FileBase PeterP-2013-09-03_dataset1 ElecNo 16 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 0.19 and 0.29 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 20755 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 20755 points ------ Starting initial clusters from distinct float masks Not enough masks (205) to generate starting clusters (300), so starting with (206) clusters instead. Assigned 206 initial classes from 205 unique masks. Deleting Class 157 (1 points): Lose 0.767076 but Gain 1590.512715 Iteration 0F (2.610392 sec): 205 clusters Score: Raw -1765485.875266 + Penalty 196658.093236 = -1568827.782030 nChanged 7335 Deleting Class 87 (6 points): Lose 45.728451 but Gain 1556.050545 Iteration 1F (4.401472 sec): 187 clusters Score: Raw -1779629.356462 + Penalty 191859.226702 = -1587770.129761 nChanged 4006 Deleting Class 182 (2 points): Lose 6.798541 but Gain 1515.642071 Iteration 2F (6.145539 sec): 182 clusters Score: Raw -1786121.758346 + Penalty 191145.005547 = -1594976.752799 nChanged 2707 Deleting Class 162 (2 points): Lose 14.840531 but Gain 1521.663780 Iteration 3F (7.881862 sec): 181 clusters Score: Raw -1789302.518932 + Penalty 190437.979116 = -1598864.539815 nChanged 1553 Deleting Class 177 (2 points): Lose 13.099521 but Gain 1496.402338 Iteration 4F (9.600129 sec): 180 clusters Score: Raw -1790729.337936 + Penalty 188011.728280 = -1602717.609656 nChanged 1000 Deleting Class 129 (1 points): Lose 11.520131 but Gain 1480.798855 Iteration 5Q (9.810420 sec): 178 clusters Score: Raw -1791470.375867 + Penalty 186456.771715 = -1605013.604152 nChanged 629 Deleting Class 159 (10 points): Lose 117.895764 but Gain 1565.394903 Iteration 6Q (9.985481 sec): 177 clusters Score: Raw -1791785.041852 + Penalty 184857.298661 = -1606927.743191 nChanged 517 Deleting Class 111 (1 points): Lose 1.510903 but Gain 1444.911641 Iteration 7Q (10.149521 sec): 176 clusters Score: Raw -1792136.630456 + Penalty 183307.354590 = -1608829.275866 nChanged 421 Deleting Class 84 (2 points): Lose 12.709967 but Gain 1451.232980 Iteration 8Q (10.299411 sec): 175 clusters Score: Raw -1792415.673549 + Penalty 181872.583285 = -1610543.090264 nChanged 315 Deleting Class 173 (1 points): Lose 0.455491 but Gain 1403.989016 Iteration 9Q (10.438005 sec): 174 clusters Score: Raw -1792624.686578 + Penalty 179572.811921 = -1613051.874657 nChanged 249 Deleting Class 126 (3 points): Lose 109.092114 but Gain 1500.497194 Iteration 10F (12.082348 sec): 172 clusters Score: Raw -1792665.899318 + Penalty 177987.358524 = -1614678.540795 nChanged 197 Deleting Class 138 (2 points): Lose 10.312610 but Gain 1401.124967 Iteration 11Q (12.210817 sec): 171 clusters Score: Raw -1792775.236404 + Penalty 176683.584253 = -1616091.652151 nChanged 166 Deleting Class 107 (18 points): Lose 106.379149 but Gain 1491.188578 Iteration 12Q (12.334109 sec): 170 clusters Score: Raw -1792759.274839 + Penalty 175268.313646 = -1617490.961193 nChanged 159 Deleting Class 139 (7 points): Lose 39.345615 but Gain 1393.517027 Iteration 13Q (12.456200 sec): 169 clusters Score: Raw -1792833.017780 + Penalty 174015.401649 = -1618817.616132 nChanged 103 Deleting Class 186 (1 points): Lose 7.752606 but Gain 1352.536941 Iteration 14Q (12.572965 sec): 168 clusters Score: Raw -1792918.923649 + Penalty 172775.324917 = -1620143.598733 nChanged 90 Deleting Class 152 (3 points): Lose 11.756276 but Gain 1354.993160 Iteration 15Q (12.688717 sec): 167 clusters Score: Raw -1792957.482352 + Penalty 171469.415650 = -1621488.066701 nChanged 61 Deleting Class 119 (18 points): Lose 139.055595 but Gain 1465.695781 Iteration 16Q (12.801689 sec): 166 clusters Score: Raw -1792867.051565 + Penalty 170054.915439 = -1622812.136125 nChanged 83 Deleting Class 187 (1 points): Lose 10.457063 but Gain 1335.329447 Iteration 17Q (12.915790 sec): 165 clusters Score: Raw -1792934.604173 + Penalty 168780.431955 = -1624154.172218 nChanged 57 Deleting Class 199 (1 points): Lose 0.718982 but Gain 1321.597057 Iteration 18Q (13.028898 sec): 164 clusters Score: Raw -1792983.968775 + Penalty 167466.994605 = -1625516.974170 nChanged 52 Deleting Class 153 (3 points): Lose 95.297636 but Gain 1408.925414 Iteration 19Q (13.140081 sec): 163 clusters Score: Raw -1792934.608478 + Penalty 166090.298342 = -1626844.310136 nChanged 58 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1792934.608478 + Penalty 166090.298342 = -1626844.310136Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 1 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.216328 sec): 2 clusters Score: Raw -7311.420014 + Penalty 277.123736 = -7034.296278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.216703 sec): 3 clusters Score: Raw -7279.544616 + Penalty 558.475354 = -6721.069262 nChanged 9 SP:Iteration 1F (13.217067 sec): 3 clusters Score: Raw -7288.882095 + Penalty 560.227626 = -6728.654468 nChanged 5 SP:Iteration 2F (13.217423 sec): 3 clusters Score: Raw -7299.345477 + Penalty 560.127904 = -6739.217573 nChanged 4 SP:Iteration 3Q (13.217777 sec): 3 clusters Score: Raw -7305.689275 + Penalty 561.274121 = -6744.415154 nChanged 1 SP:Iteration 4Q (13.218192 sec): 3 clusters Score: Raw -7306.215041 + Penalty 562.435899 = -6743.779142 nChanged 2 SP:Iteration 5F (13.218558 sec): 3 clusters Score: Raw -7309.574776 + Penalty 563.847106 = -6745.727670 nChanged 1 SP:Iteration 6Q (13.218913 sec): 3 clusters Score: Raw -7310.409950 + Penalty 565.334585 = -6745.075365 nChanged 2 SP:Iteration 7F (13.219270 sec): 3 clusters Score: Raw -7314.104247 + Penalty 565.334585 = -6748.769662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.219787 sec): 2 clusters Score: Raw -1552.042853 + Penalty 467.414199 = -1084.628654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.220027 sec): 3 clusters Score: Raw -1748.544556 + Penalty 935.282640 = -813.261916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 3 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.220705 sec): 2 clusters Score: Raw -4509.215872 + Penalty 506.090904 = -4003.124968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.221000 sec): 3 clusters Score: Raw -4570.727566 + Penalty 1010.267382 = -3560.460184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.221541 sec): 2 clusters Score: Raw -2896.890158 + Penalty 80.354943 = -2816.535215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.221815 sec): 3 clusters Score: Raw -2886.211292 + Penalty 165.302794 = -2720.908498 nChanged 6 SP:Iteration 1F (13.222081 sec): 3 clusters Score: Raw -2892.255599 + Penalty 173.234446 = -2719.021152 nChanged 2 SP:Iteration 2F (13.222378 sec): 3 clusters Score: Raw -2896.781698 + Penalty 173.234446 = -2723.547252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.225294 sec): 2 clusters Score: Raw -45819.550158 + Penalty 629.088400 = -45190.461758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.226348 sec): 3 clusters Score: Raw -45576.018406 + Penalty 1261.773075 = -44314.245332 nChanged 139 SP:Iteration 1F (13.227408 sec): 3 clusters Score: Raw -45668.873522 + Penalty 1264.213990 = -44404.659533 nChanged 39 SP:Iteration 2F (13.228531 sec): 3 clusters Score: Raw -45699.494106 + Penalty 1266.020744 = -44433.473362 nChanged 26 SP:Iteration 3F (13.229630 sec): 3 clusters Score: Raw -45717.111373 + Penalty 1266.662790 = -44450.448583 nChanged 12 SP:Iteration 4Q (13.230721 sec): 3 clusters Score: Raw -45723.249532 + Penalty 1266.740083 = -44456.509449 nChanged 6 SP:Iteration 5Q (13.231811 sec): 3 clusters Score: Raw -45727.076502 + Penalty 1268.303953 = -44458.772548 nChanged 7 SP:Iteration 6Q (13.232896 sec): 3 clusters Score: Raw -45732.948403 + Penalty 1267.744093 = -44465.204310 nChanged 7 SP:Iteration 7Q (13.233944 sec): 3 clusters Score: Raw -45736.379848 + Penalty 1267.709361 = -44468.670487 nChanged 8 SP:Iteration 8Q (13.235000 sec): 3 clusters Score: Raw -45741.204393 + Penalty 1268.673896 = -44472.530497 nChanged 6 SP:Iteration 9Q (13.236042 sec): 3 clusters Score: Raw -45745.117864 + Penalty 1269.187200 = -44475.930665 nChanged 6 SP:Iteration 10F (13.237109 sec): 3 clusters Score: Raw -45748.276677 + Penalty 1268.790195 = -44479.486482 nChanged 5 SP:Iteration 11Q (13.238151 sec): 3 clusters Score: Raw -45751.495686 + Penalty 1268.885730 = -44482.609956 nChanged 5 SP:Iteration 12Q (13.239191 sec): 3 clusters Score: Raw -45755.287716 + Penalty 1268.919688 = -44486.368028 nChanged 6 SP:Iteration 13Q (13.240230 sec): 3 clusters Score: Raw -45757.640956 + Penalty 1269.115123 = -44488.525833 nChanged 3 SP:Iteration 14Q (13.241270 sec): 3 clusters Score: Raw -45758.768368 + Penalty 1269.361592 = -44489.406776 nChanged 6 SP:Iteration 15Q (13.242309 sec): 3 clusters Score: Raw -45762.074551 + Penalty 1268.470938 = -44493.603613 nChanged 4 SP:Iteration 16Q (13.243353 sec): 3 clusters Score: Raw -45765.156179 + Penalty 1268.448039 = -44496.708139 nChanged 6 SP:Iteration 17Q (13.244391 sec): 3 clusters Score: Raw -45769.252873 + Penalty 1271.051124 = -44498.201749 nChanged 6 SP:Iteration 18Q (13.245429 sec): 3 clusters Score: Raw -45773.970587 + Penalty 1271.086856 = -44502.883731 nChanged 8 SP:Iteration 19Q (13.246466 sec): 3 clusters Score: Raw -45779.633933 + Penalty 1270.272492 = -44509.361441 nChanged 3 SP:Iteration 20F (13.247509 sec): 3 clusters Score: Raw -45781.735603 + Penalty 1270.107287 = -44511.628316 nChanged 2 SP:Iteration 21Q (13.248542 sec): 3 clusters Score: Raw -45782.357375 + Penalty 1270.784150 = -44511.573225 nChanged 1 SP:Iteration 22F (13.249585 sec): 3 clusters Score: Raw -45782.710475 + Penalty 1271.244430 = -44511.466045 nChanged 1 SP:Iteration 23F (13.250628 sec): 3 clusters Score: Raw -45783.207053 + Penalty 1271.837152 = -44511.369902 nChanged 2 SP:Iteration 24F (13.251746 sec): 3 clusters Score: Raw -45783.815003 + Penalty 1272.437060 = -44511.377943 nChanged 2 SP:Iteration 25Q (13.252823 sec): 3 clusters Score: Raw -45784.787828 + Penalty 1274.298925 = -44510.488903 nChanged 3 SP:Iteration 26F (13.253933 sec): 3 clusters Score: Raw -45787.711302 + Penalty 1273.904060 = -44513.807242 nChanged 4 SP:Iteration 27Q (13.255017 sec): 3 clusters Score: Raw -45789.778646 + Penalty 1275.199831 = -44514.578815 nChanged 3 SP:Iteration 28Q (13.256098 sec): 3 clusters Score: Raw -45791.852921 + Penalty 1279.964307 = -44511.888614 nChanged 6 SP:Iteration 29F (13.257147 sec): 3 clusters Score: Raw -45795.225534 + Penalty 1278.947787 = -44516.277746 nChanged 4 SP:Iteration 30F (13.258220 sec): 3 clusters Score: Raw -45797.459858 + Penalty 1280.307122 = -44517.152736 nChanged 4 SP:Iteration 31Q (13.259325 sec): 3 clusters Score: Raw -45800.044885 + Penalty 1280.905823 = -44519.139063 nChanged 2 SP:Iteration 32Q (13.260411 sec): 3 clusters Score: Raw -45801.311724 + Penalty 1279.613758 = -44521.697967 nChanged 1 SP:Iteration 33Q (13.261492 sec): 3 clusters Score: Raw -45801.664041 + Penalty 1278.199761 = -44523.464280 nChanged 1 SP:Iteration 34Q (13.262581 sec): 3 clusters Score: Raw -45801.885693 + Penalty 1281.564532 = -44520.321161 nChanged 1 SP:Iteration 35F (13.263627 sec): 3 clusters Score: Raw -45802.698046 + Penalty 1281.564532 = -44521.133513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.264884 sec): 2 clusters Score: Raw -28866.192625 + Penalty 674.557055 = -28191.635569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.265632 sec): 3 clusters Score: Raw -28788.058767 + Penalty 1350.757406 = -27437.301361 nChanged 63 SP:Iteration 1F (13.266368 sec): 3 clusters Score: Raw -28867.678164 + Penalty 1351.744334 = -27515.933830 nChanged 27 SP:Iteration 2F (13.267128 sec): 3 clusters Score: Raw -28898.750195 + Penalty 1351.320762 = -27547.429433 nChanged 8 SP:Iteration 3Q (13.267847 sec): 3 clusters Score: Raw -28909.895970 + Penalty 1351.459923 = -27558.436047 nChanged 5 SP:Iteration 4Q (13.268595 sec): 3 clusters Score: Raw -28913.835492 + Penalty 1351.536844 = -27562.298649 nChanged 2 SP:Iteration 5Q (13.269311 sec): 3 clusters Score: Raw -28915.440345 + Penalty 1351.536844 = -27563.903502 nChanged 0 SP:Iteration 6F (13.270045 sec): 3 clusters Score: Raw -28915.440345 + Penalty 1351.536844 = -27563.903502 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.274422 sec): 2 clusters Score: Raw -77618.619691 + Penalty 569.503864 = -77049.115828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.276050 sec): 3 clusters Score: Raw -77121.410755 + Penalty 1152.422664 = -75968.988091 nChanged 311 SP:Iteration 1F (13.277654 sec): 3 clusters Score: Raw -77355.717932 + Penalty 1178.390950 = -76177.326982 nChanged 121 SP:Iteration 2F (13.279277 sec): 3 clusters Score: Raw -77469.299555 + Penalty 1196.357712 = -76272.941842 nChanged 52 SP:Iteration 3F (13.280876 sec): 3 clusters Score: Raw -77511.207419 + Penalty 1226.020235 = -76285.187184 nChanged 42 SP:Iteration 4F (13.282567 sec): 3 clusters Score: Raw -77549.449885 + Penalty 1249.203392 = -76300.246493 nChanged 28 SP:Iteration 5Q (13.284148 sec): 3 clusters Score: Raw -77578.646016 + Penalty 1262.327213 = -76316.318803 nChanged 20 SP:Iteration 6Q (13.285791 sec): 3 clusters Score: Raw -77600.500288 + Penalty 1275.955255 = -76324.545033 nChanged 11 SP:Iteration 7Q (13.287352 sec): 3 clusters Score: Raw -77612.780315 + Penalty 1288.137246 = -76324.643070 nChanged 5 SP:Iteration 8Q (13.288830 sec): 3 clusters Score: Raw -77619.574653 + Penalty 1316.298749 = -76303.275904 nChanged 4 SP:Iteration 9F (13.290488 sec): 3 clusters Score: Raw -77623.470163 + Penalty 1316.298749 = -76307.171414 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.296442 sec): 2 clusters Score: Raw -109093.172810 + Penalty 1079.617371 = -108013.555439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.298699 sec): 3 clusters Score: Raw -108680.678217 + Penalty 2159.233605 = -106521.444612 nChanged 377 SP:Iteration 1F (13.300938 sec): 3 clusters Score: Raw -109009.388182 + Penalty 2159.005733 = -106850.382449 nChanged 99 SP:Iteration 2F (13.303155 sec): 3 clusters Score: Raw -109114.138655 + Penalty 2158.938162 = -106955.200493 nChanged 60 SP:Iteration 3F (13.305357 sec): 3 clusters Score: Raw -109170.027504 + Penalty 2158.844556 = -107011.182948 nChanged 47 SP:Iteration 4Q (13.307552 sec): 3 clusters Score: Raw -109213.873903 + Penalty 2158.838674 = -107055.035229 nChanged 37 SP:Iteration 5Q (13.309709 sec): 3 clusters Score: Raw -109248.893785 + Penalty 2158.746468 = -107090.147317 nChanged 22 SP:Iteration 6Q (13.311887 sec): 3 clusters Score: Raw -109261.994134 + Penalty 2158.859548 = -107103.134586 nChanged 20 SP:Iteration 7Q (13.314127 sec): 3 clusters Score: Raw -109273.511596 + Penalty 2158.726858 = -107114.784738 nChanged 12 SP:Iteration 8Q (13.316333 sec): 3 clusters Score: Raw -109279.034863 + Penalty 2158.863575 = -107120.171289 nChanged 9 SP:Iteration 9Q (13.318592 sec): 3 clusters Score: Raw -109284.470192 + Penalty 2159.034139 = -107125.436053 nChanged 10 SP:Iteration 10F (13.320976 sec): 3 clusters Score: Raw -109293.603773 + Penalty 2159.085541 = -107134.518232 nChanged 9 SP:Iteration 11Q (13.323256 sec): 3 clusters Score: Raw -109298.206153 + Penalty 2158.785519 = -107139.420634 nChanged 9 SP:Iteration 12Q (13.325432 sec): 3 clusters Score: Raw -109302.548026 + Penalty 2158.736221 = -107143.811805 nChanged 4 SP:Iteration 13Q (13.327611 sec): 3 clusters Score: Raw -109304.335745 + Penalty 2158.736221 = -107145.599524 nChanged 0 SP:Iteration 14F (13.329829 sec): 3 clusters Score: Raw -109304.335745 + Penalty 2158.736221 = -107145.599524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 9 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.331222 sec): 2 clusters Score: Raw -14995.038418 + Penalty 462.534247 = -14532.504171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.331731 sec): 3 clusters Score: Raw -14946.894772 + Penalty 923.378668 = -14023.516104 nChanged 32 SP:Iteration 1F (13.332228 sec): 3 clusters Score: Raw -14977.822123 + Penalty 924.129472 = -14053.692651 nChanged 6 SP:Iteration 2Q (13.332724 sec): 3 clusters Score: Raw -14982.892761 + Penalty 924.790715 = -14058.102045 nChanged 3 SP:Iteration 3Q (13.333216 sec): 3 clusters Score: Raw -14988.566713 + Penalty 925.301343 = -14063.265370 nChanged 4 SP:Iteration 4Q (13.333705 sec): 3 clusters Score: Raw -14993.059080 + Penalty 925.988093 = -14067.070987 nChanged 2 SP:Iteration 5Q (13.334190 sec): 3 clusters Score: Raw -14994.585229 + Penalty 926.576776 = -14068.008452 nChanged 1 SP:Iteration 6Q (13.334673 sec): 3 clusters Score: Raw -14995.331000 + Penalty 926.576776 = -14068.754224 nChanged 0 SP:Iteration 7F (13.335184 sec): 3 clusters Score: Raw -14995.331000 + Penalty 926.576776 = -14068.754224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335858 sec): 2 clusters Score: Raw -922.838894 + Penalty 237.898420 = -684.940474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336085 sec): 3 clusters Score: Raw -930.403817 + Penalty 479.234986 = -451.168830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.336566 sec): 2 clusters Score: Raw -1023.411930 + Penalty 107.188580 = -916.223350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336797 sec): 3 clusters Score: Raw -1032.883158 + Penalty 217.685866 = -815.197292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337293 sec): 2 clusters Score: Raw -1712.124400 + Penalty 345.311283 = -1366.813117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.337535 sec): 3 clusters Score: Raw -1705.898295 + Penalty 696.303773 = -1009.594523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338045 sec): 2 clusters Score: Raw -879.399933 + Penalty 75.751747 = -803.648186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338271 sec): 3 clusters Score: Raw -874.983791 + Penalty 151.503493 = -723.480297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339068 sec): 2 clusters Score: Raw -10781.380020 + Penalty 494.500714 = -10286.879306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339509 sec): 3 clusters Score: Raw -10764.001328 + Penalty 988.053767 = -9775.947561 nChanged 22 SP:Iteration 1F (13.339939 sec): 3 clusters Score: Raw -10805.789391 + Penalty 986.768777 = -9819.020615 nChanged 2 SP:Iteration 2Q (13.340363 sec): 3 clusters Score: Raw -10808.593378 + Penalty 986.768777 = -9821.824601 nChanged 0 SP:Iteration 3F (13.340792 sec): 3 clusters Score: Raw -10808.593378 + Penalty 986.768777 = -9821.824601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341363 sec): 2 clusters Score: Raw -4171.667073 + Penalty 326.022097 = -3845.644976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341655 sec): 3 clusters Score: Raw -4163.249657 + Penalty 652.044194 = -3511.205462 nChanged 3 SP:Iteration 1F (13.341939 sec): 3 clusters Score: Raw -4169.468096 + Penalty 658.740011 = -3510.728085 nChanged 3 SP:Iteration 2F (13.342225 sec): 3 clusters Score: Raw -4174.534991 + Penalty 658.740011 = -3515.794980 nChanged 0 Memory request: 0.06 GB would take us to total of 0.25 GB. Trying to split cluster 16 (13176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.399172 sec): 2 clusters Score: Raw -1135662.346185 + Penalty 289.593874 = -1135372.752311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.424159 sec): 3 clusters Score: Raw -1126765.157521 + Penalty 577.035790 = -1126188.121731 nChanged 6326 SP:Iteration 1F (13.448284 sec): 3 clusters Score: Raw -1132674.312083 + Penalty 582.729588 = -1132091.582495 nChanged 1974 SP:Iteration 2F (13.472302 sec): 3 clusters Score: Raw -1134958.341008 + Penalty 524.519574 = -1134433.821434 nChanged 487 SP:Iteration 3Q (13.497366 sec): 3 clusters Score: Raw -1135502.567077 + Penalty 488.215454 = -1135014.351623 nChanged 100 SP:Iteration 4Q (13.516449 sec): 3 clusters Score: Raw -1135632.645503 + Penalty 483.320146 = -1135149.325357 nChanged 16 SP:Iteration 5Q (13.535319 sec): 3 clusters Score: Raw -1135654.516741 + Penalty 488.623786 = -1135165.892955 nChanged 12 SP:Iteration 6Q (13.554915 sec): 3 clusters Score: Raw -1135663.279859 + Penalty 487.378465 = -1135175.901394 nChanged 9 SP:Iteration 7Q (13.573334 sec): 3 clusters Score: Raw -1135666.443665 + Penalty 492.526407 = -1135173.917259 nChanged 6 SP:Iteration 8F (13.597355 sec): 3 clusters Score: Raw -1135669.627047 + Penalty 493.953018 = -1135175.674029 nChanged 2 SP:Iteration 9Q (13.615781 sec): 3 clusters Score: Raw -1135670.523876 + Penalty 497.498371 = -1135173.025505 nChanged 2 SP:Iteration 10F (13.640093 sec): 3 clusters Score: Raw -1135671.184308 + Penalty 497.498371 = -1135173.685937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.647032 sec): 2 clusters Score: Raw -2331.538097 + Penalty 311.475253 = -2020.062844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.647296 sec): 3 clusters Score: Raw -2388.760903 + Penalty 622.950506 = -1765.810397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.647807 sec): 2 clusters Score: Raw -1556.573856 + Penalty 193.143331 = -1363.430525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.648082 sec): 3 clusters Score: Raw -1568.354950 + Penalty 386.664309 = -1181.690641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.648952 sec): 2 clusters Score: Raw -14135.453926 + Penalty 713.526195 = -13421.927731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.649425 sec): 3 clusters Score: Raw -14157.279183 + Penalty 1425.930261 = -12731.348923 nChanged 7 SP:Iteration 1Q (13.649882 sec): 3 clusters Score: Raw -14179.301936 + Penalty 1426.107563 = -12753.194373 nChanged 1 SP:Iteration 2Q (13.650331 sec): 3 clusters Score: Raw -14183.993573 + Penalty 1426.107563 = -12757.886011 nChanged 0 SP:Iteration 3F (13.650793 sec): 3 clusters Score: Raw -14183.993573 + Penalty 1426.107563 = -12757.886011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.651272 sec): 2 clusters Score: Raw -496.991956 + Penalty 189.304090 = -307.687866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.651489 sec): 3 clusters Score: Raw -486.048063 + Penalty 189.304090 = -296.743973 nChanged 1 SP:Iteration 1F (13.651686 sec): 2 clusters Score: Raw -496.991956 + Penalty 189.304090 = -307.687866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.652156 sec): 2 clusters Score: Raw -673.871086 + Penalty 213.007077 = -460.864009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.652376 sec): 3 clusters Score: Raw -667.047146 + Penalty 426.998179 = -240.048967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.653946 sec): 2 clusters Score: Raw -35362.721278 + Penalty 949.198121 = -34413.523157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.654808 sec): 3 clusters Score: Raw -35330.362284 + Penalty 1898.600703 = -33431.761581 nChanged 61 SP:Iteration 1F (13.655682 sec): 3 clusters Score: Raw -35432.068624 + Penalty 1898.624602 = -33533.444022 nChanged 12 SP:Iteration 2Q (13.656511 sec): 3 clusters Score: Raw -35452.467492 + Penalty 1898.650170 = -33553.817322 nChanged 5 SP:Iteration 3Q (13.657336 sec): 3 clusters Score: Raw -35458.985654 + Penalty 1898.646292 = -33560.339362 nChanged 3 SP:Iteration 4Q (13.658160 sec): 3 clusters Score: Raw -35463.762727 + Penalty 1898.650170 = -33565.112557 nChanged 3 SP:Iteration 5Q (13.658960 sec): 3 clusters Score: Raw -35468.535594 + Penalty 1898.641795 = -33569.893799 nChanged 4 SP:Iteration 6Q (13.659787 sec): 3 clusters Score: Raw -35481.191770 + Penalty 1898.636680 = -33582.555090 nChanged 1 SP:Iteration 7Q (13.660609 sec): 3 clusters Score: Raw -35482.695396 + Penalty 1898.636680 = -33584.058716 nChanged 0 SP:Iteration 8F (13.661462 sec): 3 clusters Score: Raw -35482.695396 + Penalty 1898.636680 = -33584.058716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.663222 sec): 2 clusters Score: Raw -26547.632166 + Penalty 829.570212 = -25718.061954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.663942 sec): 3 clusters Score: Raw -26523.704696 + Penalty 1656.469372 = -24867.235325 nChanged 51 SP:Iteration 1F (13.664651 sec): 3 clusters Score: Raw -26607.007188 + Penalty 1657.225049 = -24949.782140 nChanged 6 SP:Iteration 2Q (13.665346 sec): 3 clusters Score: Raw -26617.065755 + Penalty 1657.151132 = -24959.914623 nChanged 4 SP:Iteration 3Q (13.666032 sec): 3 clusters Score: Raw -26622.356906 + Penalty 1657.151132 = -24965.205775 nChanged 0 SP:Iteration 4F (13.666735 sec): 3 clusters Score: Raw -26622.356906 + Penalty 1657.151132 = -24965.205775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 24 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.667732 sec): 2 clusters Score: Raw -674.764382 + Penalty 215.302477 = -459.461904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.667952 sec): 3 clusters Score: Raw -670.001708 + Penalty 432.869077 = -237.132631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 25 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.668701 sec): 2 clusters Score: Raw -371.719370 + Penalty 121.427461 = -250.291909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.668911 sec): 3 clusters Score: Raw -366.032286 + Penalty 242.854922 = -123.177364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.669715 sec): 2 clusters Score: Raw -2645.226911 + Penalty 327.158151 = -2318.068759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.669975 sec): 3 clusters Score: Raw -2655.029468 + Penalty 661.639588 = -1993.389880 nChanged 2 SP:Iteration 1F (13.670232 sec): 3 clusters Score: Raw -2661.357430 + Penalty 661.639588 = -1999.717842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.671981 sec): 2 clusters Score: Raw -32812.894270 + Penalty 475.293156 = -32337.601115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.672817 sec): 3 clusters Score: Raw -32652.391285 + Penalty 950.058628 = -31702.332657 nChanged 89 SP:Iteration 1F (13.673633 sec): 3 clusters Score: Raw -32720.635842 + Penalty 950.586312 = -31770.049530 nChanged 23 SP:Iteration 2F (13.674444 sec): 3 clusters Score: Raw -32739.727300 + Penalty 950.699401 = -31789.027899 nChanged 15 SP:Iteration 3Q (13.675251 sec): 3 clusters Score: Raw -32751.736235 + Penalty 951.211532 = -31800.524703 nChanged 12 SP:Iteration 4Q (13.676055 sec): 3 clusters Score: Raw -32762.305790 + Penalty 951.305491 = -31811.000299 nChanged 7 SP:Iteration 5Q (13.676858 sec): 3 clusters Score: Raw -32765.860570 + Penalty 951.022521 = -31814.838049 nChanged 4 SP:Iteration 6Q (13.677660 sec): 3 clusters Score: Raw -32767.286049 + Penalty 950.591348 = -31816.694701 nChanged 3 SP:Iteration 7Q (13.678466 sec): 3 clusters Score: Raw -32768.673948 + Penalty 950.529632 = -31818.144316 nChanged 3 SP:Iteration 8Q (13.679267 sec): 3 clusters Score: Raw -32770.590196 + Penalty 950.512455 = -31820.077741 nChanged 5 SP:Iteration 9Q (13.680069 sec): 3 clusters Score: Raw -32772.481754 + Penalty 950.313799 = -31822.167954 nChanged 5 SP:Iteration 10F (13.680875 sec): 3 clusters Score: Raw -32774.819237 + Penalty 951.281561 = -31823.537676 nChanged 8 SP:Iteration 11Q (13.681679 sec): 3 clusters Score: Raw -32781.876871 + Penalty 953.352143 = -31828.524728 nChanged 6 SP:Iteration 12Q (13.682479 sec): 3 clusters Score: Raw -32786.764995 + Penalty 956.282827 = -31830.482168 nChanged 7 SP:Iteration 13Q (13.683274 sec): 3 clusters Score: Raw -32792.516143 + Penalty 958.218221 = -31834.297922 nChanged 8 SP:Iteration 14Q (13.684070 sec): 3 clusters Score: Raw -32798.466805 + Penalty 960.721566 = -31837.745239 nChanged 5 SP:Iteration 15Q (13.684933 sec): 3 clusters Score: Raw -32803.461736 + Penalty 963.454855 = -31840.006881 nChanged 4 SP:Iteration 16Q (13.685752 sec): 3 clusters Score: Raw -32807.497474 + Penalty 963.829319 = -31843.668155 nChanged 4 SP:Iteration 17Q (13.686565 sec): 3 clusters Score: Raw -32812.105866 + Penalty 964.907942 = -31847.197923 nChanged 5 SP:Iteration 18Q (13.687378 sec): 3 clusters Score: Raw -32814.543148 + Penalty 965.514957 = -31849.028191 nChanged 4 SP:Iteration 19Q (13.688187 sec): 3 clusters Score: Raw -32817.090788 + Penalty 967.399750 = -31849.691038 nChanged 5 SP:Iteration 20F (13.689024 sec): 3 clusters Score: Raw -32821.100087 + Penalty 967.809266 = -31853.290821 nChanged 2 SP:Iteration 21Q (13.689796 sec): 3 clusters Score: Raw -32822.516480 + Penalty 967.832968 = -31854.683513 nChanged 3 SP:Iteration 22Q (13.690568 sec): 3 clusters Score: Raw -32825.272779 + Penalty 967.832968 = -31857.439811 nChanged 0 SP:Iteration 23F (13.691376 sec): 3 clusters Score: Raw -32825.272779 + Penalty 967.832968 = -31857.439811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.692315 sec): 2 clusters Score: Raw -1586.349815 + Penalty 231.688459 = -1354.661356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.692561 sec): 3 clusters Score: Raw -1596.395840 + Penalty 465.547530 = -1130.848310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 29 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.693440 sec): 2 clusters Score: Raw -4733.209278 + Penalty 287.462202 = -4445.747075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.693748 sec): 3 clusters Score: Raw -4726.674179 + Penalty 574.605468 = -4152.068711 nChanged 6 SP:Iteration 1F (13.694054 sec): 3 clusters Score: Raw -4734.886453 + Penalty 574.628983 = -4160.257470 nChanged 1 SP:Iteration 2Q (13.694356 sec): 3 clusters Score: Raw -4736.212140 + Penalty 574.628983 = -4161.583157 nChanged 0 SP:Iteration 3F (13.694660 sec): 3 clusters Score: Raw -4736.212140 + Penalty 574.628983 = -4161.583157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.695523 sec): 2 clusters Score: Raw -4313.396443 + Penalty 250.354874 = -4063.041569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.695823 sec): 3 clusters Score: Raw -4316.241587 + Penalty 503.250345 = -3812.991242 nChanged 3 SP:Iteration 1F (13.696116 sec): 3 clusters Score: Raw -4320.629179 + Penalty 503.250345 = -3817.378834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.696880 sec): 2 clusters Score: Raw -867.576925 + Penalty 242.702706 = -624.874219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.697104 sec): 3 clusters Score: Raw -864.522030 + Penalty 491.646912 = -372.875118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.697950 sec): 2 clusters Score: Raw -3843.978587 + Penalty 82.301667 = -3761.676921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.698253 sec): 3 clusters Score: Raw -3863.898568 + Penalty 173.324647 = -3690.573921 nChanged 10 SP:Iteration 1F (13.698553 sec): 3 clusters Score: Raw -3882.482385 + Penalty 179.118628 = -3703.363757 nChanged 2 SP:Iteration 2Q (13.698847 sec): 3 clusters Score: Raw -3886.529501 + Penalty 179.118628 = -3707.410873 nChanged 0 SP:Iteration 3F (13.699145 sec): 3 clusters Score: Raw -3886.529501 + Penalty 179.118628 = -3707.410873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.699974 sec): 2 clusters Score: Raw -2138.453544 + Penalty 298.171199 = -1840.282345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.700225 sec): 3 clusters Score: Raw -2149.743504 + Penalty 596.918301 = -1552.825203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.701034 sec): 2 clusters Score: Raw -2569.678968 + Penalty 287.062435 = -2282.616533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.701316 sec): 3 clusters Score: Raw -2577.762708 + Penalty 575.376308 = -2002.386400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.703128 sec): 2 clusters Score: Raw -38007.256134 + Penalty 810.927459 = -37196.328674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.704009 sec): 3 clusters Score: Raw -37889.454176 + Penalty 1622.050805 = -36267.403371 nChanged 79 SP:Iteration 1F (13.704857 sec): 3 clusters Score: Raw -37982.597426 + Penalty 1621.860964 = -36360.736463 nChanged 20 SP:Iteration 2F (13.705719 sec): 3 clusters Score: Raw -38012.795061 + Penalty 1621.802370 = -36390.992690 nChanged 14 SP:Iteration 3Q (13.706566 sec): 3 clusters Score: Raw -38034.757553 + Penalty 1621.831322 = -36412.926231 nChanged 7 SP:Iteration 4Q (13.707410 sec): 3 clusters Score: Raw -38042.572285 + Penalty 1621.880637 = -36420.691647 nChanged 3 SP:Iteration 5Q (13.708251 sec): 3 clusters Score: Raw -38046.007985 + Penalty 1621.920564 = -36424.087421 nChanged 2 SP:Iteration 6Q (13.709111 sec): 3 clusters Score: Raw -38047.803544 + Penalty 1621.936841 = -36425.866703 nChanged 1 SP:Iteration 7Q (13.709951 sec): 3 clusters Score: Raw -38048.853264 + Penalty 1621.923543 = -36426.929721 nChanged 1 SP:Iteration 8Q (13.710791 sec): 3 clusters Score: Raw -38051.108433 + Penalty 1621.983842 = -36429.124591 nChanged 1 SP:Iteration 9Q (13.711633 sec): 3 clusters Score: Raw -38052.074948 + Penalty 1622.004325 = -36430.070622 nChanged 1 SP:Iteration 10F (13.712485 sec): 3 clusters Score: Raw -38052.348891 + Penalty 1622.001425 = -36430.347467 nChanged 1 SP:Iteration 11Q (13.713324 sec): 3 clusters Score: Raw -38055.096064 + Penalty 1622.090037 = -36433.006026 nChanged 1 SP:Iteration 12Q (13.714162 sec): 3 clusters Score: Raw -38056.452283 + Penalty 1622.090037 = -36434.362246 nChanged 0 SP:Iteration 13F (13.715013 sec): 3 clusters Score: Raw -38056.452283 + Penalty 1622.090037 = -36434.362246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.715956 sec): 2 clusters Score: Raw -1051.918601 + Penalty 362.870936 = -689.047664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.716194 sec): 3 clusters Score: Raw -1091.386656 + Penalty 718.780592 = -372.606064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 37 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.717004 sec): 2 clusters Score: Raw -2563.812012 + Penalty 372.635419 = -2191.176593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.717264 sec): 3 clusters Score: Raw -2577.563956 + Penalty 744.969518 = -1832.594438 nChanged 1 SP:Iteration 1Q (13.717516 sec): 3 clusters Score: Raw -2584.351969 + Penalty 744.969518 = -1839.382450 nChanged 0 SP:Iteration 2F (13.717771 sec): 3 clusters Score: Raw -2584.351969 + Penalty 744.969518 = -1839.382450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.718569 sec): 2 clusters Score: Raw -384.522044 + Penalty 177.610331 = -206.911714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.718779 sec): 3 clusters Score: Raw -377.894126 + Penalty 347.717718 = -30.176408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 39 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.719547 sec): 2 clusters Score: Raw -1303.949785 + Penalty 250.274340 = -1053.675445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.719781 sec): 3 clusters Score: Raw -1314.370281 + Penalty 497.064922 = -817.305359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.720837 sec): 2 clusters Score: Raw -11613.236052 + Penalty 637.259329 = -10975.976724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.721259 sec): 3 clusters Score: Raw -11659.502650 + Penalty 1274.620825 = -10384.881825 nChanged 5 SP:Iteration 1Q (13.721663 sec): 3 clusters Score: Raw -11676.845182 + Penalty 1274.814175 = -10402.031007 nChanged 1 SP:Iteration 2Q (13.722061 sec): 3 clusters Score: Raw -11678.095990 + Penalty 1274.814175 = -10403.281815 nChanged 0 SP:Iteration 3F (13.722472 sec): 3 clusters Score: Raw -11678.095990 + Penalty 1274.814175 = -10403.281815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 41 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.723305 sec): 2 clusters Score: Raw -1345.135717 + Penalty 249.242432 = -1095.893286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.723543 sec): 3 clusters Score: Raw -1352.080289 + Penalty 503.722826 = -848.357463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.724311 sec): 2 clusters Score: Raw -1424.407212 + Penalty 328.848242 = -1095.558971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.724547 sec): 3 clusters Score: Raw -1418.267876 + Penalty 657.031191 = -761.236686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.726324 sec): 2 clusters Score: Raw -36433.989756 + Penalty 759.436252 = -35674.553504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.727226 sec): 3 clusters Score: Raw -36326.659955 + Penalty 1518.640431 = -34808.019524 nChanged 86 SP:Iteration 1F (13.728115 sec): 3 clusters Score: Raw -36417.850770 + Penalty 1518.445366 = -34899.405404 nChanged 22 SP:Iteration 2F (13.729003 sec): 3 clusters Score: Raw -36437.765791 + Penalty 1518.152864 = -34919.612928 nChanged 8 SP:Iteration 3Q (13.729876 sec): 3 clusters Score: Raw -36454.865050 + Penalty 1518.153278 = -34936.711773 nChanged 10 SP:Iteration 4Q (13.730749 sec): 3 clusters Score: Raw -36466.142894 + Penalty 1518.389135 = -34947.753760 nChanged 6 SP:Iteration 5Q (13.731622 sec): 3 clusters Score: Raw -36472.209307 + Penalty 1518.503777 = -34953.705530 nChanged 2 SP:Iteration 6Q (13.732490 sec): 3 clusters Score: Raw -36473.945960 + Penalty 1518.623727 = -34955.322233 nChanged 2 SP:Iteration 7Q (13.733357 sec): 3 clusters Score: Raw -36475.884739 + Penalty 1518.784990 = -34957.099748 nChanged 3 SP:Iteration 8Q (13.734225 sec): 3 clusters Score: Raw -36477.618155 + Penalty 1518.961297 = -34958.656858 nChanged 2 SP:Iteration 9Q (13.735094 sec): 3 clusters Score: Raw -36479.194931 + Penalty 1518.961297 = -34960.233634 nChanged 0 SP:Iteration 10F (13.735980 sec): 3 clusters Score: Raw -36479.194931 + Penalty 1518.961297 = -34960.233634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.736843 sec): 2 clusters Score: Raw -598.661581 + Penalty 12.736579 = -585.925002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.737037 sec): 3 clusters Score: Raw -619.190135 + Penalty 23.913578 = -595.276557 nChanged 0 Score: Raw -1809825.701384 + Penalty 166143.728758 = -1643681.972626 Splitting cluster 44 changes total score from -1626844.310136 to -1643681.972626 So it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.274100 sec): 2 clusters Score: Raw -2150.675639 + Penalty 383.152047 = -1767.523592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.274410 sec): 3 clusters Score: Raw -2169.040688 + Penalty 761.355486 = -1407.685202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 46 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.275222 sec): 2 clusters Score: Raw -1979.890812 + Penalty 396.013130 = -1583.877682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.275467 sec): 3 clusters Score: Raw -1996.518437 + Penalty 796.282824 = -1200.235613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.276229 sec): 2 clusters Score: Raw -889.718283 + Penalty 217.000214 = -672.718069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.276459 sec): 3 clusters Score: Raw -897.713126 + Penalty 419.359182 = -478.353944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 48 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.277374 sec): 2 clusters Score: Raw -5599.557304 + Penalty 582.043370 = -5017.513934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.277697 sec): 3 clusters Score: Raw -5679.721815 + Penalty 1164.086739 = -4515.635076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.278489 sec): 2 clusters Score: Raw -1590.429793 + Penalty 345.848707 = -1244.581085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.278729 sec): 3 clusters Score: Raw -1589.231438 + Penalty 689.371709 = -899.859728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.279505 sec): 2 clusters Score: Raw -1502.872938 + Penalty 295.321939 = -1207.551000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.279744 sec): 3 clusters Score: Raw -1521.654945 + Penalty 612.083950 = -909.570996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.281284 sec): 2 clusters Score: Raw -24400.402340 + Penalty 497.027766 = -23903.374574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.281965 sec): 3 clusters Score: Raw -24308.665129 + Penalty 990.597367 = -23318.067762 nChanged 66 SP:Iteration 1F (15.282633 sec): 3 clusters Score: Raw -24371.338321 + Penalty 992.582527 = -23378.755794 nChanged 15 SP:Iteration 2F (15.283298 sec): 3 clusters Score: Raw -24389.549419 + Penalty 995.989353 = -23393.560066 nChanged 16 SP:Iteration 3F (15.283964 sec): 3 clusters Score: Raw -24402.236506 + Penalty 998.802328 = -23403.434178 nChanged 8 SP:Iteration 4Q (15.284618 sec): 3 clusters Score: Raw -24407.439059 + Penalty 999.824283 = -23407.614776 nChanged 2 SP:Iteration 5Q (15.285272 sec): 3 clusters Score: Raw -24408.434727 + Penalty 1000.335021 = -23408.099706 nChanged 1 SP:Iteration 6Q (15.285926 sec): 3 clusters Score: Raw -24408.654417 + Penalty 1000.335021 = -23408.319396 nChanged 0 SP:Iteration 7F (15.286610 sec): 3 clusters Score: Raw -24408.654417 + Penalty 1000.335021 = -23408.319396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 52 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.287614 sec): 2 clusters Score: Raw -5132.030134 + Penalty 495.147969 = -4636.882165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.287923 sec): 3 clusters Score: Raw -5161.302571 + Penalty 989.599156 = -4171.703414 nChanged 1 SP:Iteration 1Q (15.288221 sec): 3 clusters Score: Raw -5165.197572 + Penalty 989.599156 = -4175.598416 nChanged 0 SP:Iteration 2F (15.288518 sec): 3 clusters Score: Raw -5165.197572 + Penalty 989.599156 = -4175.598416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 53 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.289440 sec): 2 clusters Score: Raw -3735.772868 + Penalty 412.960183 = -3322.812684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.289718 sec): 3 clusters Score: Raw -3736.060423 + Penalty 824.469884 = -2911.590538 nChanged 2 SP:Iteration 1F (15.289995 sec): 3 clusters Score: Raw -3739.498499 + Penalty 824.469884 = -2915.028614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 54 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.290787 sec): 2 clusters Score: Raw -1847.864146 + Penalty 243.071891 = -1604.792255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.291030 