec): 3 clusters Score: Raw -28640.319263 + Penalty 163.213951 = -28477.105312 nChanged 21 SP:Iteration 8Q (21.827059 sec): 3 clusters Score: Raw -28651.917556 + Penalty 163.849351 = -28488.068205 nChanged 16 SP:Iteration 9Q (21.828554 sec): 3 clusters Score: Raw -28660.707596 + Penalty 168.049994 = -28492.657602 nChanged 10 SP:Iteration 10F (21.830188 sec): 3 clusters Score: Raw -28667.061341 + Penalty 171.991597 = -28495.069744 nChanged 10 SP:Iteration 11Q (21.831645 sec): 3 clusters Score: Raw -28672.473618 + Penalty 181.215890 = -28491.257728 nChanged 16 SP:Iteration 12F (21.833263 sec): 3 clusters Score: Raw -28681.644504 + Penalty 179.132791 = -28502.511713 nChanged 12 SP:Iteration 13Q (21.834670 sec): 3 clusters Score: Raw -28688.105829 + Penalty 176.677982 = -28511.427848 nChanged 9 SP:Iteration 14Q (21.836092 sec): 3 clusters Score: Raw -28693.830737 + Penalty 176.444571 = -28517.386166 nChanged 8 SP:Iteration 15Q (21.837489 sec): 3 clusters Score: Raw -28700.838767 + Penalty 179.402564 = -28521.436204 nChanged 7 SP:Iteration 16Q (21.838881 sec): 3 clusters Score: Raw -28704.513691 + Penalty 180.708192 = -28523.805499 nChanged 4 SP:Iteration 17Q (21.840277 sec): 3 clusters Score: Raw -28705.848158 + Penalty 178.038148 = -28527.810010 nChanged 5 SP:Iteration 18Q (21.841646 sec): 3 clusters Score: Raw -28707.616768 + Penalty 179.264065 = -28528.352703 nChanged 1 SP:Iteration 19Q (21.843003 sec): 3 clusters Score: Raw -28707.676563 + Penalty 180.751170 = -28526.925394 nChanged 1 SP:Iteration 20F (21.844649 sec): 3 clusters Score: Raw -28707.682621 + Penalty 180.751170 = -28526.931451 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.846771 sec): 2 clusters Score: Raw -23553.539047 + Penalty 946.426764 = -22607.112282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.848013 sec): 3 clusters Score: Raw -23397.339918 + Penalty 1893.210367 = -21504.129550 nChanged 126 SP:Iteration 1F (21.849216 sec): 3 clusters Score: Raw -23524.251081 + Penalty 1892.503668 = -21631.747412 nChanged 45 SP:Iteration 2F (21.850427 sec): 3 clusters Score: Raw -23587.372296 + Penalty 1892.590942 = -21694.781354 nChanged 23 SP:Iteration 3Q (21.851595 sec): 3 clusters Score: Raw -23615.970911 + Penalty 1892.666199 = -21723.304712 nChanged 13 SP:Iteration 4Q (21.852793 sec): 3 clusters Score: Raw -23631.881270 + Penalty 1892.720692 = -21739.160578 nChanged 5 SP:Iteration 5Q (21.854013 sec): 3 clusters Score: Raw -23639.152236 + Penalty 1892.917934 = -21746.234302 nChanged 3 SP:Iteration 6Q (21.855270 sec): 3 clusters Score: Raw -23641.890117 + Penalty 1892.853528 = -21749.036589 nChanged 1 SP:Iteration 7Q (21.856445 sec): 3 clusters Score: Raw -23642.331205 + Penalty 1892.853528 = -21749.477677 nChanged 0 SP:Iteration 8F (21.857645 sec): 3 clusters Score: Raw -23642.331205 + Penalty 1892.853528 = -21749.477677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 13 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.862840 sec): 2 clusters Score: Raw -35452.702688 + Penalty 1059.947542 = -34392.755146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.864816 sec): 3 clusters Score: Raw -35131.517480 + Penalty 2120.707555 = -33010.809925 nChanged 289 SP:Iteration 1F (21.866832 