FileBase PeterP-2013-09-03_dataset1 ElecNo 19 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 0.24 and 0.37 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26537 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 26537 points ------ Starting initial clusters from distinct float masks Not enough masks (240) to generate starting clusters (300), so starting with (241) clusters instead. Assigned 241 initial classes from 240 unique masks. Deleting Class 211 (1 points): Lose 4.905024 but Gain 1584.969641 Iteration 0F (3.780064 sec): 240 clusters Score: Raw -2175447.703248 + Penalty 241375.484325 = -1934072.218923 nChanged 6048 Deleting Class 124 (2 points): Lose 17.497065 but Gain 1574.696358 Iteration 1F (6.497014 sec): 222 clusters Score: Raw -2188976.482884 + Penalty 231910.070430 = -1957066.412454 nChanged 1961 Deleting Class 141 (3 points): Lose 23.054691 but Gain 1539.843429 Iteration 2F (9.120760 sec): 215 clusters Score: Raw -2192047.061484 + Penalty 222550.168752 = -1969496.892732 nChanged 1397 Deleting Class 219 (2 points): Lose 17.777723 but Gain 1515.421408 Iteration 3F (11.630195 sec): 207 clusters Score: Raw -2193671.142137 + Penalty 216020.945836 = -1977650.196301 nChanged 1300 Deleting Class 178 (6 points): Lose 41.513992 but Gain 1538.683607 Iteration 4Q (11.956853 sec): 201 clusters Score: Raw -2194886.678894 + Penalty 213989.232811 = -1980897.446083 nChanged 1272 Deleting Class 196 (3 points): Lose 15.424482 but Gain 1505.998447 Iteration 5Q (12.273543 sec): 200 clusters Score: Raw -2196007.111646 + Penalty 211652.307721 = -1984354.803925 nChanged 1290 Deleting Class 117 (5 points): Lose 44.052141 but Gain 1519.337278 Iteration 6Q (12.592993 sec): 198 clusters Score: Raw -2196999.452120 + Penalty 209382.824277 = -1987616.627843 nChanged 1319 Deleting Class 223 (5 points): Lose 33.525373 but Gain 1504.910653 Iteration 7Q (12.896039 sec): 196 clusters Score: Raw -2197894.058899 + Penalty 208194.040770 = -1989700.018129 nChanged 1236 Deleting Class 183 (6 points): Lose 54.505967 but Gain 1524.024911 Iteration 8Q (13.187627 sec): 195 clusters Score: Raw -2198652.463069 + Penalty 206899.648369 = -1991752.814700 nChanged 1120 Deleting Class 112 (6 points): Lose 43.588257 but Gain 1477.731903 Iteration 9Q (13.470426 sec): 194 clusters Score: Raw -2199281.981989 + Penalty 204187.546580 = -1995094.435410 nChanged 913 Deleting Class 189 (11 points): Lose 109.307565 but Gain 1540.258154 Iteration 10F (15.830086 sec): 192 clusters Score: Raw -2199711.024477 + Penalty 203116.709947 = -1996594.314530 nChanged 757 Deleting Class 188 (3 points): Lose 30.412298 but Gain 1440.184878 Iteration 11Q (16.056627 sec): 191 clusters Score: Raw -2200162.620915 + Penalty 201096.216350 = -1999066.404564 nChanged 543 Deleting Class 132 (28 points): Lose 208.803154 but Gain 1607.185630 Iteration 12Q (16.259936 sec): 189 clusters Score: Raw -2200222.062401 + Penalty 199920.730503 = -2000301.331898 nChanged 476 Deleting Class 156 (2 points): Lose 4.348507 but Gain 1401.826394 Iteration 13Q (16.452707 sec): 188 clusters Score: Raw -2200516.217278 + Penalty 198376.695940 = -2002139.521338 nChanged 352 Deleting Class 118 (13 points): Lose 98.748064 but Gain 