sec): 3 clusters Score: Raw -1848.707707 + Penalty 488.650429 = -1360.057277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.292279 sec): 2 clusters Score: Raw -16875.610344 + Penalty 601.806092 = -16273.804251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.292801 sec): 3 clusters Score: Raw -16835.022540 + Penalty 1199.608647 = -15635.413893 nChanged 25 SP:Iteration 1F (15.293340 sec): 3 clusters Score: Raw -16871.060467 + Penalty 1199.620834 = -15671.439633 nChanged 12 SP:Iteration 2F (15.293856 sec): 3 clusters Score: Raw -16885.942640 + Penalty 1200.286743 = -15685.655896 nChanged 2 SP:Iteration 3Q (15.294367 sec): 3 clusters Score: Raw -16887.288176 + Penalty 1200.286743 = -15687.001432 nChanged 0 SP:Iteration 4F (15.294882 sec): 3 clusters Score: Raw -16887.288176 + Penalty 1200.286743 = -15687.001432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 56 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.295737 sec): 2 clusters Score: Raw -653.990064 + Penalty 194.410998 = -459.579066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.295964 sec): 3 clusters Score: Raw -652.648525 + Penalty 407.449043 = -245.199482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.296703 sec): 2 clusters Score: Raw -291.213665 + Penalty 129.870835 = -161.342829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.296913 sec): 3 clusters Score: Raw -281.574956 + Penalty 261.231488 = -20.343468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.297647 sec): 2 clusters Score: Raw -188.390469 + Penalty 74.722989 = -113.667480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.297839 sec): 2 clusters Score: Raw -188.390469 + Penalty 74.722989 = -113.667480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.298593 sec): 2 clusters Score: Raw -1181.382274 + Penalty 284.911203 = -896.471072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.298826 sec): 3 clusters Score: Raw -1175.908055 + Penalty 569.437839 = -606.470216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 60 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.299681 sec): 2 clusters Score: Raw -4306.905383 + Penalty 516.749923 = -3790.155459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.299975 sec): 3 clusters Score: Raw -4358.583957 + Penalty 1033.267571 = -3325.316386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.300744 sec): 2 clusters Score: Raw -483.489702 + Penalty 177.278736 = -306.210966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.300962 sec): 3 clusters Score: Raw -474.541015 + Penalty 363.085916 = -111.455099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.301709 sec): 2 clusters Score: Raw -437.877995 + Penalty 84.245086 = -353.632909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.301919 sec): 3 clusters Score: Raw -442.331101 + Penalty 160.443750 = -281.887351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 63 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.302646 sec): 2 clusters Score: Raw -90.346263 + Penalty 0.000000 = -90.346263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.302837 sec): 2 clusters Score: Raw -90.346263 + Penalty 0.000000 = -90.346263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.303638 sec): 2 clusters Score: Raw -3119.798053 + Penalty 468.354836 = -2651.443217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.303903 sec): 3 clusters Score: Raw -3163.768687 + Penalty 937.539955 = -2226.228732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.304672 sec): 2 clusters Score: Raw -1195.174132 + Penalty 207.102954 = -988.071178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.304903 sec): 3 clusters Score: Raw -1192.678065 + Penalty 412.046699 = -780.631366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 66 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.305695 sec): 2 clusters Score: Raw -2369.112279 + Penalty 411.173238 = -1957.939041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.305950 sec): 3 clusters Score: Raw -2394.648351 + Penalty 819.833833 = -1574.814519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 67 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.306752 sec): 2 clusters Score: Raw -2944.216561 + Penalty 458.482870 = -2485.733691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.307014 sec): 3 clusters Score: Raw -2976.265925 + Penalty 918.499288 = -2057.766637 nChanged 1 SP:Iteration 1Q (15.307261 sec): 3 clusters Score: Raw -2984.446307 + Penalty 918.499288 = -2065.947019 nChanged 0 SP:Iteration 2F (15.307516 sec): 3 clusters Score: Raw -2984.446307 + Penalty 918.499288 = -2065.947019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.308268 sec): 2 clusters Score: Raw -661.504310 + Penalty 180.733332 = -480.770978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.308488 sec): 3 clusters Score: Raw -656.943288 + Penalty 363.328249 = -293.615039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.309221 sec): 2 clusters Score: Raw -365.931840 + Penalty 133.675738 = -232.256102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.309434 sec): 3 clusters Score: Raw -363.150509 + Penalty 267.351477 = -95.799032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 71 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.310203 sec): 2 clusters Score: Raw -1665.003750 + Penalty 295.404187 = -1369.599563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.310460 sec): 3 clusters Score: Raw -1676.995981 + Penalty 590.808374 = -1086.187607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.311213 sec): 2 clusters Score: Raw -724.324219 + Penalty 187.351344 = -536.972874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.311432 sec): 3 clusters Score: Raw -723.457504 + Penalty 338.311460 = -385.146045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.312191 sec): 2 clusters Score: Raw -1132.438839 + Penalty 239.859882 = -892.578957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.312421 sec): 3 clusters Score: Raw -1135.349541 + Penalty 489.633516 = -645.716025 nChanged 1 SP:Iteration 1F (15.312646 sec): 3 clusters Score: Raw -1139.409219 + Penalty 489.633516 = -649.775703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.313465 sec): 2 clusters Score: Raw -3053.419459 + Penalty 220.579135 = -2832.840324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.313736 sec): 3 clusters Score: Raw -3060.509110 + Penalty 439.698274 = -2620.810835 nChanged 2 SP:Iteration 1F (15.314000 sec): 3 clusters Score: Raw -3067.401337 + Penalty 439.698274 = -2627.703062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.314759 sec): 2 clusters Score: Raw -954.706512 + Penalty 255.620263 = -699.086249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.314984 sec): 3 clusters Score: Raw -954.600960 + Penalty 503.847506 = -450.753454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.315785 sec): 2 clusters Score: Raw -2762.659127 + Penalty 279.098964 = -2483.560163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.316049 sec): 3 clusters Score: Raw -2770.746515 + Penalty 559.401031 = -2211.345484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.316820 sec): 2 clusters Score: Raw -1607.586239 + Penalty 268.547937 = -1339.038302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.317059 sec): 3 clusters Score: Raw -1608.084239 + Penalty 541.863748 = -1066.220491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.317796 sec): 2 clusters Score: Raw -372.390607 + Penalty 130.021121 = -242.369485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.318010 sec): 3 clusters Score: Raw -366.260332 + Penalty 260.042243 = -106.218089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 79 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.318781 sec): 2 clusters Score: Raw -1786.815594 + Penalty 344.503828 = -1442.311766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.319025 sec): 3 clusters Score: Raw -1810.816929 + Penalty 699.347581 = -1111.469348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.319760 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.319967 sec): 3 clusters Score: Raw -359.344526 + Penalty 60.183973 = -299.160552 nChanged 1 SP:Iteration 1F (15.320176 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.320940 sec): 2 clusters Score: Raw -822.372335 + Penalty 216.980886 = -605.391449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.321164 sec): 3 clusters Score: Raw -826.469737 + Penalty 430.922431 = -395.547306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 82 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.321928 sec): 2 clusters Score: Raw -1059.474880 + Penalty 248.017421 = -811.457458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.322155 sec): 3 clusters Score: Raw -1062.166581 + Penalty 504.367123 = -557.799458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 83 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.322941 sec): 2 clusters Score: Raw -2284.402895 + Penalty 388.195336 = -1896.207559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.323193 sec): 3 clusters Score: Raw -2304.243206 + Penalty 787.923721 = -1516.319484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 86 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.323971 sec): 2 clusters Score: Raw -1901.567860 + Penalty 359.535410 = -1542.032450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.324215 sec): 3 clusters Score: Raw -1912.519866 + Penalty 719.019724 = -1193.500141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.324955 sec): 2 clusters Score: Raw -481.871371 + Penalty 189.252337 = -292.619034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.325170 sec): 3 clusters Score: Raw -474.983677 + Penalty 354.668895 = -120.314782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.325914 sec): 2 clusters Score: Raw -756.773865 + Penalty 204.445163 = -552.328702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.326134 sec): 3 clusters Score: Raw -753.359653 + Penalty 408.890325 = -344.469328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.326869 sec): 2 clusters Score: Raw -386.939528 + Penalty 151.524910 = -235.414618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.327083 sec): 3 clusters Score: Raw -376.980918 + Penalty 303.049820 = -73.931098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.327839 sec): 2 clusters Score: Raw -1156.317789 + Penalty 264.269252 = -892.048537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.328069 sec): 3 clusters Score: Raw -1158.162943 + Penalty 528.538504 = -629.624439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.328814 sec): 2 clusters Score: Raw -647.474810 + Penalty 175.547657 = -471.927153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.329033 sec): 3 clusters Score: Raw -646.714417 + Penalty 350.582999 = -296.131418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.329766 sec): 2 clusters Score: Raw -376.417015 + Penalty 119.005118 = -257.411898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.329994 sec): 3 clusters Score: Raw -369.275067 + Penalty 238.010235 = -131.264832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 94 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.330777 sec): 2 clusters Score: Raw -2040.653095 + Penalty 361.504071 = -1679.149024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.331026 sec): 3 clusters Score: Raw -2059.236604 + Penalty 723.155275 = -1336.081329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 95 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.331813 sec): 2 clusters Score: Raw -1481.323079 + Penalty 301.495693 = -1179.827386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.332051 sec): 3 clusters Score: Raw -1476.079659 + Penalty 606.928719 = -869.150940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 96 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.332815 sec): 2 clusters Score: Raw -1399.496738 + Penalty 316.892640 = -1082.604098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.333048 sec): 3 clusters Score: Raw -1398.868364 + Penalty 633.785280 = -765.083084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.333795 sec): 2 clusters Score: Raw -686.434258 + Penalty 225.515736 = -460.918523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.334016 sec): 3 clusters Score: Raw -680.708849 + Penalty 455.882258 = -224.826591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.334804 sec): 2 clusters Score: Raw -2372.098128 + Penalty 409.664823 = -1962.433305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.335058 sec): 3 clusters Score: Raw -2382.185111 + Penalty 819.329646 = -1562.855465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 99 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.335845 sec): 2 clusters Score: Raw -2245.650904 + Penalty 398.304614 = -1847.346290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.336096 sec): 3 clusters Score: Raw -2275.914209 + Penalty 797.479764 = -1478.434444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 101 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.336889 sec): 2 clusters Score: Raw -2724.173316 + Penalty 440.163617 = -2284.009698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.337146 sec): 3 clusters Score: Raw -2749.109665 + Penalty 879.952794 = -1869.156871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 102 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.337898 sec): 2 clusters Score: Raw -844.927764 + Penalty 222.517638 = -622.410126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.338121 sec): 3 clusters Score: Raw -850.656750 + Penalty 444.226374 = -406.430377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.338880 sec): 2 clusters Score: Raw -1157.791430 + Penalty 322.352118 = -835.439312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.339110 sec): 3 clusters Score: Raw -1158.035911 + Penalty 659.604245 = -498.431666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.339866 sec): 2 clusters Score: Raw -473.627192 + Penalty 142.630284 = -330.996909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.340080 sec): 3 clusters Score: Raw -468.856422 + Penalty 142.630284 = -326.226138 nChanged 1 SP:Iteration 1F (15.340275 sec): 2 clusters Score: Raw -473.627192 + Penalty 142.630284 = -330.996909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.341047 sec): 2 clusters Score: Raw -1626.702892 + Penalty 363.401991 = -1263.300901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.341284 sec): 3 clusters Score: Raw -1620.563122 + Penalty 737.183184 = -883.379937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 106 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.342081 sec): 2 clusters Score: Raw -2531.389705 + Penalty 294.163903 = -2237.225802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.342339 sec): 3 clusters Score: Raw -2532.456574 + Penalty 586.205075 = -1946.251500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.343091 sec): 2 clusters Score: Raw -763.027951 + Penalty 233.795708 = -529.232243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.343314 sec): 3 clusters Score: Raw -756.932852 + Penalty 452.651188 = -304.281664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 109 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.344087 sec): 2 clusters Score: Raw -1920.644370 + Penalty 375.512916 = -1545.131453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.344330 sec): 3 clusters Score: Raw -1927.691330 + Penalty 751.102973 = -1176.588357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 110 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.345077 sec): 2 clusters Score: Raw -691.203928 + Penalty 234.106934 = -457.096995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.345298 sec): 3 clusters Score: Raw -680.518001 + Penalty 463.277034 = -217.240968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 113 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.346073 sec): 2 clusters Score: Raw -1744.075314 + Penalty 302.132075 = -1441.943239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.346317 sec): 3 clusters Score: Raw -1739.455960 + Penalty 605.738353 = -1133.717607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 114 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.347179 sec): 2 clusters Score: Raw -3769.346450 + Penalty 451.702649 = -3317.643801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.347461 sec): 3 clusters Score: Raw -3806.162109 + Penalty 903.963940 = -2902.198169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.348216 sec): 2 clusters Score: Raw -752.600593 + Penalty 189.657727 = -562.942865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.348437 sec): 3 clusters Score: Raw -748.236881 + Penalty 379.315455 = -368.921427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.349188 sec): 2 clusters Score: Raw -1148.090457 + Penalty 313.229160 = -834.861296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.349418 sec): 3 clusters Score: Raw -1130.965906 + Penalty 624.072220 = -506.893686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.350195 sec): 2 clusters Score: Raw -491.661428 + Penalty 184.978202 = -306.683225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.350414 sec): 3 clusters Score: Raw -480.642679 + Penalty 368.707189 = -111.935490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 118 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.351184 sec): 2 clusters Score: Raw -1615.943524 + Penalty 387.871076 = -1228.072448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.351421 sec): 3 clusters Score: Raw -1629.714667 + Penalty 771.620548 = -858.094119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.352162 sec): 2 clusters Score: Raw -476.668741 + Penalty 189.323124 = -287.345617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.352377 sec): 3 clusters Score: Raw -470.865776 + Penalty 377.595963 = -93.269813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.353136 sec): 2 clusters Score: Raw -1079.610121 + Penalty 279.155839 = -800.454282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.353364 sec): 3 clusters Score: Raw -1077.403712 + Penalty 557.186014 = -520.217698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.354105 sec): 2 clusters Score: Raw -278.852288 + Penalty 101.710909 = -177.141379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.354314 sec): 3 clusters Score: Raw -272.685341 + Penalty 209.508776 = -63.176565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.355051 sec): 2 clusters Score: Raw -549.826516 + Penalty 160.956326 = -388.870189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.355270 sec): 3 clusters Score: Raw -548.468254 + Penalty 321.912652 = -226.555601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.356026 sec): 2 clusters Score: Raw -1006.063392 + Penalty 294.077056 = -711.986336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.356251 sec): 3 clusters Score: Raw -999.525010 + Penalty 575.170038 = -424.354971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.356985 sec): 2 clusters Score: Raw -276.485076 + Penalty 92.967173 = -183.517903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.357181 sec): 2 clusters Score: Raw -276.485076 + Penalty 92.967173 = -183.517903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 127 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.357941 sec): 2 clusters Score: Raw -1399.178903 + Penalty 338.575264 = -1060.603639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.358176 sec): 3 clusters Score: Raw -1403.932689 + Penalty 670.585983 = -733.346706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 128 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.358963 sec): 2 clusters Score: Raw -2501.306961 + Penalty 498.373973 = -2002.932988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.359236 sec): 3 clusters Score: Raw -2580.903742 + Penalty 1000.215662 = -1580.688080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.359978 sec): 2 clusters Score: Raw -374.748705 + Penalty 129.280151 = -245.468555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.360190 sec): 3 clusters Score: Raw -366.821701 + Penalty 271.496440 = -95.325261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.360916 sec): 2 clusters Score: Raw -89.477616 + Penalty 0.000000 = -89.477616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.361106 sec): 2 clusters Score: Raw -89.477616 + Penalty 0.000000 = -89.477616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.361849 sec): 2 clusters Score: Raw -705.072848 + Penalty 230.607743 = -474.465105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.362068 sec): 3 clusters Score: Raw -692.436616 + Penalty 461.907164 = -230.529452 nChanged 1 SP:Iteration 1F (15.362284 sec): 3 clusters Score: Raw -693.885145 + Penalty 461.907164 = -231.977981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.363032 sec): 2 clusters Score: Raw -888.883217 + Penalty 261.489997 = -627.393220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.363255 sec): 3 clusters Score: Raw -884.780238 + Penalty 525.211751 = -359.568488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.364029 sec): 2 clusters Score: Raw -1640.929383 + Penalty 256.783316 = -1384.146067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.364270 sec): 3 clusters Score: Raw -1643.231845 + Penalty 514.518405 = -1128.713440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.365029 sec): 2 clusters Score: Raw -1194.455964 + Penalty 276.508193 = -917.947771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.365259 sec): 3 clusters Score: Raw -1186.583016 + Penalty 550.601653 = -635.981364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.365990 sec): 2 clusters Score: Raw -365.673700 + Penalty 81.802279 = -283.871421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.366196 sec): 3 clusters Score: Raw -361.238476 + Penalty 171.648487 = -189.589990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.366923 sec): 2 clusters Score: Raw -185.871832 + Penalty 63.561347 = -122.310485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.367130 sec): 3 clusters Score: Raw -177.880107 + Penalty 127.122695 = -50.757412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.367858 sec): 2 clusters Score: Raw -177.654508 + Penalty 59.683419 = -117.971090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.368048 sec): 2 clusters Score: Raw -177.654508 + Penalty 59.683419 = -117.971090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.368812 sec): 2 clusters Score: Raw -977.341624 + Penalty 268.644057 = -708.697567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.369037 sec): 3 clusters Score: Raw -977.326233 + Penalty 533.881251 = -443.444982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.369779 sec): 2 clusters Score: Raw -470.547502 + Penalty 180.783431 = -289.764071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.369992 sec): 3 clusters Score: Raw -463.897550 + Penalty 367.888949 = -96.008602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 145 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.370745 sec): 2 clusters Score: Raw -1003.400550 + Penalty 285.716889 = -717.683662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.370969 sec): 3 clusters Score: Raw -996.769302 + Penalty 571.051930 = -425.717373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.371694 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.371880 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.372621 sec): 2 clusters Score: Raw -692.325403 + Penalty 245.863719 = -446.461684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.372842 sec): 3 clusters Score: Raw -685.011445 + Penalty 495.830605 = -189.180840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.373574 sec): 2 clusters Score: Raw -399.032605 + Penalty 172.688721 = -226.343884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.373787 sec): 3 clusters Score: Raw -387.231481 + Penalty 323.425731 = -63.805750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.374514 sec): 2 clusters Score: Raw -467.091716 + Penalty 18.494295 = -448.597421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.374710 sec): 3 clusters Score: Raw -478.730818 + Penalty 32.220841 = -446.509977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.375436 sec): 2 clusters Score: Raw -188.159910 + Penalty 73.671207 = -114.488703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.375644 sec): 3 clusters Score: Raw -179.760670 + Penalty 147.342414 = -32.418256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.376367 sec): 2 clusters Score: Raw -92.793135 + Penalty 0.000000 = -92.793135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.376557 sec): 2 clusters Score: Raw -92.793135 + Penalty 0.000000 = -92.793135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 158 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.377309 sec): 2 clusters Score: Raw -1102.303391 + Penalty 310.145574 = -792.157817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.377538 sec): 3 clusters Score: Raw -1091.555633 + Penalty 618.382722 = -473.172911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.378283 sec): 2 clusters Score: Raw -267.746049 + Penalty 57.782974 = -209.963075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.378490 sec): 3 clusters Score: Raw -266.457186 + Penalty 106.692273 = -159.764913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 161 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.379236 sec): 2 clusters Score: Raw -488.019595 + Penalty 189.136854 = -298.882740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.379453 sec): 3 clusters Score: Raw -477.200203 + Penalty 381.423543 = -95.776660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.380184 sec): 2 clusters Score: Raw -92.914104 + Penalty 0.000000 = -92.914104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.380374 sec): 2 clusters Score: Raw -92.914104 + Penalty 0.000000 = -92.914104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.381112 sec): 2 clusters Score: Raw -390.804001 + Penalty 155.757220 = -235.046781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.381324 sec): 3 clusters Score: Raw -379.298468 + Penalty 311.514439 = -67.784029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.382053 sec): 2 clusters Score: Raw -93.042140 + Penalty 0.000000 = -93.042140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.382240 sec): 2 clusters Score: Raw -93.042140 + Penalty 0.000000 = -93.042140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.382976 sec): 2 clusters Score: Raw -461.105916 + Penalty 163.178345 = -297.927571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.383189 sec): 3 clusters Score: Raw -457.272103 + Penalty 330.138815 = -127.133288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 169 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.384026 sec): 2 clusters Score: Raw -3618.337622 + Penalty 212.015832 = -3406.321790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.384315 sec): 3 clusters Score: Raw -3622.733270 + Penalty 424.767901 = -3197.965369 nChanged 3 SP:Iteration 1F (15.384602 sec): 3 clusters Score: Raw -3628.789991 + Penalty 429.808358 = -3198.981633 nChanged 2 SP:Iteration 2Q (15.384882 sec): 3 clusters Score: Raw -3634.513613 + Penalty 429.808358 = -3204.705255 nChanged 0 SP:Iteration 3F (15.385167 sec): 3 clusters Score: Raw -3634.513613 + Penalty 429.808358 = -3204.705255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.385914 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.386101 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.386840 sec): 2 clusters Score: Raw -356.773727 + Penalty 93.756685 = -263.017042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.387054 sec): 3 clusters Score: Raw -360.109618 + Penalty 187.513370 = -172.596247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.387796 sec): 2 clusters Score: Raw -187.223282 + Penalty 76.634044 = -110.589238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.388000 sec): 3 clusters Score: Raw -181.279305 + Penalty 153.268089 = -28.011216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.388736 sec): 2 clusters Score: Raw -300.827691 + Penalty 142.411553 = -158.416138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.388946 sec): 3 clusters Score: Raw -287.506462 + Penalty 295.072960 = 7.566497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.389677 sec): 2 clusters Score: Raw -294.184815 + Penalty 131.909206 = -162.275608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.389887 sec): 3 clusters Score: Raw -282.041797 + Penalty 266.744913 = -15.296884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.390602 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.390785 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.391515 sec): 2 clusters Score: Raw -400.060734 + Penalty 176.442801 = -223.617933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.391731 sec): 3 clusters Score: Raw -385.521920 + Penalty 352.885602 = -32.636318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.392450 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.392637 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.393361 sec): 2 clusters Score: Raw -92.762940 + Penalty 0.000000 = -92.762940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.393550 sec): 2 clusters Score: Raw -92.762940 + Penalty 0.000000 = -92.762940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.394270 sec): 2 clusters Score: Raw -90.567335 + Penalty 0.000000 = -90.567335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.394459 sec): 2 clusters Score: Raw -90.567335 + Penalty 0.000000 = -90.567335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.395185 sec): 2 clusters Score: Raw -180.517234 + Penalty 63.705126 = -116.812108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.395384 sec): 3 clusters Score: Raw -178.430899 + Penalty 127.410253 = -51.020646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.396093 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.396273 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.397000 sec): 2 clusters Score: Raw -168.285101 + Penalty 6.584898 = -161.700203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.397182 sec): 2 clusters Score: Raw -168.285101 + Penalty 6.584898 = -161.700203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.397909 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.398100 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.398821 sec): 2 clusters Score: Raw -92.265967 + Penalty 0.000000 = -92.265967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.399012 sec): 2 clusters Score: Raw -92.265967 + Penalty 0.000000 = -92.265967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.399731 sec): 2 clusters Score: Raw -91.606573 + Penalty 0.000000 = -91.606573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.399923 sec): 2 clusters Score: Raw -91.606573 + Penalty 0.000000 = -91.606573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 204 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.400743 sec): 2 clusters Score: Raw -2924.164848 + Penalty 164.869264 = -2759.295585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.401017 sec): 3 clusters Score: Raw -2926.719639 + Penalty 332.390235 = -2594.329403 nChanged 3 SP:Iteration 1F (15.401285 sec): 3 clusters Score: Raw -2928.074296 + Penalty 332.390235 = -2595.684061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.402020 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.402210 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 Deleting Class 118 (16 points): Lose 83.437791 but Gain 1390.631388 Iteration 20F (16.971253 sec): 163 clusters Score: Raw -1792940.173548 + Penalty 164840.157974 = -1628100.015574 nChanged 57 Deleting Class 163 (1 points): Lose 6.556140 but Gain 1309.917445 Iteration 21Q (17.082148 sec): 162 clusters Score: Raw -1792983.170670 + Penalty 163555.025030 = -1629428.145639 nChanged 45 Deleting Class 128 (25 points): Lose 239.051696 but Gain 1539.080074 Iteration 22Q (17.196380 sec): 161 clusters Score: Raw -1792774.780384 + Penalty 162038.203086 = -1630736.577297 nChanged 54 Deleting Class 190 (1 points): Lose 22.830905 but Gain 1319.604011 Iteration 23Q (17.306010 sec): 160 clusters Score: Raw -1792822.311733 + Penalty 160733.466924 = -1632088.844809 nChanged 31 Deleting Class 155 (1 points): Lose 12.290647 but Gain 1295.954904 Iteration 24Q (17.415112 sec): 159 clusters Score: Raw -1792831.332685 + Penalty 159441.972514 = -1633389.360171 nChanged 23 Deleting Class 176 (3 points): Lose 34.164717 but Gain 1288.578424 Iteration 25Q (17.522323 sec): 158 clusters Score: Raw -1792823.891258 + Penalty 158157.448035 = -1634666.443223 nChanged 29 Deleting Class 116 (11 points): Lose 47.862227 but Gain 1298.500316 Iteration 26Q (17.633718 sec): 157 clusters Score: Raw -1792795.565440 + Penalty 156861.407730 = -1635934.157710 nChanged 49 Deleting Class 181 (5 points): Lose 47.597777 but Gain 1292.759037 Iteration 27Q (17.741536 sec): 156 clusters Score: Raw -1792786.523416 + Penalty 155585.121274 = -1637201.402142 nChanged 53 Deleting Class 46 (19 points): Lose 79.329531 but Gain 1309.141636 Iteration 28Q (17.849470 sec): 155 clusters Score: Raw -1792749.968817 + Penalty 154347.408751 = -1638402.560067 nChanged 50 Deleting Class 148 (7 points): Lose 28.277739 but Gain 1255.977179 Iteration 29Q (17.957547 sec): 154 clusters Score: Raw -1792782.839175 + Penalty 153109.206442 = -1639673.632733 nChanged 33 Deleting Class 105 (16 points): Lose 75.648078 but Gain 1302.902552 Iteration 30F (19.426106 sec): 153 clusters Score: Raw -1792733.379785 + Penalty 151846.130120 = -1640887.249666 nChanged 31 Deleting Class 98 (22 points): Lose 78.848247 but Gain 1301.427194 Iteration 31Q (19.533970 sec): 152 clusters Score: Raw -1792699.485560 + Penalty 150599.372033 = -1642100.113526 nChanged 38 Deleting Class 38 (4 points): Lose 53.344560 but Gain 1273.570090 Iteration 32Q (19.643410 sec): 151 clusters Score: Raw -1792696.369054 + Penalty 148289.144474 = -1644407.224580 nChanged 21 Deleting Class 149 (4 points): Lose 21.000691 but Gain 1238.279263 Iteration 33Q (19.753639 sec): 149 clusters Score: Raw -1792701.852570 + Penalty 147056.279522 = -1645645.573048 nChanged 20 Deleting Class 66 (24 points): Lose 83.115280 but Gain 1299.703228 Iteration 34Q (19.860876 sec): 148 clusters Score: Raw -1792635.675690 + Penalty 145832.930356 = -1646802.745334 nChanged 53 Deleting Class 127 (12 points): Lose 58.767424 but Gain 1273.358070 Iteration 35Q (19.968500 sec): 147 clusters Score: Raw -1792631.780551 + Penalty 144571.246236 = -1648060.534315 nChanged 44 Deleting Class 48 (60 points): Lose 210.944061 but Gain 1423.839970 Iteration 36Q (20.074561 sec): 146 clusters Score: Raw -1792463.353606 + Penalty 143347.820977 = -1649115.532629 nChanged 87 Deleting Class 64 (30 points): Lose 134.617965 but Gain 1346.495809 Iteration 37Q (20.183666 sec): 145 clusters Score: Raw -1792482.207997 + Penalty 142054.006446 = -1650428.201550 nChanged 64 Deleting Class 158 (11 points): Lose 75.328224 but Gain 1285.717222 Iteration 38Q (20.290306 sec): 144 clusters Score: Raw -1792485.080201 + Penalty 140792.935001 = -1651692.145200 nChanged 39 Deleting Class 67 (30 points): Lose 150.728905 but Gain 1359.800233 Iteration 39Q (20.394644 sec): 143 clusters Score: Raw -1792385.651300 + Penalty 139465.004830 = -1652920.646470 nChanged 43 Deleting Class 101 (27 points): Lose 119.319776 but Gain 1327.573332 Iteration 40F (21.766530 sec): 142 clusters Score: Raw -1792333.281860 + Penalty 138184.753129 = -1654148.528731 nChanged 43 Deleting Class 103 (16 points): Lose 109.116706 but Gain 1310.994019 Iteration 41Q (21.871046 sec): 141 clusters Score: Raw -1792303.235998 + Penalty 136998.811816 = -1655304.424182 nChanged 38 Deleting Class 145 (11 points): Lose 37.417542 but Gain 1230.263924 Iteration 42Q (21.974644 sec): 140 clusters Score: Raw -1792337.399705 + Penalty 135808.658148 = -1656528.741556 nChanged 22 Deleting Class 42 (16 points): Lose 51.566609 but Gain 1243.878117 Iteration 43Q (22.078341 sec): 139 clusters Score: Raw -1792325.322767 + Penalty 134558.033968 = -1657767.288799 nChanged 21 Deleting Class 60 (43 points): Lose 175.978255 but Gain 1365.727533 Iteration 44Q (22.181969 sec): 138 clusters Score: Raw -1792172.184622 + Penalty 133219.452214 = -1658952.732409 nChanged 50 Deleting Class 178 (3 points): Lose 4.855812 but Gain 1193.550335 Iteration 45Q (22.284962 sec): 137 clusters Score: Raw -1792256.125737 + Penalty 131951.455148 = -1660304.670589 nChanged 18 Deleting Class 109 (20 points): Lose 88.802791 but Gain 1275.034479 Iteration 46Q (22.385449 sec): 136 clusters Score: Raw -1792179.850336 + Penalty 130772.794979 = -1661407.055357 nChanged 23 Deleting Class 110 (9 points): Lose 56.762234 but Gain 1242.416690 Iteration 47Q (22.486219 sec): 135 clusters Score: Raw -1792157.249613 + Penalty 129582.011899 = -1662575.237715 nChanged 17 Deleting Class 49 (18 points): Lose 85.258769 but Gain 1267.870180 Iteration 48Q (22.589137 sec): 134 clusters Score: Raw -1792100.130818 + Penalty 128388.109830 = -1663712.020988 nChanged 26 Deleting Class 57 (3 points): Lose 11.488947 but Gain 1175.106603 Iteration 49Q (22.688158 sec): 133 clusters Score: Raw -1792135.560534 + Penalty 127247.728263 = -1664887.832271 nChanged 9 Deleting Class 96 (15 points): Lose 62.686075 but Gain 1224.816750 Iteration 50F (23.949473 sec): 132 clusters Score: Raw -1792087.493398 + Penalty 126042.527730 = -1666044.965668 nChanged 19 Deleting Class 20 (7 points): Lose 34.311584 but Gain 1197.130826 Iteration 51Q (24.047959 sec): 131 clusters Score: Raw -1792083.839297 + Penalty 124871.928555 = -1667211.910742 nChanged 13 Deleting Class 86 (21 points): Lose 74.286934 but Gain 1236.185600 Iteration 52Q (24.148055 sec): 130 clusters Score: Raw -1792036.689592 + Penalty 123654.601785 = -1668382.087806 nChanged 25 Deleting Class 36 (11 points): Lose 343.013637 but Gain 1504.291698 Iteration 53Q (24.246184 sec): 129 clusters Score: Raw -1791732.248001 + Penalty 122128.923760 = -1669603.324241 nChanged 14 Deleting Class 165 (1 points): Lose 90.611316 but Gain 1249.304228 Iteration 54Q (24.344035 sec): 128 clusters Score: Raw -1791664.703877 + Penalty 120901.113853 = -1670763.590024 nChanged 3 Deleting Class 90 (1 points): Lose 2.638099 but Gain 1163.867862 Iteration 55Q (24.438883 sec): 127 clusters Score: Raw -1791663.725481 + Penalty 119787.399103 = -1671876.326377 nChanged 3 Deleting Class 201 (1 points): Lose 13.831316 but Gain 1172.291901 Iteration 56Q (24.533897 sec): 126 clusters Score: Raw -1791654.280153 + Penalty 118619.212441 = -1673035.067713 nChanged 2 Deleting Class 63 (1 points): Lose 6.027063 but Gain 1161.973061 Iteration 57Q (24.629653 sec): 125 clusters Score: Raw -1791651.237265 + Penalty 117456.940033 = -1674194.297232 nChanged 1 Deleting Class 132 (7 points): Lose 24.600732 but Gain 1178.043118 Iteration 58Q (24.728352 sec): 124 clusters Score: Raw -1791628.656817 + Penalty 116279.456848 = -1675349.199968 nChanged 7 Deleting Class 124 (25 points): Lose 131.032753 but Gain 1282.622204 Iteration 59Q (24.826817 sec): 123 clusters Score: Raw -1791506.397977 + Penalty 115047.188969 = -1676459.209008 nChanged 26 Deleting Class 164 (5 points): Lose 23.045439 but Gain 1170.028130 Iteration 60F (25.989382 sec): 122 clusters Score: Raw -1791523.605882 + Penalty 113893.631395 = -1677629.974488 nChanged 17 Deleting Class 144 (5 points): Lose 24.293154 but Gain 1169.765302 Iteration 61Q (26.085967 sec): 121 clusters Score: Raw -1791514.985772 + Penalty 112727.575410 = -1678787.410362 nChanged 14 Deleting Class 134 (9 points): Lose 39.448798 but Gain 1183.016266 Iteration 62Q (26.181251 sec): 120 clusters Score: Raw -1791490.007786 + Penalty 111563.228413 = -1679926.779374 nChanged 14 Deleting Class 88 (5 points): Lose 26.747030 but Gain 1168.899326 Iteration 63Q (26.275271 sec): 119 clusters Score: Raw -1791483.821942 + Penalty 110408.684145 = -1681075.137797 nChanged 12 Deleting Class 99 (24 points): Lose 133.184599 but Gain 1273.962205 Iteration 64Q (26.368599 sec): 118 clusters Score: Raw -1791367.991192 + Penalty 109190.468689 = -1682177.522503 nChanged 32 Deleting Class 114 (38 points): Lose 117.601103 but Gain 1252.919624 Iteration 65Q (26.462257 sec): 117 clusters Score: Raw -1791310.973773 + Penalty 107982.486975 = -1683328.486798 nChanged 46 Deleting Class 12 (18 points): Lose 90.569512 but Gain 1225.332088 Iteration 66Q (26.555951 sec): 116 clusters Score: Raw -1791293.731596 + Penalty 106822.772604 = -1684470.958991 nChanged 27 Deleting Class 117 (5 points): Lose 9.319767 but Gain 1142.500534 Iteration 67Q (26.648896 sec): 115 clusters Score: Raw -1791326.727869 + Penalty 105664.899975 = -1685661.827894 nChanged 13 Deleting Class 97 (8 points): Lose 35.806932 but Gain 1168.920308 Iteration 68Q (26.740217 sec): 114 clusters Score: Raw -1791306.694017 + Penalty 104495.867196 = -1686810.826821 nChanged 11 Deleting Class 45 (20 points): Lose 101.452882 but Gain 1234.741026 Iteration 69Q (26.832211 sec): 113 clusters Score: Raw -1791220.069764 + Penalty 103318.258715 = -1687901.811049 nChanged 25 Deleting Class 83 (23 points): Lose 106.522956 but Gain 1230.706214 Iteration 70F (27.893572 sec): 112 clusters Score: Raw -1791153.080772 + Penalty 102200.128798 = -1688952.951973 nChanged 35 Deleting Class 121 (11 points): Lose 33.128569 but Gain 1157.248401 Iteration 71Q (27.992501 sec): 111 clusters Score: Raw -1791183.299308 + Penalty 101053.977726 = -1690129.321582 nChanged 24 Deleting Class 3 (50 points): Lose 191.853425 but Gain 1309.838139 Iteration 72Q (28.086711 sec): 110 clusters Score: Raw -1791012.924750 + Penalty 99813.634337 = -1691199.290413 nChanged 61 Deleting Class 94 (29 points): Lose 110.464716 but Gain 1222.214841 Iteration 73Q (28.180863 sec): 109 clusters Score: Raw -1791005.098128 + Penalty 98672.779165 = -1692332.318963 nChanged 47 Deleting Class 59 (14 points): Lose 67.455248 but Gain 1171.985386 Iteration 74Q (28.273818 sec): 108 clusters Score: Raw -1791009.153746 + Penalty 97521.950351 = -1693487.203396 nChanged 32 Deleting Class 161 (4 points): Lose 19.626331 but Gain 1119.709291 Iteration 75Q (28.365669 sec): 107 clusters Score: Raw -1791029.374767 + Penalty 96467.462224 = -1694561.912544 nChanged 24 Deleting Class 136 (7 points): Lose 25.434761 but Gain 1117.198075 Iteration 76Q (28.455652 sec): 106 clusters Score: Raw -1791039.348885 + Penalty 95364.052497 = -1695675.296388 nChanged 23 Deleting Class 143 (9 points): Lose 42.864792 but Gain 1134.568528 Iteration 77Q (28.545598 sec): 105 clusters Score: Raw -1791019.261562 + Penalty 94272.356354 = -1696746.905208 nChanged 19 Deleting Class 203 (1 points): Lose 11.040988 but Gain 1091.060700 Iteration 78Q (28.635737 sec): 104 clusters Score: Raw -1791038.099307 + Penalty 93189.759659 = -1697848.339648 nChanged 10 Deleting Class 19 (133 points): Lose 360.871402 but Gain 1439.251791 Iteration 79Q (28.724287 sec): 103 clusters Score: Raw -1790686.405322 + Penalty 91783.885106 = -1698902.520216 nChanged 140 Deleting Class 75 (12 points): Lose 57.592686 but Gain 1136.273295 Iteration 80F (29.696400 sec): 102 clusters Score: Raw -1790822.305738 + Penalty 90706.221937 = -1700116.083801 nChanged 34 Deleting Class 192 (1 points): Lose 3.415411 but Gain 1079.886294 Iteration 81Q (29.784111 sec): 101 clusters Score: Raw -1790857.333831 + Penalty 89543.161149 = -1701314.172682 nChanged 25 Deleting Class 52 (55 points): Lose 174.368087 but Gain 1249.271603 Iteration 82Q (29.872910 sec): 100 clusters Score: Raw -1790701.291839 + Penalty 88289.515965 = -1702411.775874 nChanged 72 Deleting Class 24 (7 points): Lose 27.342298 but Gain 1099.857267 Iteration 83Q (29.962620 sec): 99 clusters Score: Raw -1790761.024810 + Penalty 87209.970481 = -1703551.054329 nChanged 35 Deleting Class 108 (8 points): Lose 47.246611 but Gain 1117.634767 Iteration 84Q (30.050294 sec): 98 clusters Score: Raw -1790737.526003 + Penalty 86154.304833 = -1704583.221170 nChanged 26 Deleting Class 58 (2 points): Lose 5.028535 but Gain 1071.615188 Iteration 85Q (30.136532 sec): 97 clusters Score: Raw -1790761.353665 + Penalty 85100.257916 = -1705661.095749 nChanged 16 Deleting Class 61 (5 points): Lose 30.431159 but Gain 1094.945501 Iteration 86Q (30.221041 sec): 96 clusters Score: Raw -1790745.911138 + Penalty 84038.166592 = -1706707.744545 nChanged 14 Deleting Class 79 (19 points): Lose 87.438057 but Gain 1149.507767 Iteration 87Q (30.305537 sec): 95 clusters Score: Raw -1790681.457479 + Penalty 82972.925770 = -1707708.531709 nChanged 25 Deleting Class 31 (8 points): Lose 21.678610 but Gain 1080.398771 Iteration 88Q (30.389313 sec): 94 clusters Score: Raw -1790715.927668 + Penalty 81910.777079 = -1708805.150589 nChanged 16 Deleting Class 10 (15 points): Lose 80.525804 but Gain 1139.019779 Iteration 89Q (30.473592 sec): 93 clusters Score: Raw -1790653.071373 + Penalty 80836.916573 = -1709816.154800 nChanged 20 Deleting Class 168 (7 points): Lose 43.592670 but Gain 1100.462811 Iteration 90F (31.345634 sec): 92 clusters Score: Raw -1790652.960227 + Penalty 79825.644291 = -1710827.315936 nChanged 13 Deleting Class 151 (2 points): Lose 1.615224 but Gain 1056.531403 Iteration 91Q (31.428405 sec): 91 clusters Score: Raw -1790681.073812 + Penalty 78775.665334 = -1711905.408478 nChanged 5 Deleting Class 21 (7 points): Lose 33.854479 but Gain 1088.131377 Iteration 92Q (31.510921 sec): 90 clusters Score: Raw -1790653.681365 + Penalty 77658.009765 = -1712995.671600 nChanged 8 Deleting Class 95 (17 points): Lose 74.235709 but Gain 1118.908285 Iteration 93Q (31.594307 sec): 89 clusters Score: Raw -1790594.666517 + Penalty 76534.597277 = -1714060.069241 nChanged 22 Deleting Class 91 (12 points): Lose 49.311402 but Gain 1079.503137 Iteration 94Q (31.677764 sec): 88 clusters Score: Raw -1790568.291576 + Penalty 75433.221656 = -1715135.069920 nChanged 17 Deleting Class 78 (6 points): Lose 28.848581 but Gain 1057.390815 Iteration 95Q (31.760248 sec): 87 clusters Score: Raw -1790562.488618 + Penalty 74316.046833 = -1716246.441785 nChanged 12 Deleting Class 53 (40 points): Lose 109.020256 but Gain 1133.932164 Iteration 96Q (31.842078 sec): 86 clusters Score: Raw -1790464.050751 + Penalty 73208.467527 = -1717255.583224 nChanged 44 Deleting Class 37 (28 points): Lose 122.113580 but Gain 1138.491162 Iteration 97Q (31.924163 sec): 85 clusters Score: Raw -1790398.989305 + Penalty 72156.046647 = -1718242.942657 nChanged 40 Deleting Class 102 (10 points): Lose 50.002931 but Gain 1051.416612 Iteration 98Q (32.006214 sec): 84 clusters Score: Raw -1790420.214420 + Penalty 71233.087700 = -1719187.126720 nChanged 25 Deleting Class 56 (9 points): Lose 50.385540 but Gain 1046.637179 Iteration 99Q (32.087491 sec): 83 clusters Score: Raw -1790408.842415 + Penalty 70235.529436 = -1720173.312979 nChanged 15 Deleting Class 77 (24 points): Lose 73.407347 but Gain 1063.299423 Iteration 100F (32.863181 sec): 82 clusters Score: Raw -1790356.347954 + Penalty 69195.470274 = -1721160.877680 nChanged 31 Deleting Class 71 (19 points): Lose 76.017952 but Gain 1064.534502 Iteration 101Q (32.944402 sec): 81 clusters Score: Raw -1790322.484847 + Penalty 68206.715514 = -1722115.769333 nChanged 31 Deleting Class 113 (19 points): Lose 60.980342 but Gain 1044.298675 Iteration 102Q (33.025466 sec): 80 clusters Score: Raw -1790308.065137 + Penalty 67174.360069 = -1723133.705068 nChanged 29 Deleting Class 141 (3 points): Lose 24.235407 but Gain 1004.523521 Iteration 103Q (33.105580 sec): 79 clusters Score: Raw -1790312.644281 + Penalty 66059.159065 = -1724253.485215 nChanged 18 Deleting Class 82 (11 points): Lose 52.348930 but Gain 1028.163213 Iteration 104Q (33.183649 sec): 78 clusters Score: Raw -1790270.231807 + Penalty 64903.498288 = -1725366.733519 nChanged 20 Deleting Class 50 (18 points): Lose 90.554350 but Gain 1064.991827 Iteration 105Q (33.262216 sec): 77 clusters Score: Raw -1790202.967734 + Penalty 63879.324425 = -1726323.643309 nChanged 29 Deleting Class 120 (3 points): Lose 98.487875 but Gain 1059.163413 Iteration 106Q (33.340427 sec): 76 clusters Score: Raw -1790154.342713 + Penalty 62820.058028 = -1727334.284685 nChanged 10 Deleting Class 73 (13 points): Lose 37.482959 but Gain 990.427271 Iteration 107Q (33.417530 sec): 75 clusters Score: Raw -1790133.987058 + Penalty 61834.630993 = -1728299.356065 nChanged 19 Deleting Class 81 (9 points): Lose 30.272039 but Gain 981.651005 Iteration 108Q (33.494828 sec): 74 clusters Score: Raw -1790124.677899 + Penalty 60877.357377 = -1729247.320522 nChanged 17 Deleting Class 174 (2 points): Lose 169.880726 but Gain 1099.021959 Iteration 109Q (33.572576 sec): 73 clusters Score: Raw -1789978.230858 + Penalty 59786.753964 = -1730191.476894 nChanged 9 Deleting Class 33 (20 points): Lose 52.203096 but Gain 971.957809 Iteration 110F (34.258269 sec): 72 clusters Score: Raw -1789972.797350 + Penalty 58858.976025 = -1731113.821324 nChanged 28 Deleting Class 72 (12 points): Lose 52.905784 but Gain 961.115764 Iteration 111Q (34.335594 sec): 71 clusters Score: Raw -1789958.583605 + Penalty 57935.318265 = -1732023.265340 nChanged 19 Deleting Class 122 (3 points): Lose 13.793537 but Gain 920.307939 Iteration 112Q (34.412475 sec): 70 clusters Score: Raw -1789976.454590 + Penalty 56979.541517 = -1732996.913073 nChanged 11 Deleting Class 47 (14 points): Lose 59.160141 but Gain 963.450443 Iteration 113Q (34.488274 sec): 69 clusters Score: Raw -1789935.300397 + Penalty 56041.792026 = -1733893.508371 nChanged 18 Deleting Class 92 (8 points): Lose 27.942449 but Gain 932.026734 Iteration 114Q (34.565184 sec): 68 clusters Score: Raw -1789934.484824 + Penalty 55116.417855 = -1734818.066969 nChanged 15 Deleting Class 39 (13 points): Lose 65.045338 but Gain 968.153965 Iteration 115Q (34.641996 sec): 67 clusters Score: Raw -1789882.618176 + Penalty 54169.380380 = -1735713.237796 nChanged 17 Deleting Class 9 (36 points): Lose 146.695146 but Gain 1052.220099 Iteration 116Q (34.716981 sec): 66 clusters Score: Raw -1789765.227828 + Penalty 53170.685570 = -1736594.542258 nChanged 46 Deleting Class 26 (29 points): Lose 96.108930 but Gain 995.811869 Iteration 117Q (34.791771 sec): 65 clusters Score: Raw -1789734.507395 + Penalty 52198.736768 = -1737535.770627 nChanged 46 Deleting Class 41 (19 points): Lose 88.641935 but Gain 986.869080 Iteration 118Q (34.866956 sec): 64 clusters Score: Raw -1789694.637956 + Penalty 51303.236247 = -1738391.401708 nChanged 39 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1789694.637956 + Penalty 51303.236247 = -1738391.401708Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 1 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.906929 sec): 2 clusters Score: Raw -7539.472895 + Penalty 304.400458 = -7235.072436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.907323 sec): 3 clusters Score: Raw -7514.083391 + Penalty 614.471760 = -6899.611631 nChanged 15 SP:Iteration 1F (34.907705 sec): 3 clusters Score: Raw -7537.848931 + Penalty 618.519294 = -6919.329637 nChanged 4 SP:Iteration 2Q (34.908069 sec): 3 clusters Score: Raw -7544.696664 + Penalty 622.914627 = -6921.782036 nChanged 4 SP:Iteration 3Q (34.908423 sec): 3 clusters Score: Raw -7554.839526 + Penalty 623.885359 = -6930.954167 nChanged 1 SP:Iteration 4Q (34.908773 sec): 3 clusters Score: Raw -7556.270794 + Penalty 623.885359 = -6932.385435 nChanged 0 SP:Iteration 5F (34.909132 sec): 3 clusters Score: Raw -7556.270794 + Penalty 623.885359 = -6932.385435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.909651 sec): 2 clusters Score: Raw -1552.042853 + Penalty 467.414199 = -1084.628654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.909901 sec): 3 clusters Score: Raw -1745.079951 + Penalty 934.828397 = -810.251554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.910467 sec): 2 clusters Score: Raw -2718.601580 + Penalty 83.200031 = -2635.401550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.910739 sec): 3 clusters Score: Raw -2709.677884 + Penalty 166.400061 = -2543.277823 nChanged 9 SP:Iteration 1F (34.911002 sec): 3 clusters Score: Raw -2721.525145 + Penalty 167.969091 = -2553.556054 nChanged 1 SP:Iteration 2Q (34.911265 sec): 3 clusters Score: Raw -2722.720608 + Penalty 168.555661 = -2554.164948 nChanged 1 SP:Iteration 3Q (34.911533 sec): 3 clusters Score: Raw -2725.103486 + Penalty 169.714635 = -2555.388850 nChanged 1 SP:Iteration 4Q (34.911799 sec): 3 clusters Score: Raw -2725.847042 + Penalty 168.254926 = -2557.592115 nChanged 1 SP:Iteration 5Q (34.912061 sec): 3 clusters Score: Raw -2729.793013 + Penalty 168.254926 = -2561.538087 nChanged 0 SP:Iteration 6F (34.912327 sec): 3 clusters Score: Raw -2729.793013 + Penalty 168.254926 = -2561.538087 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.917182 sec): 2 clusters Score: Raw -84482.260732 + Penalty 761.428496 = -83720.832236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.918951 sec): 3 clusters Score: Raw -84005.360668 + Penalty 1531.528320 = -82473.832348 nChanged 299 SP:Iteration 1F (34.920776 sec): 3 clusters Score: Raw -84204.571844 + Penalty 1546.975597 = -82657.596248 nChanged 96 SP:Iteration 2F (34.922556 sec): 3 clusters Score: Raw -84305.490921 + Penalty 1566.191142 = -82739.299779 nChanged 77 SP:Iteration 3F (34.924323 sec): 3 clusters Score: Raw -84388.547886 + Penalty 1581.997470 = -82806.550416 nChanged 49 SP:Iteration 4F (34.926088 sec): 3 clusters Score: Raw -84441.377021 + Penalty 1587.756594 = -82853.620427 nChanged 25 SP:Iteration 5Q (34.927925 sec): 3 clusters Score: Raw -84466.028833 + Penalty 1595.277691 = -82870.751142 nChanged 12 SP:Iteration 6Q (34.929688 sec): 3 clusters Score: Raw -84479.310403 + Penalty 1606.901645 = -82872.408758 nChanged 14 SP:Iteration 7Q (34.931440 sec): 3 clusters Score: Raw -84493.427638 + Penalty 1611.054513 = -82882.373125 nChanged 6 SP:Iteration 8Q (34.933224 sec): 3 clusters Score: Raw -84500.135757 + Penalty 1613.330808 = -82886.804949 nChanged 4 SP:Iteration 9Q (34.934922 sec): 3 clusters Score: Raw -84504.393684 + Penalty 1613.508104 = -82890.885580 nChanged 2 SP:Iteration 10F (34.936741 sec): 3 clusters Score: Raw -84504.950545 + Penalty 1613.508104 = -82891.442441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.938939 sec): 2 clusters Score: Raw -31102.170012 + Penalty 689.229601 = -30412.940411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.939791 sec): 3 clusters Score: Raw -31006.796430 + Penalty 1378.575005 = -29628.221425 nChanged 70 SP:Iteration 1F (34.940608 sec): 3 clusters Score: Raw -31071.090840 + Penalty 1378.628113 = -29692.462727 nChanged 17 SP:Iteration 2F (34.941421 sec): 3 clusters Score: Raw -31094.105131 + Penalty 1378.576825 = -29715.528307 nChanged 9 SP:Iteration 3Q (34.942240 sec): 3 clusters Score: Raw -31105.437206 + Penalty 1378.501250 = -29726.935955 nChanged 5 SP:Iteration 4Q (34.943055 sec): 3 clusters Score: Raw -31111.607366 + Penalty 1378.501250 = -29733.106115 nChanged 0 SP:Iteration 5F (34.943836 sec): 3 clusters Score: Raw -31111.607366 + Penalty 1378.501250 = -29733.106115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.947917 sec): 2 clusters Score: Raw -99601.184737 + Penalty 655.192818 = -98945.991919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.950019 sec): 3 clusters Score: Raw -99023.003707 + Penalty 1323.574340 = -97699.429366 nChanged 407 SP:Iteration 1F (34.952084 sec): 3 clusters Score: Raw -99313.282526 + Penalty 1334.856408 = -97978.426118 nChanged 104 SP:Iteration 2F (34.954202 sec): 3 clusters Score: Raw -99370.461428 + Penalty 1343.217594 = -98027.243834 nChanged 54 SP:Iteration 3F (34.956348 sec): 3 clusters Score: Raw -99405.275896 + Penalty 1355.793176 = -98049.482721 nChanged 48 SP:Iteration 4Q (34.958453 sec): 3 clusters Score: Raw -99442.844732 + Penalty 1366.892519 = -98075.952213 nChanged 47 SP:Iteration 5Q (34.960526 sec): 3 clusters Score: Raw -99479.264318 + Penalty 1379.794338 = -98099.469980 nChanged 36 SP:Iteration 6Q (34.962594 sec): 3 clusters Score: Raw -99508.218688 + Penalty 1387.125611 = -98121.093077 nChanged 26 SP:Iteration 7Q (34.964647 sec): 3 clusters Score: Raw -99526.815275 + Penalty 1390.200151 = -98136.615124 nChanged 20 SP:Iteration 8Q (34.966796 sec): 3 clusters Score: Raw -99545.946938 + Penalty 1398.892764 = -98147.054174 nChanged 22 SP:Iteration 9Q (34.968951 sec): 3 clusters Score: Raw -99564.477890 + Penalty 1410.974579 = -98153.503312 nChanged 19 SP:Iteration 10F (34.971204 sec): 3 clusters Score: Raw -99582.121403 + Penalty 1421.617769 = -98160.503634 nChanged 15 SP:Iteration 11Q (34.973287 sec): 3 clusters Score: Raw -99592.167672 + Penalty 1432.729589 = -98159.438083 nChanged 15 SP:Iteration 12F (34.975531 sec): 3 clusters Score: Raw -99605.290028 + Penalty 1443.815025 = -98161.475003 nChanged 11 SP:Iteration 13Q (34.977613 sec): 3 clusters Score: Raw -99614.082413 + Penalty 1452.716586 = -98161.365827 nChanged 9 SP:Iteration 14F (34.979847 sec): 3 clusters Score: Raw -99620.528108 + Penalty 1459.186466 = -98161.341642 nChanged 7 SP:Iteration 15F (34.981980 sec): 3 clusters Score: Raw -99625.569781 + Penalty 1464.055118 = -98161.514663 nChanged 7 SP:Iteration 16Q (34.983905 sec): 3 clusters Score: Raw -99633.429426 + Penalty 1468.572280 = -98164.857147 nChanged 6 SP:Iteration 17Q (34.985770 sec): 3 clusters Score: Raw -99638.865486 + Penalty 1470.904039 = -98167.961447 nChanged 2 SP:Iteration 18Q (34.987657 sec): 3 clusters Score: Raw -99639.929088 + Penalty 1470.878334 = -98169.050754 nChanged 1 SP:Iteration 19Q (34.989535 sec): 3 clusters Score: Raw -99640.789183 + Penalty 1472.527819 = -98168.261364 nChanged 1 SP:Iteration 20F (34.991649 sec): 3 clusters Score: Raw -99641.256134 + Penalty 1472.527819 = -98168.728315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.998097 sec): 2 clusters Score: Raw -111039.139255 + Penalty 1080.997409 = -109958.141846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.000615 sec): 3 clusters Score: Raw -110574.230673 + Penalty 2161.663169 = -108412.567503 nChanged 374 SP:Iteration 1F (35.003125 sec): 3 clusters Score: Raw -110857.693592 + Penalty 2161.199101 = -108696.494491 nChanged 95 SP:Iteration 2F (35.005515 sec): 3 clusters Score: Raw -110941.828894 + Penalty 2160.338733 = -108781.490161 nChanged 73 SP:Iteration 3F (35.007947 sec): 3 clusters Score: Raw -111010.780257 + Penalty 2159.590144 = -108851.190113 nChanged 52 SP:Iteration 4Q (35.010314 sec): 3 clusters Score: Raw -111063.159193 + Penalty 2157.831196 = -108905.327997 nChanged 36 SP:Iteration 5Q (35.012562 sec): 3 clusters Score: Raw -111089.066456 + Penalty 2156.341552 = -108932.724904 nChanged 24 SP:Iteration 6Q (35.014782 sec): 3 clusters Score: Raw -111108.759584 + Penalty 2156.209985 = -108952.549599 nChanged 21 SP:Iteration 7Q (35.016979 sec): 3 clusters Score: Raw -111125.564237 + Penalty 2155.689093 = -108969.875144 nChanged 18 SP:Iteration 8Q (35.019174 sec): 3 clusters Score: Raw -111142.504948 + Penalty 2154.869498 = -108987.635450 nChanged 22 SP:Iteration 9Q (35.021441 sec): 3 clusters Score: Raw -111157.640702 + Penalty 2154.172150 = -109003.468552 nChanged 26 SP:Iteration 10F (35.023845 sec): 3 clusters Score: Raw -111176.168163 + Penalty 2153.706358 = -109022.461805 nChanged 24 SP:Iteration 11Q (35.026185 sec): 3 clusters Score: Raw -111196.149939 + Penalty 2154.183814 = -109041.966125 nChanged 14 SP:Iteration 12Q (35.028373 sec): 3 clusters Score: Raw -111203.754871 + Penalty 2154.286292 = -109049.468578 nChanged 10 SP:Iteration 13Q (35.030571 sec): 3 clusters Score: Raw -111208.770259 + Penalty 2154.788214 = -109053.982045 nChanged 9 SP:Iteration 14Q (35.032816 sec): 3 clusters Score: Raw -111216.519527 + Penalty 2154.846860 = -109061.672667 nChanged 10 SP:Iteration 15Q (35.035116 sec): 3 clusters Score: Raw -111227.379251 + Penalty 2155.454998 = -109071.924253 nChanged 8 SP:Iteration 16Q (35.037531 sec): 3 clusters Score: Raw -111235.102379 + Penalty 2155.820551 = -109079.281828 nChanged 5 SP:Iteration 17Q (35.039912 sec): 3 clusters Score: Raw -111238.323565 + Penalty 2157.279812 = -109081.043753 nChanged 4 SP:Iteration 18Q (35.042280 sec): 3 clusters Score: Raw -111240.373811 + Penalty 2157.279812 = -109083.093999 nChanged 0 SP:Iteration 19F (35.044577 sec): 3 clusters Score: Raw -111240.373811 + Penalty 2157.279812 = -109083.093999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.046051 sec): 2 clusters Score: Raw -1285.768993 + Penalty 134.767999 = -1151.000994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.046319 sec): 3 clusters Score: Raw -1287.595565 + Penalty 284.490440 = -1003.105125 nChanged 1 SP:Iteration 1F (35.046584 sec): 3 clusters Score: Raw -1292.642964 + Penalty 284.490440 = -1008.152523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.047475 sec): 2 clusters Score: Raw -879.399933 + Penalty 75.751747 = -803.648186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.047703 sec): 3 clusters Score: Raw -875.409774 + Penalty 236.376403 = -639.033371 nChanged 1 SP:Iteration 1F (35.047925 sec): 3 clusters Score: Raw -875.151786 + Penalty 236.376403 = -638.775383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.049322 sec): 2 clusters Score: Raw -11008.821937 + Penalty 525.679567 = -10483.142370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.049754 sec): 3 clusters Score: Raw -11008.654806 + Penalty 1049.270289 = -9959.384517 nChanged 11 SP:Iteration 1F (35.050172 sec): 3 clusters Score: Raw -11025.883486 + Penalty 1049.511895 = -9976.371591 nChanged 3 SP:Iteration 2Q (35.050582 sec): 3 clusters Score: Raw -11032.983903 + Penalty 1050.281964 = -9982.701939 nChanged 4 SP:Iteration 3Q (35.050996 sec): 3 clusters Score: Raw -11044.011665 + Penalty 1050.281964 = -9993.729701 nChanged 0 SP:Iteration 4F (35.051411 sec): 3 clusters Score: Raw -11044.011665 + Penalty 1050.281964 = -9993.729701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.052567 sec): 2 clusters Score: Raw -4818.163398 + Penalty 345.941639 = -4472.221759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.052873 sec): 3 clusters Score: Raw -4804.975513 + Penalty 693.310437 = -4111.665076 nChanged 1 SP:Iteration 1Q (35.053174 sec): 3 clusters Score: Raw -4806.612318 + Penalty 693.310437 = -4113.301881 