sec): 3 clusters Score: Raw -35342.333530 + Penalty 2121.864301 = -33220.469229 nChanged 68 SP:Iteration 2F (21.868802 sec): 3 clusters Score: Raw -35416.964351 + Penalty 2123.326573 = -33293.637778 nChanged 40 SP:Iteration 3Q (21.870697 sec): 3 clusters Score: Raw -35461.484408 + Penalty 2124.330077 = -33337.154331 nChanged 31 SP:Iteration 4Q (21.872535 sec): 3 clusters Score: Raw -35493.315944 + Penalty 2126.461529 = -33366.854415 nChanged 31 SP:Iteration 5Q (21.874318 sec): 3 clusters Score: Raw -35530.211928 + Penalty 2128.658466 = -33401.553462 nChanged 25 SP:Iteration 6Q (21.876098 sec): 3 clusters Score: Raw -35559.884049 + Penalty 2129.612701 = -33430.271347 nChanged 17 SP:Iteration 7Q (21.877868 sec): 3 clusters Score: Raw -35580.744808 + Penalty 2129.780240 = -33450.964568 nChanged 13 SP:Iteration 8Q (21.879641 sec): 3 clusters Score: Raw -35595.466929 + Penalty 2130.796834 = -33464.670095 nChanged 16 SP:Iteration 9Q (21.881403 sec): 3 clusters Score: Raw -35608.213804 + Penalty 2131.587271 = -33476.626533 nChanged 12 SP:Iteration 10F (21.883219 sec): 3 clusters Score: Raw -35617.961185 + Penalty 2131.971310 = -33485.989874 nChanged 12 SP:Iteration 11Q (21.885030 sec): 3 clusters Score: Raw -35627.920917 + Penalty 2132.345140 = -33495.575777 nChanged 11 SP:Iteration 12Q (21.886967 sec): 3 clusters Score: Raw -35635.542300 + Penalty 2133.066433 = -33502.475867 nChanged 7 SP:Iteration 13Q (21.888849 sec): 3 clusters Score: Raw -35639.717455 + Penalty 2133.418959 = -33506.298495 nChanged 3 SP:Iteration 14Q (21.890603 sec): 3 clusters Score: Raw -35643.979589 + Penalty 2133.484931 = -33510.494657 nChanged 2 SP:Iteration 15Q (21.892347 sec): 3 clusters Score: Raw -35644.442725 + Penalty 2133.513153 = -33510.929572 nChanged 2 SP:Iteration 16Q (21.894096 sec): 3 clusters Score: Raw -35645.017912 + Penalty 2133.525898 = -33511.492014 nChanged 1 SP:Iteration 17Q (21.895877 sec): 3 clusters Score: Raw -35645.388597 + Penalty 2133.846913 = -33511.541684 nChanged 2 SP:Iteration 18Q (21.897658 sec): 3 clusters Score: Raw -35645.853285 + Penalty 2133.454538 = -33512.398747 nChanged 1 SP:Iteration 19Q (21.899422 sec): 3 clusters Score: Raw -35646.487480 + Penalty 2133.464809 = -33513.022671 nChanged 1 SP:Iteration 20F (21.901239 sec): 3 clusters Score: Raw -35646.615915 + Penalty 2133.474151 = -33513.141764 nChanged 1 SP:Iteration 21Q (21.902992 sec): 3 clusters Score: Raw -35647.046205 + Penalty 2133.482561 = -33513.563645 nChanged 1 SP:Iteration 22Q (21.904792 sec): 3 clusters Score: Raw -35647.452669 + Penalty 2133.482561 = -33513.970109 nChanged 2 SP:Iteration 23Q (21.906571 sec): 3 clusters Score: Raw -35649.254426 + Penalty 2133.822383 = -33515.432043 nChanged 3 SP:Iteration 24Q (21.908311 sec): 3 clusters Score: Raw -35651.014027 + Penalty 2133.892059 = -33517.121968 nChanged 4 SP:Iteration 25Q (21.910100 sec): 3 clusters Score: Raw -35655.131637 + Penalty 2134.227732 = -33520.903906 nChanged 5 SP:Iteration 26Q (21.911903 sec): 3 clusters Score: Raw -35657.019269 + Penalty 2134.275280 = -33522.743989 nChanged 1 SP:Iteration 27Q (21.913655 sec): 3 clusters Score: Raw -35657.755319 + Penalty 2134.286200 = -33523.469119 nChanged 2 SP:Iteration 28Q (21.915395 sec): 