1491.438936 Iteration 14Q (16.631448 sec): 187 clusters Score: Raw -2200607.761766 + Penalty 194843.095460 = -2005764.666307 nChanged 293 Deleting Class 231 (4 points): Lose 39.928865 but Gain 1430.115511 Iteration 15Q (16.804536 sec): 184 clusters Score: Raw -2200761.303823 + Penalty 193469.807700 = -2007291.496122 nChanged 215 Deleting Class 170 (6 points): Lose 34.945466 but Gain 1424.988127 Iteration 16Q (16.968155 sec): 183 clusters Score: Raw -2200865.803557 + Penalty 192197.748302 = -2008668.055255 nChanged 175 Deleting Class 69 (15 points): Lose 100.415093 but Gain 1488.500097 Iteration 17Q (17.125738 sec): 182 clusters Score: Raw -2200881.631168 + Penalty 191048.918069 = -2009832.713099 nChanged 127 Deleting Class 50 (2 points): Lose 7.400869 but Gain 1394.803641 Iteration 18Q (17.279109 sec): 181 clusters Score: Raw -2200980.112355 + Penalty 188479.760912 = -2012500.351443 nChanged 99 Deleting Class 191 (19 points): Lose 125.962585 but Gain 1502.987611 Iteration 19Q (17.428478 sec): 179 clusters Score: Raw -2200954.474149 + Penalty 187233.460477 = -2013721.013672 nChanged 106 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2200954.474149 + Penalty 187233.460477 = -2013721.013672Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.520083 sec): 2 clusters Score: Raw -5035.274136 + Penalty 229.185811 = -4806.088325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.520405 sec): 3 clusters Score: Raw -5006.833593 + Penalty 459.239836 = -4547.593757 nChanged 6 SP:Iteration 1F (17.520710 sec): 3 clusters Score: Raw -5012.873835 + Penalty 463.308324 = -4549.565511 nChanged 3 SP:Iteration 2F (17.521015 sec): 3 clusters Score: Raw -5016.227711 + Penalty 467.499988 = -4548.727723 nChanged 3 SP:Iteration 3F (17.521320 sec): 3 clusters Score: Raw -5019.394320 + Penalty 467.502988 = -4551.891332 nChanged 1 SP:Iteration 4Q (17.521627 sec): 3 clusters Score: Raw -5020.272498 + Penalty 474.613364 = -4545.659135 nChanged 2 SP:Iteration 5F (17.521953 sec): 3 clusters Score: Raw -5021.836712 + Penalty 482.710778 = -4539.125933 nChanged 2 SP:Iteration 6F (17.522258 sec): 3 clusters Score: Raw -5022.652840 + Penalty 480.527105 = -4542.125735 nChanged 1 SP:Iteration 7Q (17.522562 sec): 3 clusters Score: Raw -5023.102795 + Penalty 487.585378 = -4535.517416 nChanged 2 SP:Iteration 8F (17.522865 sec): 3 clusters Score: Raw -5024.659926 + Penalty 497.186418 = -4527.473508 nChanged 2 SP:Iteration 9F (17.523168 sec): 3 clusters Score: Raw -5024.590630 + Penalty 495.783907 = -4528.806722 nChanged 1 SP:Iteration 10F (17.523473 sec): 3 clusters Score: Raw -5025.095121 + Penalty 505.954192 = -4519.140929 nChanged 1 SP:Iteration 11F (17.523776 sec): 3 clusters Score: Raw -5025.904467 + Penalty 508.474579 = -4517.429888 nChanged 1 SP:Iteration 12F (17.524080 sec): 3 clusters Score: Raw -5027.495139 + Penalty 508.395929 = -4519.099209 nChanged 2 SP:Iteration 13Q (17.524382 sec): 3 clusters Score: Raw -5029.881130 + Penalty 504.565763 = -4525.315366 nChanged 1 SP:Iteration 14Q (17.524679 sec): 3 clusters Score: Raw -5030.544355 + Penalty 485.451645 = -4545.092710 nChanged 1 SP:Iteration 15Q (17.524970 sec): 3 clusters Score: Raw -5029.896258 + Penalty 485.451645 = -4544.444613 nChanged 0 SP:Iteration 16F (17.525273 sec): 3 clusters Score: Raw -5029.896258 + Penalty 485.451645 = -4544.444613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.525802 sec): 2 clusters Score: Raw -1830.887438 + Penalty 294.348851 = -1536.538587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.526073 sec): 3 clusters Score: Raw -1824.081312 + Penalty 582.264086 = -1241.817226 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 3 (9644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.567618 sec): 2 clusters Score: Raw -803528.945624 + Penalty 94.179657 = -803434.765967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.586350 sec): 3 clusters Score: Raw -797030.169600 + Penalty 188.307259 = -796841.862341 nChanged 4690 SP:Iteration 1F (17.603888 sec): 3 clusters Score: Raw -800220.259281 + Penalty 187.851458 = -800032.407823 nChanged 829 SP:Iteration 2F (17.621368 sec): 3 clusters Score: Raw -800832.694705 + Penalty 186.908028 = -800645.786678 nChanged 751 SP:Iteration 3F (17.638843 sec): 3 clusters Score: Raw -801443.483203 + Penalty 185.854752 = -801257.628451 nChanged 668 SP:Iteration 4F (17.655926 sec): 3 clusters Score: Raw -801964.077087 + Penalty 185.518439 = -801778.558648 nChanged 548 SP:Iteration 5F (17.673434 sec): 3 clusters Score: Raw -802308.427327 + Penalty 185.558691 = -802122.868636 nChanged 367 SP:Iteration 6Q (17.690696 sec): 3 clusters Score: Raw -802462.505617 + Penalty 185.488519 = -802277.017099 nChanged 226 SP:Iteration 7Q (17.707854 sec): 3 clusters Score: Raw -802522.971366 + Penalty 185.657025 = -802337.314341 nChanged 134 SP:Iteration 8Q (17.724882 sec): 3 clusters Score: Raw -802541.548009 + Penalty 185.856042 = -802355.691967 nChanged 72 SP:Iteration 9Q (17.741763 sec): 3 clusters Score: Raw -802548.714956 + Penalty 185.703773 = -802363.011183 nChanged 43 SP:Iteration 10F (17.758940 sec): 3 clusters Score: Raw -802550.501021 + Penalty 185.684463 = -802364.816558 nChanged 21 SP:Iteration 11Q (17.776046 sec): 3 clusters Score: Raw -802551.350200 + Penalty 185.672603 = -802365.677596 nChanged 23 SP:Iteration 12Q (17.792703 sec): 3 clusters Score: Raw -802552.836878 + Penalty 185.628495 = -802367.208383 nChanged 22 SP:Iteration 13Q (17.809566 sec): 3 clusters Score: Raw -802554.727844 + Penalty 185.691189 = -802369.036655 nChanged 32 SP:Iteration 14Q (17.826080 sec): 3 clusters Score: Raw -802556.838541 + Penalty 185.658431 = -802371.180110 nChanged 22 SP:Iteration 15Q (17.842960 sec): 3 clusters Score: Raw -802558.131308 + Penalty 185.704133 = -802372.427175 nChanged 28 SP:Iteration 16Q (17.859387 sec): 3 clusters Score: Raw -802560.343189 + Penalty 185.711560 = -802374.631629 nChanged 23 SP:Iteration 17Q (17.876118 sec): 3 clusters Score: Raw -802561.551629 + Penalty 185.717984 = -802375.833644 nChanged 23 SP:Iteration 18Q (17.892681 sec): 3 clusters Score: Raw -802562.638510 + Penalty 185.681105 = -802376.957406 nChanged 20 SP:Iteration 19Q (17.909495 sec): 3 clusters Score: Raw -802563.300856 + Penalty 185.695802 = -802377.605054 nChanged 17 SP:Iteration 20F (17.926688 sec): 3 clusters Score: Raw -802563.857806 + Penalty 185.703335 = -802378.154471 nChanged 15 SP:Iteration 21Q (17.943623 