nChanged 0 SP:Iteration 2F (35.053474 sec): 3 clusters Score: Raw -4806.612318 + Penalty 693.310437 = -4113.301881 nChanged 0 Memory request: 0.06 GB would take us to total of 0.26 GB. Trying to split cluster 16 (13467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.112020 sec): 2 clusters Score: Raw -1160648.637685 + Penalty 300.167525 = -1160348.470160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.137550 sec): 3 clusters Score: Raw -1151502.841581 + Penalty 705.694002 = -1150797.147579 nChanged 6441 SP:Iteration 1F (35.162737 sec): 3 clusters Score: Raw -1157642.184484 + Penalty 957.492164 = -1156684.692319 nChanged 2127 SP:Iteration 2F (35.187528 sec): 3 clusters Score: Raw -1160147.342548 + Penalty 1120.362063 = -1159026.980485 nChanged 409 SP:Iteration 3Q (35.212253 sec): 3 clusters Score: Raw -1160584.646126 + Penalty 1204.420571 = -1159380.225555 nChanged 80 SP:Iteration 4Q (35.232854 sec): 3 clusters Score: Raw -1160668.538762 + Penalty 1270.338574 = -1159398.200188 nChanged 15 SP:Iteration 5Q (35.252860 sec): 3 clusters Score: Raw -1160688.663794 + Penalty 1271.915841 = -1159416.747953 nChanged 3 SP:Iteration 6Q (35.272340 sec): 3 clusters Score: Raw -1160694.491101 + Penalty 1282.691591 = -1159411.799511 nChanged 2 SP:Iteration 7F (35.297326 sec): 3 clusters Score: Raw -1160698.744633 + Penalty 1282.691591 = -1159416.053042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.304652 sec): 2 clusters Score: Raw -2154.983757 + Penalty 299.418292 = -1855.565465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.304912 sec): 3 clusters Score: Raw -2213.753322 + Penalty 606.199258 = -1607.554064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.305466 sec): 2 clusters Score: Raw -2062.858083 + Penalty 236.463479 = -1826.394604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.305719 sec): 3 clusters Score: Raw -2071.959169 + Penalty 478.282154 = -1593.677015 nChanged 1 SP:Iteration 1Q (35.305962 sec): 3 clusters Score: Raw -2075.379380 + Penalty 478.282154 = -1597.097226 nChanged 0 SP:Iteration 2F (35.306209 sec): 3 clusters Score: Raw -2075.379380 + Penalty 478.282154 = -1597.097226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.307656 sec): 2 clusters Score: Raw -35580.161874 + Penalty 950.378669 = -34629.783205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.308484 sec): 3 clusters Score: Raw -35571.867019 + Penalty 1900.683032 = -33671.183987 nChanged 62 SP:Iteration 1F (35.309303 sec): 3 clusters Score: Raw -35669.484789 + Penalty 1900.711534 = -33768.773255 nChanged 16 SP:Iteration 2Q (35.310098 sec): 3 clusters Score: Raw -35698.757539 + Penalty 1900.711534 = -33798.046005 nChanged 4 SP:Iteration 3Q (35.310886 sec): 3 clusters Score: Raw -35707.244405 + Penalty 1900.767317 = -33806.477088 nChanged 3 SP:Iteration 4Q (35.311672 sec): 3 clusters Score: Raw -35714.363413 + Penalty 1900.847421 = -33813.515992 nChanged 4 SP:Iteration 5Q (35.312457 sec): 3 clusters Score: Raw -35721.464713 + Penalty 1900.847421 = -33820.617292 nChanged 0 SP:Iteration 6F (35.313275 sec): 3 clusters Score: Raw -35721.464713 + Penalty 1900.847421 = -33820.617292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.315122 sec): 2 clusters Score: Raw -27481.579515 + Penalty 839.463580 = -26642.115935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.315857 sec): 3 clusters Score: Raw -27445.072018 + Penalty 1678.908098 = -25766.163920 nChanged 57 SP:Iteration 1F (35.316565 sec): 3 clusters Score: Raw -27515.280116 + Penalty 1678.906719 = -25836.373397 nChanged 10 SP:Iteration 2Q (35.317254 sec): 3 clusters Score: Raw -27534.931864 + Penalty 1678.847248 = -25856.084616 nChanged 3 SP:Iteration 3Q (35.317938 sec): 3 clusters Score: Raw -27543.064313 + Penalty 1678.909849 = -25864.154464 nChanged 3 SP:Iteration 4Q (35.318684 sec): 3 clusters Score: Raw -27546.549082 + Penalty 1678.909849 = -25867.639233 nChanged 0 SP:Iteration 5F (35.319431 sec): 3 clusters Score: Raw -27546.549082 + Penalty 1678.909849 = -25867.639233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.319951 sec): 2 clusters Score: Raw -181.571641 + Penalty 52.747851 = -128.823790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.320156 sec): 3 clusters Score: Raw -175.041895 + Penalty 105.495703 = -69.546192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.321982 sec): 2 clusters Score: Raw -42858.303277 + Penalty 533.730805 = -42324.572472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.323067 sec): 3 clusters Score: Raw -42642.589126 + Penalty 1064.782688 = -41577.806438 nChanged 119 SP:Iteration 1F (35.324123 sec): 3 clusters Score: Raw -42730.492767 + Penalty 1065.716738 = -41664.776029 nChanged 37 SP:Iteration 2F (35.325142 sec): 3 clusters Score: Raw -42765.012674 + Penalty 1065.695637 = -41699.317036 nChanged 27 SP:Iteration 3F (35.326179 sec): 3 clusters Score: Raw -42779.330965 + Penalty 1066.125167 = -41713.205798 nChanged 16 SP:Iteration 4Q (35.327197 sec): 3 clusters Score: Raw -42787.689277 + Penalty 1066.785283 = -41720.903995 nChanged 8 SP:Iteration 5Q (35.328242 sec): 3 clusters Score: Raw -42796.049281 + Penalty 1068.111654 = -41727.937627 nChanged 11 SP:Iteration 6Q (35.329258 sec): 3 clusters Score: Raw -42804.618641 + Penalty 1068.837681 = -41735.780960 nChanged 8 SP:Iteration 7Q (35.330264 sec): 3 clusters Score: Raw -42812.816947 + Penalty 1069.022459 = -41743.794488 nChanged 3 SP:Iteration 8Q (35.331265 sec): 3 clusters Score: Raw -42815.054775 + Penalty 1069.254906 = -41745.799869 nChanged 4 SP:Iteration 9Q (35.332264 sec): 3 clusters Score: Raw -42816.781682 + Penalty 1069.829877 = -41746.951805 nChanged 3 SP:Iteration 10F (35.333292 sec): 3 clusters Score: Raw -42819.528972 + Penalty 1070.146015 = -41749.382956 nChanged 3 SP:Iteration 11Q (35.334299 sec): 3 clusters Score: Raw -42821.952083 + Penalty 1070.146015 = -41751.806068 nChanged 0 SP:Iteration 12F (35.335317 sec): 3 clusters Score: Raw -42821.952083 + Penalty 1070.146015 = -41751.806068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.335919 sec): 2 clusters Score: Raw -2806.251377 + Penalty 313.734378 = -2492.516998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.336199 sec): 3 clusters Score: Raw -2823.524282 + Penalty 636.874972 = -2186.649311 nChanged 3 SP:Iteration 1F (35.336473 sec): 3 clusters Score: Raw -2833.812676 + Penalty 654.258489 = -2179.554187 nChanged 2 SP:Iteration 2F (35.336738 sec): 3 clusters Score: Raw -2846.909055 + Penalty 654.258489 = -2192.650566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 29 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.337361 sec): 2 clusters Score: Raw -5468.069440 + Penalty 328.137258 = -5139.932182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.337689 sec): 3 clusters Score: Raw -5460.653574 + Penalty 666.647575 = -4794.006000 nChanged 5 SP:Iteration 1F (35.338012 sec): 3 clusters Score: Raw -5469.870867 + Penalty 685.274226 = -4784.596640 nChanged 5 SP:Iteration 2F (35.338327 sec): 3 clusters Score: Raw -5481.754864 + Penalty 700.154278 = -4781.600587 nChanged 2 SP:Iteration 3F (35.338640 sec): 3 clusters Score: Raw -5484.435941 + Penalty 700.154278 = -4784.281664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.339252 sec): 2 clusters Score: Raw -5213.427904 + Penalty 299.695628 = -4913.732276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.339569 sec): 3 clusters Score: Raw -5204.407865 + Penalty 604.187905 = -4600.219959 nChanged 4 SP:Iteration 1F (35.339882 sec): 3 clusters Score: Raw -5208.760634 + Penalty 606.776912 = -4601.983723 nChanged 1 SP:Iteration 2Q (35.340192 sec): 3 clusters Score: Raw -5210.053078 + Penalty 606.776912 = -4603.276167 nChanged 0 SP:Iteration 3F (35.340505 sec): 3 clusters Score: Raw -5210.053078 + Penalty 606.776912 = -4603.276167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.341068 sec): 2 clusters Score: Raw -3510.755938 + Penalty 95.092057 = -3415.663881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.341358 sec): 3 clusters Score: Raw -3533.482260 + Penalty 230.133656 = -3303.348604 nChanged 8 SP:Iteration 1F (35.341642 sec): 3 clusters Score: Raw -3552.901299 + Penalty 249.688900 = -3303.212399 nChanged 3 SP:Iteration 2F (35.341920 sec): 3 clusters Score: Raw -3558.666224 + Penalty 257.901153 = -3300.765071 nChanged 1 SP:Iteration 3F (35.342197 sec): 3 clusters Score: Raw -3564.989195 + Penalty 257.901153 = -3307.088042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.342727 sec): 2 clusters Score: Raw -2665.746851 + Penalty 302.229282 = -2363.517570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.343010 sec): 3 clusters Score: Raw -2677.394572 + Penalty 603.713889 = -2073.680684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.344937 sec): 2 clusters Score: Raw -50908.881170 + Penalty 867.519115 = -50041.362055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.346109 sec): 3 clusters Score: Raw -50748.010913 + Penalty 1735.027722 = -49012.983191 nChanged 129 SP:Iteration 1F (35.347265 sec): 3 clusters Score: Raw -50868.123672 + Penalty 1734.903611 = -49133.220061 nChanged 28 SP:Iteration 2F (35.348413 sec): 3 clusters Score: Raw -50895.048875 + Penalty 1734.905485 = -49160.143390 nChanged 8 SP:Iteration 3Q (35.349548 sec): 3 clusters Score: Raw -50902.859935 + Penalty 1734.931643 = -49167.928292 nChanged 11 SP:Iteration 4Q (35.350679 sec): 3 clusters Score: Raw -50913.611752 + Penalty 1734.886426 = -49178.725326 nChanged 2 SP:Iteration 5Q (35.351809 sec): 3 clusters Score: Raw -50915.231940 + Penalty 1734.756449 = -49180.475491 nChanged 3 SP:Iteration 6Q (35.352942 sec): 3 clusters Score: Raw -50918.367847 + Penalty 1734.746787 = -49183.621060 nChanged 1 SP:Iteration 7Q (35.354071 sec): 3 clusters Score: Raw -50918.874838 + Penalty 1734.750631 = -49184.124207 nChanged 1 SP:Iteration 8Q (35.355201 sec): 3 clusters Score: Raw -50919.308499 + Penalty 1734.763906 = -49184.544593 nChanged 1 SP:Iteration 9Q (35.356332 sec): 3 clusters Score: Raw -50920.743101 + Penalty 1734.784473 = -49185.958628 nChanged 1 SP:Iteration 10F (35.357473 sec): 3 clusters Score: Raw -50922.559392 + Penalty 1734.852360 = -49187.707032 nChanged 3 SP:Iteration 11Q (35.358557 sec): 3 clusters Score: Raw -50927.507399 + Penalty 1734.852360 = -49192.655039 nChanged 0 SP:Iteration 12F (35.359647 sec): 3 clusters Score: Raw -50927.507399 + Penalty 1734.852360 = -49192.655039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.360532 sec): 2 clusters Score: Raw -15174.672771 + Penalty 672.491374 = -14502.181397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.361025 sec): 3 clusters Score: Raw -15178.302630 + Penalty 1345.282980 = -13833.019650 nChanged 18 SP:Iteration 1F (35.361509 sec): 3 clusters Score: Raw -15228.956471 + Penalty 1344.912939 = -13884.043532 nChanged 2 SP:Iteration 2Q (35.361983 sec): 3 clusters Score: Raw -15236.007981 + Penalty 1344.682910 = -13891.325071 nChanged 2 SP:Iteration 3Q (35.362456 sec): 3 clusters Score: Raw -15242.978379 + Penalty 1344.682910 = -13898.295469 nChanged 0 SP:Iteration 4F (35.362943 sec): 3 clusters Score: Raw -15242.978379 + Penalty 1344.682910 = -13898.295469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.364808 sec): 2 clusters Score: Raw -49871.548147 + Penalty 832.617477 = -49038.930670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.365994 sec): 3 clusters Score: Raw -49698.412505 + Penalty 1665.826023 = -48032.586482 nChanged 125 SP:Iteration 1F (35.367093 sec): 3 clusters Score: Raw -49821.387483 + Penalty 1666.505374 = -48154.882109 nChanged 43 SP:Iteration 2F (35.368211 sec): 3 clusters Score: Raw -49863.978206 + Penalty 1667.073070 = -48196.905136 nChanged 14 SP:Iteration 3Q (35.369301 sec): 3 clusters Score: Raw -49876.541174 + Penalty 1668.421698 = -48208.119476 nChanged 12 SP:Iteration 4Q (35.370472 sec): 3 clusters Score: Raw -49889.565779 + Penalty 1668.981836 = -48220.583944 nChanged 7 SP:Iteration 5Q (35.371610 sec): 3 clusters Score: Raw -49895.823149 + Penalty 1669.280434 = -48226.542715 nChanged 4 SP:Iteration 6Q (35.372746 sec): 3 clusters Score: Raw -49899.955524 + Penalty 1669.315430 = -48230.640093 nChanged 5 SP:Iteration 7Q (35.373913 sec): 3 clusters Score: Raw -49903.331105 + Penalty 1669.315430 = -48234.015675 nChanged 0 SP:Iteration 8F (35.375071 sec): 3 clusters Score: Raw -49903.331105 + Penalty 1669.315430 = -48234.015675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.375556 sec): 2 clusters Score: Raw -462.736785 + Penalty 11.646437 = -451.090349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.375756 sec): 3 clusters Score: Raw -475.770774 + Penalty 21.949053 = -453.821720 nChanged 0 Score: Raw -1805917.596253 + Penalty 51360.394367 = -1754557.201886 Splitting cluster 44 changes total score from -1738391.401708 to -1754557.201886 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.974733 sec): 2 clusters Score: Raw -24362.628686 + Penalty 526.407087 = -23836.221599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.975433 sec): 3 clusters Score: Raw -24265.898591 + Penalty 1053.080522 = -23212.818068 nChanged 66 SP:Iteration 1F (35.976117 sec): 3 clusters Score: Raw -24322.696760 + Penalty 1054.342390 = -23268.354370 nChanged 17 SP:Iteration 2F (35.976795 sec): 3 clusters Score: Raw -24334.780761 + Penalty 1055.747852 = -23279.032909 nChanged 9 SP:Iteration 3Q (35.977448 sec): 3 clusters Score: Raw -24343.249403 + Penalty 1055.223548 = -23288.025855 nChanged 3 SP:Iteration 4Q (35.978098 sec): 3 clusters Score: Raw -24344.825542 + Penalty 1055.873823 = -23288.951719 nChanged 3 SP:Iteration 5Q (35.978747 sec): 3 clusters Score: Raw -24346.320438 + Penalty 1055.303740 = -23291.016699 nChanged 3 SP:Iteration 6Q (35.979396 sec): 3 clusters Score: Raw -24348.811275 + Penalty 1056.159135 = -23292.652140 nChanged 3 SP:Iteration 7Q (35.980046 sec): 3 clusters Score: Raw -24351.595384 + Penalty 1055.931801 = -23295.663583 nChanged 2 SP:Iteration 8Q (35.980695 sec): 3 clusters Score: Raw -24354.663653 + Penalty 1055.463394 = -23299.200259 nChanged 2 SP:Iteration 9Q (35.981344 sec): 3 clusters Score: Raw -24356.700396 + Penalty 1055.463394 = -23301.237002 nChanged 0 SP:Iteration 10F (35.982003 sec): 3 clusters Score: Raw -24356.700396 + Penalty 1055.463394 = -23301.237002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.982542 sec): 2 clusters Score: Raw -2682.493756 + Penalty 299.264386 = -2383.229370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.982807 sec): 3 clusters Score: Raw -2688.158117 + Penalty 599.817096 = -2088.341022 nChanged 1 SP:Iteration 1Q (35.983067 sec): 3 clusters Score: Raw -2691.028309 + Penalty 599.817096 = -2091.211214 nChanged 0 SP:Iteration 2F (35.983326 sec): 3 clusters Score: Raw -2691.028309 + Penalty 599.817096 = -2091.211214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.984237 sec): 2 clusters Score: Raw -16726.128550 + Penalty 614.238577 = -16111.889973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.984771 sec): 3 clusters Score: Raw -16705.182042 + Penalty 1227.138029 = -15478.044013 nChanged 26 SP:Iteration 1F (35.985293 sec): 3 clusters Score: Raw -16747.480663 + Penalty 1225.453643 = -15522.027020 nChanged 7 SP:Iteration 2Q (35.985800 sec): 3 clusters Score: Raw -16758.639217 + Penalty 1225.969520 = -15532.669697 nChanged 3 SP:Iteration 3Q (35.986301 sec): 3 clusters Score: Raw -16764.763347 + Penalty 1225.194221 = -15539.569126 nChanged 3 SP:Iteration 4Q (35.986801 sec): 3 clusters Score: Raw -16769.944573 + Penalty 1224.843042 = -15545.101531 nChanged 1 SP:Iteration 5Q (35.987364 sec): 3 clusters Score: Raw -16772.551865 + Penalty 1224.843042 = -15547.708823 nChanged 0 SP:Iteration 6F (35.987889 sec): 3 clusters Score: Raw -16772.551865 + Penalty 1224.843042 = -15547.708823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.988359 sec): 2 clusters Score: Raw -437.877995 + Penalty 84.245086 = -353.632909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.988566 sec): 3 clusters Score: Raw -445.173781 + Penalty 138.501014 = -306.672767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.989086 sec): 2 clusters Score: Raw -2510.808344 + Penalty 333.790411 = -2177.017933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.989345 sec): 3 clusters Score: Raw -2527.288995 + Penalty 661.272223 = -1866.016773 nChanged 1 SP:Iteration 1Q (35.989593 sec): 3 clusters Score: Raw -2531.980100 + Penalty 661.272223 = -1870.707877 nChanged 0 SP:Iteration 2F (35.989845 sec): 3 clusters Score: Raw -2531.980100 + Penalty 661.272223 = -1870.707877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.990290 sec): 2 clusters Score: Raw -160.387274 + Penalty 3.465736 = -156.921538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.990478 sec): 3 clusters Score: Raw -163.854342 + Penalty 6.931472 = -156.922870 nChanged 0 Score: Raw -1805920.512749 + Penalty 51410.097079 = -1754510.415670 Splitting cluster 68 changes total score from -1738391.401708 to -1754510.415670 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.587815 sec): 2 clusters Score: Raw -757.905630 + Penalty 195.424718 = -562.480913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.588063 sec): 3 clusters Score: Raw -751.946389 + Penalty 390.604157 = -361.342232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.588587 sec): 2 clusters Score: Raw -365.931840 + Penalty 133.675738 = -232.256102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.588810 sec): 3 clusters Score: Raw -363.150509 + Penalty 267.351477 = -95.799032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.589364 sec): 2 clusters Score: Raw -3144.830478 + Penalty 227.037576 = -2917.792903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.589639 sec): 3 clusters Score: Raw -3153.119001 + Penalty 449.170879 = -2703.948121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.590206 sec): 2 clusters Score: Raw -3798.636848 + Penalty 348.951608 = -3449.685241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.590494 sec): 3 clusters Score: Raw -3812.639226 + Penalty 699.297553 = -3113.341673 nChanged 1 SP:Iteration 1Q (36.590772 sec): 3 clusters Score: Raw -3816.130165 + Penalty 699.297553 = -3116.832612 nChanged 0 SP:Iteration 2F (36.591055 sec): 3 clusters Score: Raw -3816.130165 + Penalty 699.297553 = -3116.832612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.591518 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.591760 sec): 3 clusters Score: Raw -360.399021 + Penalty 60.183973 = -300.215048 nChanged 1 SP:Iteration 1F (36.591953 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.592418 sec): 2 clusters Score: Raw -461.030331 + Penalty 143.851888 = -317.178443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.592635 sec): 3 clusters Score: Raw -456.149551 + Penalty 291.249755 = -164.899796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593098 sec): 2 clusters Score: Raw -183.175667 + Penalty 56.475601 = -126.700066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.593302 sec): 3 clusters Score: Raw -176.881497 + Penalty 112.951202 = -63.930295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593779 sec): 2 clusters Score: Raw -666.800307 + Penalty 181.633627 = -485.166680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.594001 sec): 3 clusters Score: Raw -657.498741 + Penalty 364.037536 = -293.461205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 106 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.594523 sec): 2 clusters Score: Raw -2526.546901 + Penalty 292.627424 = -2233.919477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.594781 sec): 3 clusters Score: Raw -2533.021564 + Penalty 586.089931 = -1946.931633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.595246 sec): 2 clusters Score: Raw -562.005168 + Penalty 152.118203 = -409.886965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.595460 sec): 3 clusters Score: Raw -555.553310 + Penalty 303.416966 = -252.136343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.595931 sec): 2 clusters Score: Raw -734.306048 + Penalty 184.880408 = -549.425640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.596156 sec): 3 clusters Score: Raw -729.728236 + Penalty 365.923191 = -363.805044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.596612 sec): 2 clusters Score: Raw -276.485076 + Penalty 92.967173 = -183.517903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.596823 sec): 3 clusters Score: Raw -270.396386 + Penalty 190.578709 = -79.817677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.597276 sec): 2 clusters Score: Raw -182.092008 + Penalty 49.538589 = -132.553420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.597469 sec): 2 clusters Score: Raw -182.092008 + Penalty 49.538589 = -132.553420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.597965 