3 clusters Score: Raw -35659.311547 + Penalty 2134.288751 = -33525.022796 nChanged 1 SP:Iteration 29Q (21.917135 sec): 3 clusters Score: Raw -35659.901192 + Penalty 2134.288751 = -33525.612441 nChanged 0 SP:Iteration 30F (21.918950 sec): 3 clusters Score: Raw -35659.901192 + Penalty 2134.288751 = -33525.612441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.922654 sec): 2 clusters Score: Raw -13441.038667 + Penalty 67.784638 = -13373.254029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.923562 sec): 3 clusters Score: Raw -13226.107309 + Penalty 175.989374 = -13050.117935 nChanged 159 SP:Iteration 1F (21.924433 sec): 3 clusters Score: Raw -13421.908796 + Penalty 184.763963 = -13237.144833 nChanged 11 SP:Iteration 2Q (21.925310 sec): 3 clusters Score: Raw -13431.122868 + Penalty 205.945410 = -13225.177458 nChanged 4 SP:Iteration 3F (21.926201 sec): 3 clusters Score: Raw -13434.873564 + Penalty 230.812493 = -13204.061071 nChanged 3 SP:Iteration 4F (21.927127 sec): 3 clusters Score: Raw -13437.358534 + Penalty 230.812493 = -13206.546041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.932945 sec): 2 clusters Score: Raw -44020.928112 + Penalty 771.684786 = -43249.243327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.935119 sec): 3 clusters Score: Raw -43479.225763 + Penalty 1543.163621 = -41936.062142 nChanged 345 SP:Iteration 1F (21.937233 sec): 3 clusters Score: Raw -43700.664468 + Penalty 1543.389410 = -42157.275058 nChanged 106 SP:Iteration 2F (21.939336 sec): 3 clusters Score: Raw -43794.349989 + Penalty 1543.254593 = -42251.095396 nChanged 74 SP:Iteration 3F (21.941408 sec): 3 clusters Score: Raw -43853.366953 + Penalty 1542.931234 = -42310.435719 nChanged 53 SP:Iteration 4Q (21.943468 sec): 3 clusters Score: Raw -43907.287472 + Penalty 1542.715879 = -42364.571593 nChanged 62 SP:Iteration 5F (21.945565 sec): 3 clusters Score: Raw -43961.163436 + Penalty 1542.282223 = -42418.881213 nChanged 42 SP:Iteration 6Q (21.947657 sec): 3 clusters Score: Raw -43998.948753 + Penalty 1542.158510 = -42456.790243 nChanged 44 SP:Iteration 7Q (21.949717 sec): 3 clusters Score: Raw -44032.021930 + Penalty 1541.730372 = -42490.291558 nChanged 31 SP:Iteration 8Q (21.951751 sec): 3 clusters Score: Raw -44054.970289 + Penalty 1541.768676 = -42513.201613 nChanged 17 SP:Iteration 9Q (21.953769 sec): 3 clusters Score: Raw -44061.087798 + Penalty 1541.584990 = -42519.502807 nChanged 10 SP:Iteration 10F (21.955867 sec): 3 clusters Score: Raw -44065.400729 + Penalty 1541.167852 = -42524.232877 nChanged 13 SP:Iteration 11Q (21.957930 sec): 3 clusters Score: Raw -44071.797913 + Penalty 1540.652277 = -42531.145636 nChanged 12 SP:Iteration 12Q (21.959960 sec): 3 clusters Score: Raw -44078.407154 + Penalty 1540.612080 = -42537.795075 nChanged 9 SP:Iteration 13Q (21.961974 sec): 3 clusters Score: Raw -44083.228544 + Penalty 1540.540782 = -42542.687763 nChanged 9 SP:Iteration 14Q (21.964062 sec): 3 clusters Score: Raw -44086.413672 + Penalty 1540.729951 = -42545.683720 nChanged 3 SP:Iteration 15Q (21.966114 sec): 3 clusters Score: Raw -44087.365272 + Penalty 1541.008792 = -42546.356481 nChanged 3 SP:Iteration 16Q (21.968318 sec): 3 clusters Score: Raw -44088.718271 + Penalty 