sec): 3 clusters Score: Raw -802564.261590 + Penalty 185.582686 = -802378.678904 nChanged 12 SP:Iteration 22Q (17.959861 sec): 3 clusters Score: Raw -802564.508938 + Penalty 185.556185 = -802378.952752 nChanged 7 SP:Iteration 23Q (17.976450 sec): 3 clusters Score: Raw -802564.584669 + Penalty 185.551639 = -802379.033029 nChanged 6 SP:Iteration 24Q (17.993274 sec): 3 clusters Score: Raw -802564.674128 + Penalty 185.572421 = -802379.101707 nChanged 8 SP:Iteration 25Q (18.010041 sec): 3 clusters Score: Raw -802564.842394 + Penalty 185.598860 = -802379.243534 nChanged 12 SP:Iteration 26Q (18.026868 sec): 3 clusters Score: Raw -802565.143240 + Penalty 185.587374 = -802379.555866 nChanged 15 SP:Iteration 27Q (18.043600 sec): 3 clusters Score: Raw -802565.729719 + Penalty 185.511555 = -802380.218165 nChanged 30 SP:Iteration 28Q (18.059898 sec): 3 clusters Score: Raw -802567.509545 + Penalty 185.423138 = -802382.086407 nChanged 34 SP:Iteration 29Q (18.076648 sec): 3 clusters Score: Raw -802569.763185 + Penalty 185.388138 = -802384.375047 nChanged 37 SP:Iteration 30F (18.094193 sec): 3 clusters Score: Raw -802572.080327 + Penalty 185.316229 = -802386.764097 nChanged 33 SP:Iteration 31Q (18.110862 sec): 3 clusters Score: Raw -802573.807250 + Penalty 185.243141 = -802388.564109 nChanged 29 SP:Iteration 32Q (18.127016 sec): 3 clusters Score: Raw -802575.847553 + Penalty 185.283355 = -802390.564198 nChanged 37 SP:Iteration 33Q (18.143766 sec): 3 clusters Score: Raw -802578.903916 + Penalty 185.304061 = -802393.599855 nChanged 33 SP:Iteration 34Q (18.159836 sec): 3 clusters Score: Raw -802581.415620 + Penalty 185.139580 = -802396.276039 nChanged 40 SP:Iteration 35Q (18.177076 sec): 3 clusters Score: Raw -802584.611763 + Penalty 184.954131 = -802399.657633 nChanged 39 SP:Iteration 36Q (18.194111 sec): 3 clusters Score: Raw -802587.670682 + Penalty 184.962001 = -802402.708681 nChanged 39 SP:Iteration 37Q (18.210765 sec): 3 clusters Score: Raw -802590.783703 + Penalty 185.048834 = -802405.734869 nChanged 40 SP:Iteration 38Q (18.226971 sec): 3 clusters Score: Raw -802594.317257 + Penalty 185.019824 = -802409.297433 nChanged 41 SP:Iteration 39Q (18.243421 sec): 3 clusters Score: Raw -802597.958772 + Penalty 184.987681 = -802412.971092 nChanged 38 SP:Iteration 40F (18.260492 sec): 3 clusters Score: Raw -802601.831747 + Penalty 185.081912 = -802416.749835 nChanged 29 SP:Iteration 41Q (18.276481 sec): 3 clusters Score: Raw -802604.215597 + Penalty 185.254385 = -802418.961212 nChanged 30 SP:Iteration 42Q (18.292855 sec): 3 clusters Score: Raw -802607.014773 + Penalty 185.385519 = -802421.629254 nChanged 29 SP:Iteration 43Q (18.309241 sec): 3 clusters Score: Raw -802609.466535 + Penalty 185.366394 = -802424.100141 nChanged 40 SP:Iteration 44Q (18.325185 sec): 3 clusters Score: Raw -802614.285282 + Penalty 185.397574 = -802428.887707 nChanged 50 SP:Iteration 45Q (18.341710 sec): 3 clusters Score: Raw -802620.787619 + Penalty 185.182040 = -802435.605580 nChanged 49 SP:Iteration 46Q (18.357834 sec): 3 clusters Score: Raw -802626.360647 + Penalty 185.523906 = -802440.836740 nChanged 46 SP:Iteration 47Q (18.374042 sec): 3 clusters Score: Raw -802631.459206 + Penalty 185.490552 = -802445.968654 nChanged 32 SP:Iteration 48Q (18.389967 sec): 3 clusters Score: Raw -802634.883342 + Penalty 185.278669 = -802449.604673 nChanged 31 SP:Iteration 49Q (18.406416 sec): 3 clusters Score: Raw -802637.848334 + Penalty 185.541440 = -802452.306895 nChanged 45 SP:Iteration 50F (18.423502 sec): 3 clusters Score: Raw -802642.755905 + Penalty 185.857892 = -802456.898013 nChanged 47 SP:Iteration 51Q (18.439620 sec): 3 clusters Score: Raw -802646.912335 + Penalty 185.644441 = -802461.267893 nChanged 39 SP:Iteration 52Q (18.455280 sec): 3 clusters Score: Raw -802650.804946 + Penalty 185.693317 = -802465.111630 nChanged 47 SP:Iteration 53Q (18.471036 sec): 3 clusters Score: Raw -802657.720354 + Penalty 185.755918 = -802471.964437 nChanged 76 SP:Iteration 54Q (18.486762 sec): 3 clusters Score: Raw -802671.426218 + Penalty 185.564734 = -802485.861485 nChanged 74 SP:Iteration 55Q (18.502881 sec): 3 clusters Score: Raw -802683.070943 + Penalty 186.024713 = -802497.046230 nChanged 88 SP:Iteration 56Q (18.518551 sec): 3 clusters Score: Raw -802700.665509 + Penalty 185.876674 = -802514.788835 nChanged 99 SP:Iteration 57Q (18.533810 sec): 3 clusters Score: Raw -802723.465547 + Penalty 186.258864 = -802537.206683 nChanged 112 SP:Iteration 58Q (18.549335 sec): 3 clusters Score: Raw -802754.622700 + Penalty 186.515879 = -802568.106821 nChanged 114 SP:Iteration 59Q (18.564531 sec): 3 clusters Score: Raw -802787.313452 + Penalty 186.841750 = -802600.471701 nChanged 108 SP:Iteration 60F (18.582053 sec): 3 clusters Score: Raw -802815.342869 + Penalty 187.117483 = -802628.225386 nChanged 103 SP:Iteration 61Q (18.596988 sec): 3 clusters Score: Raw -802843.616091 + Penalty 187.472378 = -802656.143713 nChanged 103 SP:Iteration 62Q (18.612584 sec): 3 clusters Score: Raw -802874.258127 + Penalty 187.490526 = -802686.767601 nChanged 104 SP:Iteration 63Q (18.627462 sec): 3 clusters Score: Raw -802905.276989 + Penalty 187.861106 = -802717.415883 nChanged 111 SP:Iteration 64Q (18.642611 sec): 3 clusters Score: Raw -802946.284929 + Penalty 187.923435 = -802758.361494 nChanged 120 SP:Iteration 65Q (18.657261 sec): 3 clusters Score: Raw -802991.582988 + Penalty 186.183388 = -802805.399600 nChanged 121 SP:Iteration 66Q (18.671814 sec): 3 clusters Score: Raw -803039.357532 + Penalty 186.804773 = -802852.552759 nChanged 105 SP:Iteration 67Q (18.686109 sec): 3 clusters Score: Raw -803082.225741 + Penalty 185.971050 = -802896.254692 nChanged 122 SP:Iteration 68Q (18.700406 sec): 3 clusters Score: Raw -803137.819608 + Penalty 186.571071 = -802951.248537 nChanged 123 SP:Iteration 69Q (18.714872 sec): 3 clusters Score: Raw -803197.516357 + Penalty 186.617269 = -803010.899088 nChanged 118 SP:Iteration 70F (18.731825 sec): 3 clusters Score: Raw -803253.789899 + Penalty 186.146422 = -803067.643478 nChanged 100 SP:Iteration 71Q (18.746179 sec): 3 clusters Score: Raw -803306.051160 + Penalty 185.748290 = -803120.302870 nChanged 94 SP:Iteration 72Q (18.760070 sec): 3 clusters Score: Raw -803368.372937 + Penalty 190.697576 = -803177.675361 nChanged 78 SP:Iteration 73Q (18.774240 sec): 3 clusters Score: Raw -803447.484714 + Penalty 179.208936 = -803268.275777 nChanged 45 SP:Iteration 