sec): 2 clusters Score: Raw -1641.525785 + Penalty 263.589090 = -1377.936695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.598209 sec): 3 clusters Score: Raw -1659.328223 + Penalty 519.077838 = -1140.250385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.598684 sec): 2 clusters Score: Raw -365.673700 + Penalty 81.802279 = -283.871421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.598891 sec): 3 clusters Score: Raw -363.196942 + Penalty 172.383207 = -190.813735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.599344 sec): 2 clusters Score: Raw -177.654508 + Penalty 59.683419 = -117.971090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.599544 sec): 3 clusters Score: Raw -175.597650 + Penalty 119.366837 = -56.230812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.599988 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.600176 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.600628 sec): 2 clusters Score: Raw -467.091716 + Penalty 18.494295 = -448.597421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.600824 sec): 3 clusters Score: Raw -476.776366 + Penalty 38.083058 = -438.693309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.601281 sec): 2 clusters Score: Raw -267.746049 + Penalty 57.782974 = -209.963075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.601476 sec): 2 clusters Score: Raw -267.746049 + Penalty 57.782974 = -209.963075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 169 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.602128 sec): 2 clusters Score: Raw -5691.693680 + Penalty 312.762049 = -5378.931631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.602477 sec): 3 clusters Score: Raw -5694.902017 + Penalty 625.183619 = -5069.718398 nChanged 7 SP:Iteration 1F (36.602821 sec): 3 clusters Score: Raw -5708.184150 + Penalty 631.684412 = -5076.499738 nChanged 3 SP:Iteration 2Q (36.603159 sec): 3 clusters Score: Raw -5715.961279 + Penalty 631.684412 = -5084.276867 nChanged 0 SP:Iteration 3F (36.603503 sec): 3 clusters Score: Raw -5715.961279 + Penalty 631.684412 = -5084.276867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.603957 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.604145 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.604607 sec): 2 clusters Score: Raw -356.773727 + Penalty 93.756685 = -263.017042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.604824 sec): 3 clusters Score: Raw -358.403746 + Penalty 190.097242 = -168.306504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.605268 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.605453 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.605899 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.606107 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.606561 sec): 2 clusters Score: Raw -180.517234 + Penalty 63.705126 = -116.812108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.606762 sec): 3 clusters Score: Raw -178.430899 + Penalty 127.410253 = -51.020646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.607200 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.607382 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.607823 sec): 2 clusters Score: Raw -168.285101 + Penalty 6.584898 = -161.700203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.608012 sec): 3 clusters Score: Raw -165.644064 + Penalty 13.169796 = -152.474267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.608462 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.608653 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 204 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.609294 sec): 2 clusters Score: Raw -6078.412851 + Penalty 267.674016 = -5810.738835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.609638 sec): 3 clusters Score: Raw -6060.294269 + Penalty 540.157161 = -5520.137108 nChanged 8 SP:Iteration 1F (36.609975 sec): 3 clusters Score: Raw -6071.745383 + Penalty 545.960341 = -5525.785042 nChanged 4 SP:Iteration 2F (36.610310 sec): 3 clusters Score: Raw -6080.680862 + Penalty 549.493206 = -5531.187656 nChanged 2 SP:Iteration 3Q (36.610643 sec): 3 clusters Score: Raw -6084.804694 + Penalty 555.552032 = -5529.252662 nChanged 3 SP:Iteration 4F (36.610978 sec): 3 clusters Score: Raw -6092.788536 + Penalty 561.255383 = -5531.533154 nChanged 3 SP:Iteration 5Q (36.611308 sec): 3 clusters Score: Raw -6099.067840 + Penalty 565.841131 = -5533.226709 nChanged 1 SP:Iteration 6Q (36.611636 sec): 3 clusters Score: Raw -6101.655370 + Penalty 569.868583 = -5531.786788 nChanged 2 SP:Iteration 7F (36.611972 sec): 3 clusters Score: Raw -6108.920655 + Penalty 582.791411 = -5526.129244 nChanged 2 SP:Iteration 8F (36.612307 sec): 3 clusters Score: Raw -6117.129800 + Penalty 582.791411 = -5534.338389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.612759 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.612949 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 Deleting Class 104 (7 points): Lose 23.914172 but Gain 927.862359 Iteration 119Q (36.702861 sec): 65 clusters Score: Raw -1789734.409773 + Penalty 50503.903654 = -1739230.506119 nChanged 22 Deleting Class 65 (27 points): Lose 107.363430 but Gain 1006.742108 Iteration 120F (37.302822 sec): 64 clusters Score: Raw -1789641.643812 + Penalty 49590.538066 = -1740051.105746 nChanged 40 Deleting Class 89 (6 points): Lose 31.819801 but Gain 931.854112 Iteration 121Q (37.377998 sec): 63 clusters Score: Raw -1789660.704998 + Penalty 48679.539565 = -1740981.165433 nChanged 17 Deleting Class 69 (8 points): Lose 36.151964 but Gain 934.206452 Iteration 122Q (37.452053 sec): 62 clusters Score: Raw -1789640.832395 + Penalty 47746.523288 = -1741894.309107 nChanged 21 Deleting Class 70 (4 points): Lose 90.374148 but Gain 958.533332 Iteration 123Q (37.525099 sec): 61 clusters Score: Raw -1789564.543240 + Penalty 46773.244007 = -1742791.299233 nChanged 13 Deleting Class 123 (9 points): Lose 32.979275 but Gain 899.468456 Iteration 124Q (37.598342 sec): 60 clusters Score: Raw -1789541.213330 + Penalty 45879.145500 = -1743662.067830 nChanged 19 Deleting Class 40 (156 points): Lose 457.073654 but Gain 1323.786073 Iteration 125Q (37.669571 sec): 59 clusters Score: Raw -1789100.139080 + Penalty 44594.445821 = -1744505.693260 nChanged 164 Deleting Class 135 (18 points): Lose 54.339547 but Gain 906.533401 Iteration 126Q (37.744721 sec): 58 clusters Score: Raw -1789283.278551 + Penalty 43699.313890 = -1745583.964661 nChanged 46 Deleting Class 205 (1 points): Lose 23.270129 but Gain 853.122926 Iteration 127Q (37.817000 sec): 57 clusters Score: Raw -1789302.844665 + Penalty 42853.036342 = -1746449.808323 nChanged 24 Deleting Class 125 (3 points): Lose 12.573128 but Gain 841.192237 Iteration 128Q (37.887559 sec): 56 clusters Score: Raw -1789301.462713 + Penalty 42054.598071 = -1747246.864641 nChanged 19 Deleting Class 115 (6 points): Lose 20.981952 but Gain 843.939983 Iteration 129Q (37.957835 sec): 55 clusters Score: Raw -1789294.309817 + Penalty 41209.526636 = -1748084.783181 nChanged 17 Deleting Class 34 (30 points): Lose 83.421956 but Gain 898.446037 Iteration 130F (38.457184 sec): 54 clusters Score: Raw -1789232.420335 + Penalty 40396.249073 = -1748836.171262 nChanged 39 Deleting Class 193 (2 points): Lose 100.492069 but Gain 913.606130 Iteration 131Q (38.527012 sec): 53 clusters Score: Raw -1789176.368132 + Penalty 39462.455559 = -1749713.912572 nChanged 17 Deleting Class 106 (27 points): Lose 71.303451 but Gain 882.590812 Iteration 132Q (38.596407 sec): 52 clusters Score: Raw -1789126.418825 + Penalty 38587.463547 = -1750538.955278 nChanged 35 Deleting Class 54 (29 points): Lose 76.207821 but Gain 883.453811 Iteration 133Q (38.665250 sec): 51 clusters Score: Raw -1789090.072323 + Penalty 37705.535414 = -1751384.536910 nChanged 40 Deleting Class 76 (41 points): Lose 130.320963 but Gain 935.639346 Iteration 134Q (38.736090 sec): 50 clusters Score: Raw -1788998.998037 + Penalty 36799.861665 = -1752199.136372 nChanged 53 Deleting Class 93 (2 points): Lose 5.655808 but Gain 809.926270 Iteration 135Q (38.804604 sec): 49 clusters Score: Raw -1789051.806462 + Penalty 35983.000867 = -1753068.805595 nChanged 18 Deleting Class 28 (34 points): Lose 106.257254 but Gain 909.343652 Iteration 136Q (38.873636 sec): 48 clusters Score: Raw -1788956.074081 + Penalty 35119.614932 = -1753836.459150 nChanged 45 Deleting Class 184 (1 points): Lose 18.439295 but Gain 818.632176 Iteration 137Q (38.941678 sec): 47 clusters Score: Raw -1789008.499064 + Penalty 34332.536739 = -1754675.962326 nChanged 20 Deleting Class 14 (129 points): Lose 339.873279 but Gain 1123.456954 Iteration 138Q (39.009659 sec): 46 clusters Score: Raw -1788682.771567 + Penalty 33287.009155 = -1755395.762412 nChanged 134 Deleting Class 15 (54 points): Lose 91.754934 but Gain 871.090883 Iteration 139Q (39.079799 sec): 45 clusters Score: Raw -1788801.518623 + Penalty 32443.961297 = -1756357.557327 nChanged 82 Deleting Class 2 (18 points): Lose 835.613381 but Gain 1607.527017 Iteration 140F (39.484220 sec): 44 clusters Score: Raw -1788037.063600 + Penalty 31114.415498 = -1756922.648103 nChanged 37 Deleting Class 17 (24 points): Lose 170.568603 but Gain 936.541797 Iteration 141Q (39.549408 sec): 43 clusters Score: Raw -1788004.703117 + Penalty 30192.381023 = -1757812.322094 nChanged 38 Deleting Class 29 (57 points): Lose 137.602760 but Gain 891.875278 Iteration 142Q (39.615163 sec): 42 clusters Score: Raw -1787924.568639 + Penalty 29331.710891 = -1758592.857748 nChanged 73 Deleting Class 55 (177 points): Lose 427.452954 but Gain 1179.951058 Iteration 143Q (39.682290 sec): 41 clusters Score: Raw -1787579.865613 + Penalty 28201.360526 = -1759378.505087 nChanged 197 Deleting Class 25 (2 points): Lose 7.660652 but Gain 756.465973 Iteration 144Q (39.749855 sec): 40 clusters Score: Raw -1787873.835806 + Penalty 27471.055093 = -1760402.780713 nChanged 59 Deleting Class 130 (2 points): Lose 16.119435 but Gain 710.441389 Iteration 145Q (39.814075 sec): 39 clusters Score: Raw -1787906.350550 + Penalty 26767.626660 = -1761138.723889 nChanged 39 Deleting Class 142 (2 points): Lose 169.196944 but Gain 855.930131 Iteration 146Q (39.877042 sec): 38 clusters Score: Raw -1787766.208571 + Penalty 25892.659415 = -1761873.549156 nChanged 34 Deleting Class 18 (37 points): Lose 144.887194 but Gain 798.433084 Iteration 147Q (39.941027 sec): 37 clusters Score: Raw -1787643.105072 + Penalty 25106.985188 = -1762536.119884 nChanged 50 Deleting Class 171 (1 points): Lose 2.034504 but Gain 647.297154 Iteration 148Q (40.003937 sec): 36 clusters Score: Raw -1787728.306743 + Penalty 24473.104939 = -1763255.201804 nChanged 25 Deleting Class 172 (4 points): Lose 37.555552 but Gain 672.290342 Iteration 149Q (40.066043 sec): 35 clusters Score: Raw -1787706.995999 + Penalty 23942.422001 = -1763764.573997 nChanged 18 Deleting Class 23 (282 points): Lose 847.107624 but Gain 1477.942247 Iteration 150F (40.384538 sec): 34 clusters Score: Raw -1786887.158276 + Penalty 22554.057415 = -1764333.100861 nChanged 296 Deleting Class 146 (1 points): Lose 12.285911 but Gain 612.518779 Iteration 151Q (40.450930 sec): 33 clusters Score: Raw -1787509.889087 + Penalty 21960.799897 = -1765549.089191 nChanged 50 Deleting Class 179 (1 points): Lose 86.803672 but Gain 675.956887 Iteration 152Q (40.512561 sec): 32 clusters Score: Raw -1787456.009000 + Penalty 21288.858121 = -1766167.150879 nChanged 30 Deleting Class 30 (62 points): Lose 185.606353 but Gain 748.563894 Iteration 153Q (40.572723 sec): 31 clusters Score: Raw -1787291.477993 + Penalty 20539.768739 = -1766751.709254 nChanged 72 Deleting Class 137 (4 points): Lose 66.788935 but Gain 586.570247 Iteration 154Q (40.633544 sec): 30 clusters Score: Raw -1787323.104363 + Penalty 19975.275104 = -1767347.829260 nChanged 18 Deleting Class 74 (50 points): Lose 217.126836 but Gain 712.544620 Iteration 155Q (40.694596 sec): 29 clusters Score: Raw -1787130.163082 + Penalty 19247.367563 = -1767882.795519 nChanged 61 Deleting Class 1 (98 points): Lose 219.652184 but Gain 701.566330 Iteration 156Q (40.755490 sec): 28 clusters Score: Raw -1787009.885142 + Penalty 18539.779587 = -1768470.105555 nChanged 127 Deleting Class 160 (3 points): Lose 41.237673 but Gain 522.836047 Iteration 157Q (40.814631 sec): 27 clusters Score: Raw -1787136.464637 + Penalty 18020.682014 = -1769115.782623 nChanged 40 Deleting Class 11 (18 points): Lose 44.021119 but Gain 511.701358 Iteration 158Q (40.875415 sec): 26 clusters Score: Raw -1787110.946547 + Penalty 17481.863708 = -1769629.082839 nChanged 38 Deleting Class 197 (2 points): Lose 49.212745 but Gain 513.069641 Iteration 159Q (40.932882 sec): 25 clusters Score: Raw -1787096.334627 + Penalty 16970.789391 = -1770125.545235 nChanged 22 Deleting Class 80 (4 points): Lose 11.933788 but Gain 431.554334 Iteration 160F (41.163304 sec): 24 clusters Score: Raw -1787108.046116 + Penalty 16566.715583 = -1770541.330532 nChanged 19 Deleting Class 62 (5 points): Lose 111.734528 but Gain 520.331879 Iteration 161Q (41.219869 sec): 23 clusters Score: Raw -1787067.698650 + Penalty 16052.386562 = -1771015.312088 nChanged 13 Deleting Class 13 (10 points): Lose 27.582286 but Gain 370.873474 Iteration 162Q (41.276366 sec): 22 clusters Score: Raw -1787083.197945 + Penalty 15690.926096 = -1771392.271849 nChanged 20 Deleting Class 195 (3 points): Lose 52.227956 but Gain 229.002180 Iteration 163Q (41.336285 sec): 21 clusters Score: Raw -1787082.985197 + Penalty 15446.731480 = -1771636.253717 nChanged 13 Deleting Class 4 (30 points): Lose 108.668965 but Gain 266.032861 Iteration 164Q (41.392510 sec): 20 clusters Score: Raw -1786985.732642 + Penalty 15179.187941 = -1771806.544701 nChanged 34 Deleting Class 194 (1 points): Lose 7.890397 but Gain 49.702712 Iteration 165Q (41.451054 sec): 19 clusters Score: Raw -1787023.760368 + Penalty 15092.259191 = -1771931.501177 nChanged 9 Deleting Class 3 (2 points): Lose 30.468519 but Gain 49.702712 Iteration 166Q (41.507454 sec): 18 clusters Score: Raw -1787000.506973 + Penalty 15035.550476 = -1771964.956497 nChanged 5 Deleting Class 9 (1 points): Lose 34.785577 but Gain 49.702712 Iteration 167Q (41.562442 sec): 17 clusters Score: Raw -1786972.841990 + Penalty 14982.473441 = -1771990.368549 nChanged 2 Iteration 168Q (41.616626 sec): 17 clusters Score: Raw -1786982.831849 + Penalty 14975.997836 = -1772006.834013 nChanged 2 Iteration 169Q (41.670560 sec): 17 clusters Score: Raw -1786984.945696 + Penalty 14978.009287 = -1772006.936409 nChanged 4 Iteration 170F (41.839018 sec): 17 clusters Score: Raw -1787019.665730 + Penalty 14998.944686 = -1772020.721043 nChanged 7 Iteration 171Q (41.896757 sec): 17 clusters Score: Raw -1787049.320741 + Penalty 15000.505088 = -1772048.815653 nChanged 5 Iteration 172Q (41.951644 sec): 17 clusters Score: Raw -1787051.729862 + Penalty 15000.420044 = -1772051.309818 nChanged 1 Iteration 173Q (42.006291 sec): 17 clusters Score: Raw -1787051.879524 + Penalty 15000.420044 = -1772051.459480 nChanged 0 Iteration 174F (42.174876 sec): 17 clusters Score: Raw -1787051.879524 + Penalty 15000.420044 = -1772051.459480 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1787051.879524 + Penalty 15000.420044 = -1772051.459480Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.219518 sec): 2 clusters Score: Raw -102378.063386 + Penalty 784.397238 = -101593.666148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.221648 sec): 3 clusters Score: Raw -101780.937613 + Penalty 1568.742963 = -100212.194650 nChanged 373 SP:Iteration 1F (42.223728 sec): 3 clusters Score: Raw -101969.981629 + Penalty 1568.981071 = -100401.000558 nChanged 115 SP:Iteration 2F (42.225803 sec): 3 clusters Score: Raw -102041.434579 + Penalty 1568.627134 = -100472.807445 nChanged 86 SP:Iteration 3F (42.227878 sec): 3 clusters Score: Raw -102095.622191 + Penalty 1569.600820 = -100526.021371 nChanged 54 SP:Iteration 4Q (42.230102 sec): 3 clusters Score: Raw -102129.796266 + Penalty 1570.509459 = -100559.286807 nChanged 51 SP:Iteration 5Q (42.232217 sec): 3 clusters Score: Raw -102154.751363 + Penalty 1571.207159 = -100583.544204 nChanged 34 SP:Iteration 6Q (42.234273 sec): 3 clusters Score: Raw -102170.845994 + Penalty 1571.837948 = -100599.008046 nChanged 16 SP:Iteration 7Q (42.236335 sec): 3 clusters Score: Raw -102178.773319 + Penalty 1572.712104 = -100606.061215 nChanged 16 SP:Iteration 8Q (42.238399 sec): 3 clusters Score: Raw -102184.659758 + Penalty 1573.430801 = -100611.228957 nChanged 17 SP:Iteration 9Q (42.240469 sec): 3 clusters Score: Raw -102191.762216 + Penalty 1574.721501 = -100617.040714 nChanged 21 SP:Iteration 10F (42.242536 sec): 3 clusters Score: Raw -102200.303955 + Penalty 1575.839631 = -100624.464324 nChanged 19 SP:Iteration 11Q (42.244604 sec): 3 clusters Score: Raw -102207.816834 + Penalty 1576.318722 = -100631.498113 nChanged 16 SP:Iteration 12Q (42.246664 sec): 3 clusters Score: Raw -102215.148891 + Penalty 1577.673740 = -100637.475151 nChanged 23 SP:Iteration 13Q (42.248828 sec): 3 clusters Score: Raw -102223.759020 + Penalty 1579.161591 = -100644.597429 nChanged 20 SP:Iteration 14Q (42.250896 sec): 3 clusters Score: Raw -102230.756044 + Penalty 1580.494613 = -100650.261431 nChanged 14 SP:Iteration 15Q (42.252956 sec): 3 clusters Score: Raw -102235.266911 + Penalty 1582.287805 = -100652.979105 nChanged 14 SP:Iteration 16Q (42.255015 sec): 3 clusters Score: Raw -102241.957923 + Penalty 1585.452332 = -100656.505590 nChanged 24 SP:Iteration 17Q (42.257105 sec): 3 clusters Score: Raw -102254.662684 + Penalty 1589.874634 = -100664.788050 nChanged 32 SP:Iteration 18Q (42.259168 sec): 3 clusters Score: Raw -102275.532961 + Penalty 1594.796606 = -100680.736354 nChanged 31 SP:Iteration 19Q (42.261223 sec): 3 clusters Score: Raw -102298.596527 + Penalty 1599.119672 = -100699.476856 nChanged 33 SP:Iteration 20F (42.263437 sec): 3 clusters Score: Raw -102325.582633 + Penalty 1607.381522 = -100718.201110 nChanged 31 SP:Iteration 21Q (42.265668 sec): 3 clusters Score: Raw -102348.442228 + Penalty 1616.156532 = -100732.285696 nChanged 25 SP:Iteration 22Q (42.267764 sec): 3 clusters Score: Raw -102366.764770 + Penalty 1623.830778 = -100742.933993 nChanged 24 SP:Iteration 23Q (42.269767 sec): 3 clusters Score: Raw -102384.546666 + Penalty 1629.109868 = -100755.436798 nChanged 20 SP:Iteration 24Q (42.271723 sec): 3 clusters Score: Raw -102398.635051 + Penalty 1630.344128 = -100768.290923 nChanged 12 SP:Iteration 25Q (42.273655 sec): 3 clusters Score: Raw -102406.954872 + Penalty 1634.349130 = -100772.605742 nChanged 11 SP:Iteration 26Q (42.275571 sec): 3 clusters Score: Raw -102413.349782 + Penalty 1636.207638 = -100777.142143 nChanged 2 SP:Iteration 27Q (42.277491 sec): 3 clusters Score: Raw -102414.107711 + Penalty 1635.688139 = -100778.419572 nChanged 1 SP:Iteration 28Q (42.279400 sec): 3 clusters Score: Raw -102414.428921 + Penalty 1635.688139 = -100778.740783 nChanged 0 SP:Iteration 29F (42.281505 sec): 3 clusters Score: Raw -102414.428921 + Penalty 1635.688139 = -100778.740783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 6 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.284678 sec): 2 clusters Score: Raw -52128.111954 + Penalty 816.918704 = -51311.193249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.285855 sec): 3 clusters Score: Raw -51925.523945 + Penalty 1634.241898 = -50291.282047 nChanged 131 SP:Iteration 1F (42.287010 sec): 3 clusters Score: Raw -52036.488555 + Penalty 1635.423574 = -50401.064981 nChanged 41 SP:Iteration 2F (42.288166 sec): 3 clusters Score: Raw -52083.159904 + Penalty 1635.441630 = -50447.718274 nChanged 22 SP:Iteration 3Q (42.289317 sec): 3 clusters Score: Raw -52102.064564 + Penalty 1634.995191 = -50467.069373 nChanged 17 SP:Iteration 4Q (42.290462 sec): 3 clusters Score: Raw -52122.805101 + Penalty 1635.555419 = -50487.249683 nChanged 14 SP:Iteration 5Q (42.291604 sec): 3 clusters Score: Raw -52133.800437 + Penalty 1635.742010 = -50498.058427 nChanged 5 SP:Iteration 6Q (42.292746 sec): 3 clusters Score: Raw -52138.094254 + Penalty 1635.344582 = -50502.749672 nChanged 1 SP:Iteration 7Q (42.293891 sec): 3 clusters Score: Raw -52139.959183 + Penalty 1634.031973 = -50505.927210 nChanged 4 SP:Iteration 8Q (42.295107 sec): 3 clusters Score: Raw -52145.001702 + Penalty 1634.301851 = -50510.699851 nChanged 2 SP:Iteration 9Q (42.296305 sec): 3 clusters Score: Raw -52146.917587 + Penalty 1634.423197 = -50512.494390 nChanged 2 SP:Iteration 10F (42.297515 sec): 3 clusters Score: Raw -52148.005261 + Penalty 1634.367018 = -50513.638243 nChanged 1 SP:Iteration 11Q (42.298697 sec): 3 clusters Score: Raw -52151.176707 + Penalty 1634.367018 = -50516.809688 nChanged 0 SP:Iteration 12F (42.299912 sec): 3 clusters Score: Raw -52151.176707 + Penalty 1634.367018 = -50516.809688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.304315 sec): 2 clusters Score: Raw -106298.147576 + Penalty 665.177799 = -105632.969777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.306553 sec): 3 clusters Score: Raw -105673.936784 + Penalty 1330.775951 = -104343.160833 nChanged 418 SP:Iteration 1F (42.308747 sec): 3 clusters Score: Raw -105894.848379 + Penalty 1331.626207 = -104563.222173 nChanged 112 SP:Iteration 2F (42.310937 sec): 3 clusters Score: Raw -105975.615509 + Penalty 1332.025852 = -104643.589657 nChanged 84 SP:Iteration 3F (42.313147 sec): 3 clusters Score: Raw -106042.138171 + Penalty 1331.218941 = -104710.919230 nChanged 65 SP:Iteration 4F (42.315334 sec): 3 clusters Score: Raw -106083.284183 + Penalty 1329.484656 = -104753.799527 nChanged 42 SP:Iteration 5Q (42.317499 sec): 3 clusters Score: Raw -106111.722699 + Penalty 1327.435579 = -104784.287120 nChanged 41 SP:Iteration 6Q (42.319658 sec): 3 clusters Score: Raw -106137.321006 + Penalty 1326.609097 = -104810.711909 nChanged 20 SP:Iteration 7Q (42.321805 sec): 3 clusters Score: Raw -106147.243628 + Penalty 1326.655725 = -104820.587903 nChanged 21 SP:Iteration 8Q (42.323954 sec): 3 clusters Score: Raw -106157.306221 + Penalty 1326.724022 = -104830.582199 nChanged 19 SP:Iteration 9Q (42.326088 sec): 3 clusters Score: Raw -106168.761766 + Penalty 1326.710693 = -104842.051073 nChanged 20 SP:Iteration 10F (42.328226 sec): 3 clusters Score: Raw -106176.280911 + Penalty 1327.042081 = -104849.238830 nChanged 16 SP:Iteration 11Q (42.330479 sec): 3 clusters Score: Raw -106182.440811 + Penalty 1328.251952 = -104854.188859 nChanged 22 SP:Iteration 12Q (42.332701 sec): 3 clusters Score: Raw -106191.690747 + Penalty 1329.465889 = -104862.224858 nChanged 18 SP:Iteration 13Q (42.334767 sec): 3 clusters Score: Raw -106199.718005 + Penalty 1331.442460 = -104868.275545 nChanged 14 SP:Iteration 14Q (42.336824 sec): 3 clusters Score: Raw -106205.238601 + Penalty 1332.560283 = -104872.678318 nChanged 17 SP:Iteration 15Q (42.338878 sec): 3 clusters Score: Raw -106212.546462 + Penalty 1334.777441 = -104877.769021 nChanged 14 SP:Iteration 16Q (42.340918 sec): 3 clusters Score: Raw -106218.963060 + Penalty 1337.503560 = -104881.459500 nChanged 9 SP:Iteration 17Q (42.342946 sec): 3 clusters Score: Raw -106222.356560 + Penalty 1340.170984 = -104882.185575 nChanged 12 SP:Iteration 18Q (42.344970 sec): 3 clusters Score: Raw -106227.786684 + Penalty 1342.962641 = -104884.824043 nChanged 10 SP:Iteration 19Q (42.346990 sec): 3 clusters Score: Raw -106231.877247 + Penalty 1345.308894 = -104886.568354 nChanged 9 SP:Iteration 20F (42.349211 sec): 3 clusters Score: Raw -106234.045674 + Penalty 1347.578395 = -104886.467279 nChanged 9 SP:Iteration 21F (42.351522 sec): 3 clusters Score: Raw -106235.945361 + Penalty 1347.157327 = -104888.788034 nChanged 3 SP:Iteration 22Q (42.353573 sec): 3 clusters Score: Raw -106236.641345 + Penalty 1347.589683 = -104889.051663 nChanged 1 SP:Iteration 23Q (42.355585 sec): 3 clusters Score: Raw -106236.740363 + Penalty 1348.449246 = -104888.291116 nChanged 2 SP:Iteration 24F (42.357699 sec): 3 clusters Score: Raw -106237.070177 + Penalty 1350.209638 = -104886.860539 nChanged 4 SP:Iteration 25F (42.359811 sec): 3 clusters Score: Raw -106237.685915 + Penalty 1351.396577 = -104886.289338 nChanged 4 SP:Iteration 26F (42.361926 sec): 3 clusters Score: Raw -106238.346872 + Penalty 1352.246799 = -104886.100073 nChanged 3 SP:Iteration 27F (42.364256 sec): 3 clusters Score: Raw -106239.009805 + Penalty 1352.796091 = -104886.213714 nChanged 1 SP:Iteration 28Q (42.366454 sec): 3 clusters Score: Raw -106239.282481 + Penalty 1352.796091 = -104886.486390 nChanged 0 SP:Iteration 29F (42.368579 sec): 3 clusters Score: Raw -106239.282481 + Penalty 1352.796091 = -104886.486390 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.374569 sec): 2 clusters Score: Raw -107527.066122 + Penalty 1073.311553 = -106453.754569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.376866 sec): 3 clusters Score: Raw -107078.386434 + Penalty 2145.295948 = -104933.090487 nChanged 374 SP:Iteration 1F (42.379115 sec): 3 clusters Score: Raw -107369.473751 + Penalty 2145.527391 = -105223.946360 nChanged 90 SP:Iteration 2F (42.381321 sec): 3 clusters Score: Raw -107458.178094 + Penalty 2146.428629 = -105311.749466 nChanged 62 SP:Iteration 3F (42.383583 sec): 3 clusters Score: Raw -107539.170457 + Penalty 2147.661493 = -105391.508963 nChanged 59 SP:Iteration 4F (42.385772 sec): 3 clusters Score: Raw -107593.547266 + Penalty 2148.747401 = -105444.799865 nChanged 39 SP:Iteration 5Q (42.387964 sec): 3 clusters Score: Raw -107628.908861 + Penalty 2149.485909 = -105479.422952 nChanged 33 SP:Iteration 6Q (42.390158 sec): 3 clusters Score: Raw -107669.040378 + Penalty 2150.916574 = -105518.123805 nChanged 35 SP:Iteration 7Q (42.392363 sec): 3 clusters Score: Raw -107698.972944 + Penalty 2151.602922 = -105547.370021 nChanged 29 SP:Iteration 8Q (42.394494 sec): 3 clusters Score: Raw -107728.477168 + Penalty 2152.181525 = -105576.295642 nChanged 31 SP:Iteration 9Q (42.396731 sec): 3 clusters Score: Raw -107758.349901 + Penalty 2153.402627 = -105604.947274 nChanged 32 SP:Iteration 10F (42.398992 sec): 3 clusters Score: Raw -107787.762825 + Penalty 2154.851844 = -105632.910981 nChanged 22 SP:Iteration 11Q (42.401158 sec): 3 clusters Score: Raw -107803.381968 + Penalty 2154.989234 = -105648.392735 nChanged 8 SP:Iteration 12Q (42.403279 sec): 3 clusters Score: Raw -107808.347678 + Penalty 2155.212437 = -105653.135241 nChanged 8 SP:Iteration 13Q (42.405393 sec): 3 clusters Score: Raw -107814.256576 + Penalty 2155.288193 = -105658.968382 nChanged 3 SP:Iteration 14Q (42.407578 sec): 3 clusters Score: Raw -107817.040613 + Penalty 2155.289465 = -105661.751148 nChanged 4 SP:Iteration 15Q (42.409735 sec): 3 clusters Score: Raw -107820.208997 + Penalty 2155.766236 = -105664.442761 nChanged 7 SP:Iteration 16Q (42.412025 sec): 3 clusters Score: Raw -107824.334447 + Penalty 2155.551053 = -105668.783394 nChanged 4 SP:Iteration 17Q (42.414312 sec): 3 clusters Score: Raw -107826.245108 + Penalty 2155.882926 = -105670.362183 nChanged 3 SP:Iteration 18Q (42.416576 sec): 3 clusters Score: Raw -107830.578372 + Penalty 2156.268970 = -105674.309402 nChanged 4 SP:Iteration 19Q (42.418688 sec): 3 clusters Score: Raw -107835.089721 + Penalty 2156.388421 = -105678.701300 nChanged 2 SP:Iteration 20F (42.420869 sec): 3 clusters Score: Raw -107836.037011 + Penalty 2156.605618 = -105679.431394 nChanged 2 SP:Iteration 21Q (42.422980 sec): 3 clusters Score: Raw -107837.059552 + Penalty 2156.605618 = -105680.453935 nChanged 0 SP:Iteration 22F (42.425154 sec): 3 clusters Score: Raw -107837.059552 + Penalty 2156.605618 = -105680.453935 nChanged 0 Memory request: 0.06 GB would take us to total of 0.26 GB. Trying to split cluster 16 (13617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.483950 sec): 2 clusters Score: Raw -1173144.853538 + Penalty 302.789274 = -1172842.064265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.509503 sec): 3 clusters Score: Raw -1163960.692177 + Penalty 780.259885 = -1163180.432292 nChanged 6526 SP:Iteration 1F (42.534763 sec): 3 clusters Score: Raw -1171171.172500 + Penalty 910.822498 = -1170260.350002 nChanged 1395 SP:Iteration 2F (42.559216 sec): 3 clusters Score: Raw -1172708.616508 + Penalty 934.764995 = -1171773.851514 nChanged 315 SP:Iteration 3Q (42.581730 sec): 3 clusters Score: Raw -1173026.367909 + Penalty 945.624448 = -1172080.743461 nChanged 93 SP:Iteration 4Q (42.602085 sec): 3 clusters Score: Raw -1173101.649849 + Penalty 1008.797391 = -1172092.852458 nChanged 38 SP:Iteration 5Q (42.622110 sec): 3 clusters Score: Raw -1173129.548500 + Penalty 1063.693727 = -1172065.854773 nChanged 16 SP:Iteration 6F (42.647199 sec): 3 clusters Score: Raw -1173143.335321 + Penalty 1105.986418 = -1172037.348903 nChanged 8 SP:Iteration 7F (42.672143 sec): 3 clusters Score: Raw -1173153.643742 + Penalty 1103.636228 = -1172050.007514 nChanged 6 SP:Iteration 8Q (42.691355 sec): 3 clusters Score: Raw -1173165.283593 + Penalty 1105.640093 = -1172059.643500 nChanged 4 SP:Iteration 9Q (42.710625 sec): 3 clusters Score: Raw -1173171.463081 + Penalty 1104.712051 = -1172066.751030 nChanged 1 SP:Iteration 10F (42.735278 sec): 3 clusters Score: Raw -1173173.166369 + Penalty 1104.712051 = -1172068.454319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.743933 sec): 2 clusters Score: Raw -40837.850350 + Penalty 969.028264 = -39868.822086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.744881 sec): 3 clusters Score: Raw -40766.266686 + Penalty 1938.043901 = -38828.222785 nChanged 79 SP:Iteration 1F (42.745791 sec): 3 clusters Score: Raw -40876.155943 + Penalty 1938.043110 = -38938.112833 nChanged 23 SP:Iteration 2F (42.746701 sec): 3 clusters Score: Raw -40909.701625 + Penalty 1938.050367 = -38971.651259 nChanged 11 SP:Iteration 3Q (42.747594 sec): 3 clusters Score: Raw -40935.787635 + Penalty 1938.077117 = -38997.710518 nChanged 12 SP:Iteration 4Q (42.748475 sec): 3 clusters Score: Raw -40965.743176 + Penalty 1938.078548 = -39027.664628 nChanged 6 SP:Iteration 5Q (42.749346 sec): 3 clusters Score: Raw -40974.076231 + Penalty 1938.072024 = -39036.004207 nChanged 1 SP:Iteration 6Q (42.750218 sec): 3 clusters Score: Raw -40977.085853 + Penalty 1938.056528 = -39039.029325 nChanged 2 SP:Iteration 7Q (42.751088 sec): 3 clusters Score: Raw -40979.883176 + Penalty 1938.056528 = -39041.826649 nChanged 2 SP:Iteration 8Q (42.751958 sec): 3 clusters Score: Raw -40981.848518 + Penalty 1938.056528 = -39043.791990 nChanged 0 SP:Iteration 9F (42.752864 sec): 3 clusters Score: Raw -40981.848518 + Penalty 1938.056528 = -39043.791990 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 27 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.755011 sec): 2 clusters Score: Raw -56767.370556 + Penalty 581.539578 = -56185.830978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.756305 sec): 3 clusters Score: Raw -56461.854612 + Penalty 1162.890341 = -55298.964271 nChanged 205 SP:Iteration 1F (42.757581 sec): 3 clusters Score: Raw -56614.626539 + Penalty 1163.339782 = -55451.286758 nChanged 62 SP:Iteration 2F (42.758855 sec): 3 clusters Score: Raw -56675.081712 + Penalty 1165.245770 = -55509.835943 nChanged 35 SP:Iteration 3F (42.760126 sec): 3 clusters Score: Raw -56706.023664 + Penalty 1167.808022 = -55538.215642 nChanged 28 SP:Iteration 4Q (42.761395 sec): 3 clusters Score: Raw -56726.795308 + Penalty 1168.865267 = -55557.930041 nChanged 15 SP:Iteration 5Q (42.762669 sec): 3 clusters Score: Raw -56739.328046 + Penalty 1171.714060 = -55567.613986 nChanged 11 SP:Iteration 6Q (42.763924 sec): 3 clusters Score: Raw -56751.921902 + Penalty 1172.746991 = -55579.174910 nChanged 10 SP:Iteration 7Q (42.765167 sec): 3 clusters Score: Raw -56757.951148 + Penalty 1173.722006 = -55584.229143 nChanged 7 SP:Iteration 8Q (42.766509 sec): 3 clusters Score: Raw -56764.528147 + Penalty 1174.808407 = -55589.719740 nChanged 5 SP:Iteration 9Q (42.767831 sec): 3 clusters Score: Raw -56769.103365 + Penalty 1176.587717 = -55592.515648 nChanged 4 SP:Iteration 10F (42.769176 sec): 3 clusters Score: Raw -56772.402258 + Penalty 1178.197810 = -55594.204449 nChanged 4 SP:Iteration 11Q (42.770478 sec): 3 clusters Score: Raw -56774.051536 + Penalty 1178.865562 = -55595.185973 nChanged 3 SP:Iteration 12Q (42.771720 sec): 3 clusters Score: Raw -56774.814784 + Penalty 1179.599819 = -55595.214966 nChanged 2 SP:Iteration 13Q (42.772943 sec): 3 clusters Score: Raw -56775.326621 + Penalty 1181.044000 = -55594.282621 nChanged 4 SP:Iteration 14F (42.774212 sec): 3 clusters Score: Raw -56777.439994 + Penalty 1181.044000 = -55596.395995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.774892 sec): 2 clusters Score: Raw -4801.306334 + Penalty 145.716268 = -4655.590066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.775226 sec): 3 clusters Score: Raw -4901.090247 + Penalty 366.867975 = -4534.222272 nChanged 18 SP:Iteration 1F (42.775588 sec): 3 clusters Score: Raw -4957.836178 + Penalty 378.118691 = -4579.717487 nChanged 1 SP:Iteration 2Q (42.775894 sec): 3 clusters Score: Raw -4962.374203 + Penalty 395.667791 = -4566.706412 nChanged 1 SP:Iteration 3F (42.776224 sec): 3 clusters Score: Raw -4964.928022 + Penalty 395.667791 = -4569.260231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 35 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.778399 sec): 2 clusters Score: Raw -63532.746344 + Penalty 905.800146 = -62626.946198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.779732 sec): 3 clusters Score: Raw -63320.135337 + Penalty 1812.259368 = -61507.875969 nChanged 177 SP:Iteration 1F (42.781043 sec): 3 clusters Score: Raw -63470.135421 + Penalty 1812.176627 = -61657.958793 nChanged 34 SP:Iteration 2F (42.782378 sec): 3 clusters Score: Raw -63505.536166 + Penalty 1812.054438 = -61693.481728 nChanged 22 SP:Iteration 3Q (42.783773 sec): 3 clusters Score: Raw -63522.390647 + Penalty 1812.119433 = -61710.271213 nChanged 10 SP:Iteration 4Q (42.785136 sec): 3 clusters Score: Raw -63537.850467 + Penalty 1811.985996 = -61725.864472 nChanged 4 SP:Iteration 5Q (42.786489 sec): 3 clusters Score: Raw -63541.001395 + Penalty 1812.052857 = -61728.948538 nChanged 3 SP:Iteration 6Q (42.787801 sec): 3 clusters Score: Raw -63543.509773 + Penalty 1812.050587 = -61731.459187 nChanged 3 SP:Iteration 7Q (42.789094 sec): 3 clusters Score: Raw -63546.432489 + Penalty 1812.095996 = -61734.336493 nChanged 4 SP:Iteration 8Q (42.790396 sec): 3 clusters Score: Raw -63552.122092 + Penalty 1812.220962 = -61739.901130 nChanged 5 SP:Iteration 9Q (42.791702 sec): 3 clusters Score: Raw -63555.494735 + Penalty 1812.182489 = -61743.312246 nChanged 1 SP:Iteration 10F (42.793006 sec): 3 clusters Score: Raw -63556.040891 + Penalty 1812.182489 = -61743.858402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 43 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.794983 sec): 2 clusters Score: Raw -54937.658510 + Penalty 855.328600 = -54082.329910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.796193 sec): 3 clusters Score: Raw -54735.161371 + Penalty 1709.955687 = -53025.205684 nChanged 141 SP:Iteration 1F (42.797393 sec): 3 clusters Score: Raw -54879.554140 + Penalty 1709.986654 = -53169.567486 nChanged 37 SP:Iteration 2F (42.798583 sec): 3 clusters Score: Raw -54918.765271 + Penalty 1710.505445 = -53208.259826 nChanged 17 SP:Iteration 3Q (42.799849 sec): 3 clusters Score: Raw -54936.898373 + Penalty 1711.773825 = -53225.124548 nChanged 16 SP:Iteration 4Q (42.801064 sec): 3 clusters Score: Raw -54951.190266 + Penalty 1712.285601 = -53238.904666 nChanged 9 SP:Iteration 5Q (42.802293 sec): 3 clusters Score: Raw -54964.248126 + Penalty 1712.408036 = -53251.840090 nChanged 6 SP:Iteration 6Q (42.803516 sec): 3 clusters Score: Raw -54971.457264 + Penalty 1712.550168 = -53258.907096 nChanged 5 SP:Iteration 7Q (42.804723 sec): 3 clusters Score: Raw -54976.802499 + Penalty 1712.712056 = -53264.090443 nChanged 4 SP:Iteration 8Q (42.805887 sec): 3 clusters Score: Raw -54980.392902 + Penalty 1713.007389 = -53267.385513 nChanged 4 SP:Iteration 9Q (42.807035 sec): 3 clusters Score: Raw -54984.566414 + Penalty 1713.205849 = -53271.360565 nChanged 4 SP:Iteration 10F (42.808213 sec): 3 clusters Score: Raw -54987.379976 + Penalty 1712.993605 = -53274.386370 nChanged 3 SP:Iteration 11Q (42.809381 sec): 3 clusters Score: Raw -54989.124379 + Penalty 1713.001580 = -53276.122799 nChanged 3 SP:Iteration 12Q (42.810543 sec): 3 clusters Score: Raw -54991.381653 + Penalty 1713.041254 = -53278.340399 nChanged 2 SP:Iteration 13Q (42.811703 sec): 3 clusters Score: Raw -54992.241529 + Penalty 1713.018547 = -53279.222983 nChanged 2 SP:Iteration 14Q (42.812863 sec): 3 clusters Score: Raw -54994.051208 + Penalty 1713.018547 = -53281.032661 nChanged 0 SP:Iteration 15F (42.814080 sec): 3 clusters Score: Raw -54994.051208 + Penalty 1713.018547 = -53281.032661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.814580 sec): 2 clusters Score: Raw -314.547712 + Penalty 10.050634 = -304.497078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.814787 sec): 3 clusters Score: Raw -323.109980 + Penalty 20.101268 = -303.008712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.816374 sec): 2 clusters Score: Raw -36577.231879 + Penalty 579.005798 = -35998.226081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.817337 sec): 3 clusters Score: Raw -36406.487964 + Penalty 1159.675841 = -35246.812123 nChanged 108 SP:Iteration 1F (42.818282 sec): 3 clusters Score: Raw -36522.577189 + Penalty 1161.639932 = -35360.937257 nChanged 38 SP:Iteration 2F (42.819223 sec): 3 clusters Score: Raw -36562.406899 + Penalty 1162.700715 = -35399.706184 nChanged 26 SP:Iteration 3F (42.820164 sec): 3 clusters Score: Raw -36588.831827 + Penalty 1163.817208 = -35425.014619 nChanged 14 SP:Iteration 4Q (42.821089 sec): 3 clusters Score: Raw -36601.030267 + Penalty 1164.185256 = -35436.845011 nChanged 4 SP:Iteration 5Q (42.822014 sec): 3 clusters Score: Raw -36603.394249 + Penalty 1164.185256 = -35439.208993 nChanged 0 SP:Iteration 6F (42.822958 sec): 3 clusters Score: Raw -36603.394249 + Penalty 1164.185256 = -35439.208993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.823412 sec): 2 clusters Score: Raw -82.437996 + Penalty 0.000000 = -82.437996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.823594 sec): 2 clusters Score: Raw -82.437996 + Penalty 0.000000 = -82.437996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.824065 sec): 2 clusters Score: Raw -622.025274 + Penalty 59.636090 = -562.389184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.824281 sec): 3 clusters Score: Raw -638.576328 + Penalty 99.508002 = -539.068326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 169 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.825441 sec): 2 clusters Score: Raw -12315.070797 + Penalty 380.132885 = -11934.937913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.825930 sec): 3 clusters Score: Raw -12311.712714 + Penalty 753.015129 = -11558.697585 nChanged 29 SP:Iteration 1F (42.826412 sec): 3 clusters Score: Raw -12345.686031 + Penalty 743.637684 = -11602.048347 nChanged 10 SP:Iteration 2F (42.826894 sec): 3 clusters Score: Raw -12365.686348 + Penalty 739.275627 = -11626.410721 nChanged 7 SP:Iteration 3Q (42.827369 sec): 3 clusters Score: Raw -12378.104717 + Penalty 739.177818 = -11638.926899 nChanged 1 SP:Iteration 4Q (42.827836 sec): 3 clusters Score: Raw -12379.827884 + Penalty 739.327301 = -11640.500583 nChanged 1 SP:Iteration 5Q (42.828309 sec): 3 clusters Score: Raw -12385.382990 + Penalty 736.646913 = -11648.736076 nChanged 2 SP:Iteration 6Q (42.828766 sec): 3 clusters Score: Raw -12386.374669 + Penalty 736.646913 = -11649.727756 nChanged 0 SP:Iteration 7F (42.829236 sec): 3 clusters Score: Raw -12386.374669 + Penalty 736.646913 = -11649.727756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 204 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.830856 sec): 2 clusters Score: Raw -20451.453665 + Penalty 407.806554 = -20043.647111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.831545 sec): 3 clusters Score: Raw -20357.749326 + Penalty 819.481491 = -19538.267836 nChanged 59 SP:Iteration 1F (42.832246 sec): 3 clusters Score: Raw -20435.653168 + Penalty 820.809785 = -19614.843383 nChanged 17 SP:Iteration 2F (42.832919 sec): 3 clusters Score: Raw -20456.280767 + Penalty 820.469803 = -19635.810964 nChanged 9 SP:Iteration 3Q (42.833562 sec): 3 clusters Score: Raw -20474.892124 + Penalty 819.876602 = -19655.015523 nChanged 5 SP:Iteration 4Q (42.834198 sec): 3 clusters Score: Raw -20480.386988 + Penalty 818.897627 = -19661.489361 nChanged 3 SP:Iteration 5Q (42.834833 sec): 3 clusters Score: Raw -20486.565710 + Penalty 817.974075 = -19668.591635 nChanged 3 SP:Iteration 6Q (42.835465 sec): 3 clusters Score: Raw -20489.318291 + Penalty 819.765491 = -19669.552800 nChanged 2 SP:Iteration 7Q (42.836096 sec): 3 clusters Score: Raw -20490.503953 + Penalty 819.765491 = -19670.738462 nChanged 0 SP:Iteration 8F (42.836723 sec): 3 clusters Score: Raw -20490.503953 + Penalty 819.765491 = -19670.738462 nChanged 0 Time taken for this iteration:42.267031 seconds. 300->17 Clusters: Score -1772051.459480, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 175 (time per iteration =244.945840 ms) Total iterations: 1200 (time per iteration =35.721268 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2750156250.000000 (time per metric unit =15.586577ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 68753906250.000000 (time per metric unit=623.463078ps) That took 42.865522 seconds.