1541.313128 = -42547.405143 nChanged 5 SP:Iteration 17Q (21.970508 sec): 3 clusters Score: Raw -44090.936718 + Penalty 1541.747193 = -42549.189525 nChanged 7 SP:Iteration 18Q (21.972507 sec): 3 clusters Score: Raw -44094.200728 + Penalty 1542.093628 = -42552.107100 nChanged 6 SP:Iteration 19Q (21.974549 sec): 3 clusters Score: Raw -44095.868871 + Penalty 1542.537943 = -42553.330928 nChanged 6 SP:Iteration 20F (21.976614 sec): 3 clusters Score: Raw -44097.879368 + Penalty 1542.437035 = -42555.442334 nChanged 3 SP:Iteration 21Q (21.978626 sec): 3 clusters Score: Raw -44098.217198 + Penalty 1542.351614 = -42555.865584 nChanged 1 SP:Iteration 22Q (21.980640 sec): 3 clusters Score: Raw -44098.307567 + Penalty 1542.436539 = -42555.871029 nChanged 1 SP:Iteration 23Q (21.982656 sec): 3 clusters Score: Raw -44098.510108 + Penalty 1543.114649 = -42555.395459 nChanged 3 SP:Iteration 24F (21.984718 sec): 3 clusters Score: Raw -44099.574687 + Penalty 1543.378235 = -42556.196452 nChanged 1 SP:Iteration 25Q (21.986736 sec): 3 clusters Score: Raw -44099.971311 + Penalty 1543.529213 = -42556.442098 nChanged 4 SP:Iteration 26Q (21.988750 sec): 3 clusters Score: Raw -44101.161293 + Penalty 1543.529213 = -42557.632080 nChanged 0 SP:Iteration 27F (21.990815 sec): 3 clusters Score: Raw -44101.161293 + Penalty 1543.529213 = -42557.632080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.993402 sec): 2 clusters Score: Raw -7940.373006 + Penalty 393.923200 = -7546.449806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.994112 sec): 3 clusters Score: Raw -7865.444610 + Penalty 773.344884 = -7092.099726 nChanged 71 SP:Iteration 1F (21.994806 sec): 3 clusters Score: Raw -7965.308213 + Penalty 768.434868 = -7196.873345 nChanged 24 SP:Iteration 2F (21.995499 sec): 3 clusters Score: Raw -8009.422368 + Penalty 772.584969 = -7236.837400 nChanged 10 SP:Iteration 3Q (21.996180 sec): 3 clusters Score: Raw -8025.279185 + Penalty 765.317154 = -7259.962032 nChanged 9 SP:Iteration 4Q (21.996851 sec): 3 clusters Score: Raw -8040.595261 + Penalty 756.382089 = -7284.213172 nChanged 6 SP:Iteration 5Q (21.997516 sec): 3 clusters Score: Raw -8052.153232 + Penalty 753.500183 = -7298.653049 nChanged 2 SP:Iteration 6Q (21.998171 sec): 3 clusters Score: Raw -8056.677576 + Penalty 753.990206 = -7302.687370 nChanged 1 SP:Iteration 7Q (21.998823 sec): 3 clusters Score: Raw -8059.568508 + Penalty 753.305672 = -7306.262835 nChanged 1 SP:Iteration 8Q (21.999472 sec): 3 clusters Score: Raw -8060.021298 + Penalty 753.305672 = -7306.715626 nChanged 0 SP:Iteration 9F (22.000169 sec): 3 clusters Score: Raw -8060.021298 + Penalty 753.305672 = -7306.715626 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 27 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.003060 sec): 2 clusters Score: Raw -33536.925481 + Penalty 959.219413 = -32577.706068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.004581 sec): 3 clusters Score: Raw -33255.152017 + Penalty 1921.776650 = -31333.375367 nChanged 236 SP:Iteration 1F (22.006077 sec): 3 clusters Score: Raw -33450.321680 + Penalty 1924.699588 = -31525.622092 nChanged 44 SP:Iteration 2F (22.007552 sec): 3 clusters Score: Raw -33496.537842 + Penalty 1927.996113 = -31568.541729 nChanged 29 SP:Iteration 3Q (22.009017 sec): 3 clusters Score: Raw -33524.764667 + Penalty 1931.220083 = -31593.544584 nChanged 22 SP:Iteration 4Q (22.010529 sec): 3 clusters Score: Raw -33547.429309 + Penalty 1936.943091 = -31610.486217 nChanged 25 SP:Iteration 5Q (22.012010 sec): 3 clusters Score: Raw -33571.603751 + Penalty 1941.293585 = -31630.310166 nChanged 16 SP:Iteration 6Q (22.013472 sec): 3 clusters Score: Raw -33588.639219 + Penalty 1944.748081 = -31643.891138 nChanged 13 SP:Iteration 7Q (22.014918 sec): 3 clusters Score: Raw -33600.812416 + Penalty 1947.349792 = -31653.462624 nChanged 5 SP:Iteration 8Q (22.016398 sec): 3 clusters Score: Raw -33605.286118 + Penalty 1950.033546 = -31655.252572 nChanged 5 SP:Iteration 9Q (22.017877 sec): 3 clusters Score: Raw -33608.920815 + Penalty 1951.946527 = -31656.974289 nChanged 4 SP:Iteration 10F (22.019395 sec): 3 clusters Score: Raw -33612.095531 + Penalty 1953.205812 = -31658.889719 nChanged 2 SP:Iteration 11Q (22.020831 sec): 3 clusters Score: Raw -33613.627249 + Penalty 1953.820954 = -31659.806295 nChanged 2 SP:Iteration 12Q (22.022302 sec): 3 clusters Score: Raw -33615.675904 + Penalty 1954.243451 = -31661.432453 nChanged 1 SP:Iteration 13Q (22.023756 sec): 3 clusters Score: Raw -33617.400997 + Penalty 1954.767598 = -31662.633399 nChanged 2 SP:Iteration 14Q (22.025199 sec): 3 clusters Score: Raw -33618.179729 + Penalty 1954.968564 = -31663.211164 nChanged 1 SP:Iteration 15Q (22.026620 sec): 3 clusters Score: Raw -33619.518825 + Penalty 1954.793442 = -31664.725384 nChanged 1 SP:Iteration 16Q (22.028044 sec): 3 clusters Score: Raw -33620.598572 + Penalty 1954.802071 = -31665.796501 nChanged 1 SP:Iteration 17Q (22.029500 sec): 3 clusters Score: Raw -33621.928746 + Penalty 1955.554903 = -31666.373843 nChanged 3 SP:Iteration 18Q (22.030981 sec): 3 clusters Score: Raw -33626.064264 + Penalty 1955.867904 = -31670.196360 nChanged 1 SP:Iteration 19Q (22.032447 sec): 3 clusters Score: Raw -33627.953813 + Penalty 1956.083046 = -31671.870767 nChanged 1 SP:Iteration 20F (22.033947 sec): 3 clusters Score: Raw -33628.604673 + Penalty 1956.183679 = -31672.420993 nChanged 1 SP:Iteration 21Q (22.035375 sec): 3 clusters Score: Raw -33630.194991 + Penalty 1956.297031 = -31673.897960 nChanged 1 SP:Iteration 22Q (22.036795 sec): 3 clusters Score: Raw -33631.685320 + Penalty 1956.750323 = -31674.934997 nChanged 2 SP:Iteration 23Q (22.038249 sec): 3 clusters Score: Raw -33634.689403 + Penalty 1957.356995 = -31677.332408 nChanged 2 SP:Iteration 24Q (22.039686 sec): 3 clusters Score: Raw -33637.165942 + Penalty 1957.356995 = -31679.808947 nChanged 0 SP:Iteration 25F (22.041176 sec): 3 clusters Score: Raw -33637.165942 + Penalty 1957.356995 = -31679.808947 nChanged 0 Time taken for this iteration:21.742875 seconds. 300->10 Clusters: Score -363708.625242, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 198 (time per iteration =111.385843 ms) Total iterations: 1128 (time per iteration =19.551770 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1666667500.000000 (time per metric unit =13.232632ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 41666687500.000000 (time per metric unit=529.305263ps) That took 22.054397 seconds.