74Q (18.787698 sec): 3 clusters Score: Raw -803478.175039 + Penalty 177.337422 = -803300.837617 nChanged 27 SP:Iteration 75Q (18.801239 sec): 3 clusters Score: Raw -803491.753480 + Penalty 176.108630 = -803315.644850 nChanged 20 SP:Iteration 76Q (18.815115 sec): 3 clusters Score: Raw -803499.123069 + Penalty 178.894150 = -803320.228919 nChanged 14 SP:Iteration 77Q (18.828546 sec): 3 clusters Score: Raw -803503.322156 + Penalty 182.581454 = -803320.740702 nChanged 14 SP:Iteration 78Q (18.842095 sec): 3 clusters Score: Raw -803507.103723 + Penalty 185.643529 = -803321.460195 nChanged 10 SP:Iteration 79Q (18.855791 sec): 3 clusters Score: Raw -803509.018485 + Penalty 182.226286 = -803326.792199 nChanged 4 SP:Iteration 80F (18.873264 sec): 3 clusters Score: Raw -803509.538390 + Penalty 181.989253 = -803327.549137 nChanged 3 SP:Iteration 81Q (18.886542 sec): 3 clusters Score: Raw -803509.703281 + Penalty 183.695525 = -803326.007756 nChanged 3 SP:Iteration 82F (18.903675 sec): 3 clusters Score: Raw -803509.837002 + Penalty 186.729912 = -803323.107091 nChanged 5 SP:Iteration 83F (18.921049 sec): 3 clusters Score: Raw -803510.875900 + Penalty 187.733033 = -803323.142867 nChanged 2 SP:Iteration 84Q (18.934348 sec): 3 clusters Score: Raw -803511.089143 + Penalty 188.461506 = -803322.627637 nChanged 1 SP:Iteration 85F (18.951867 sec): 3 clusters Score: Raw -803510.967293 + Penalty 188.461506 = -803322.505787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.956756 sec): 2 clusters Score: Raw -1556.653879 + Penalty 24.401413 = -1532.252466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.956980 sec): 3 clusters Score: Raw -1559.151256 + Penalty 49.072189 = -1510.079067 nChanged 1 SP:Iteration 1Q (18.957187 sec): 3 clusters Score: Raw -1559.693844 + Penalty 49.072189 = -1510.621655 nChanged 0 SP:Iteration 2F (18.957391 sec): 3 clusters Score: Raw -1559.693844 + Penalty 49.072189 = -1510.621655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.958805 sec): 2 clusters Score: Raw -30419.836558 + Penalty 347.590545 = -30072.246012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.959637 sec): 3 clusters Score: Raw -30269.508380 + Penalty 695.631917 = -29573.876462 nChanged 111 SP:Iteration 1F (18.960459 sec): 3 clusters Score: Raw -30353.959499 + Penalty 696.544264 = -29657.415236 nChanged 32 SP:Iteration 2F (18.961278 sec): 3 clusters Score: Raw -30378.907773 + Penalty 696.315531 = -29682.592242 nChanged 13 SP:Iteration 3Q (18.962098 sec): 3 clusters Score: Raw -30388.772057 + Penalty 696.964815 = -29691.807242 nChanged 6 SP:Iteration 4Q (18.962870 sec): 3 clusters Score: Raw -30394.582559 + Penalty 697.028744 = -29697.553815 nChanged 7 SP:Iteration 5Q (18.963643 sec): 3 clusters Score: Raw -30398.776576 + Penalty 696.920339 = -29701.856237 nChanged 4 SP:Iteration 6Q (18.964414 sec): 3 clusters Score: Raw -30400.652916 + Penalty 696.692570 = -29703.960346 nChanged 2 SP:Iteration 7Q (18.965180 sec): 3 clusters Score: Raw -30402.137038 + Penalty 696.675620 = -29705.461418 nChanged 4 SP:Iteration 8Q (18.965946 sec): 3 clusters Score: Raw -30405.526766 + Penalty 696.335873 = -29709.190894 nChanged 4 SP:Iteration 9Q (18.966719 sec): 3 clusters Score: Raw -30407.734583 + Penalty 695.804057 = -29711.930526 nChanged 3 SP:Iteration 10F (18.967504 sec): 3 clusters Score: Raw -30409.463803 + Penalty 694.964119 = -29714.499684 nChanged 6 SP:Iteration 11Q (18.968275 sec): 3 clusters Score: Raw -30415.563758 + Penalty 694.613267 = -29720.950491 nChanged 4 SP:Iteration 12Q (18.969043 sec): 3 clusters Score: Raw -30419.288507 + Penalty 694.098725 = -29725.189783 nChanged 3 SP:Iteration 13Q (18.969860 sec): 3 clusters Score: Raw -30420.157351 + Penalty 693.568892 = -29726.588459 nChanged 3 SP:Iteration 14Q (18.970659 sec): 3 clusters Score: Raw -30420.764135 + Penalty 693.434750 = -29727.329385 nChanged 2 SP:Iteration 15Q (18.971453 sec): 3 clusters Score: Raw -30421.111566 + Penalty 693.434750 = -29727.676816 nChanged 0 SP:Iteration 16F (18.972269 sec): 3 clusters Score: Raw -30421.111566 + Penalty 693.434750 = -29727.676816 nChanged 0 Memory request: 0.06 GB would take us to total of 0.30 GB. Trying to split cluster 6 (12482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.026123 sec): 2 clusters Score: Raw -1048767.553343 + Penalty 296.965810 = -1048470.587533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.050082 sec): 3 clusters Score: Raw -1040314.647967 + Penalty 755.988198 = -1039558.659769 nChanged 5994 SP:Iteration 1F (19.072668 sec): 3 clusters Score: Raw -1046561.155275 + Penalty 936.915864 = -1045624.239411 nChanged 1433 SP:Iteration 2F (19.095183 sec): 3 clusters Score: Raw -1048081.328516 + Penalty 1014.431461 = -1047066.897055 nChanged 397 SP:Iteration 3Q (19.116105 sec): 3 clusters Score: Raw -1048429.164511 + Penalty 1058.878917 = -1047370.285594 nChanged 210 SP:Iteration 4Q (19.135234 sec): 3 clusters Score: Raw -1048613.693821 + Penalty 1090.222419 = -1047523.471402 nChanged 111 SP:Iteration 5Q (19.154540 sec): 3 clusters Score: Raw -1048712.601397 + Penalty 1102.177074 = -1047610.424323 nChanged 41 SP:Iteration 6Q (19.173664 sec): 3 clusters Score: Raw -1048747.334888 + Penalty 1109.903046 = -1047637.431842 nChanged 13 SP:Iteration 7Q (19.193080 sec): 3 clusters Score: Raw -1048758.638672 + Penalty 1108.259188 = -1047650.379484 nChanged 3 SP:Iteration 8Q (19.211234 sec): 3 clusters Score: Raw -1048761.216237 + Penalty 1105.444364 = -1047655.771874 nChanged 1 SP:Iteration 9Q (19.229120 sec): 3 clusters Score: Raw -1048762.720345 + Penalty 1104.107712 = -1047658.612633 nChanged 1 SP:Iteration 10F (19.252101 sec): 3 clusters Score: Raw -1048764.979525 + Penalty 1104.107712 = -1047660.871813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.259418 sec): 2 clusters Score: Raw -8420.643632 + Penalty 214.649333 = -8205.994299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.259803 sec): 3 clusters Score: Raw -8365.207899 + Penalty 429.298667 = -7935.909232 nChanged 21 SP:Iteration 1F (19.260177 sec): 3 clusters Score: Raw -8382.872598 + Penalty 427.943548 = -7954.929051 nChanged 6 SP:Iteration 2F (19.260554 sec): 3 clusters Score: Raw -8388.285850 + Penalty 424.064390 = -7964.221460 nChanged 4 SP:Iteration 3Q (19.260954 sec): 3 clusters Score: Raw -8393.086138 + Penalty 420.690880 = -7972.395258 nChanged 2 SP:Iteration 4Q (19.261323 sec): 3 clusters Score: Raw -8394.779811 + Penalty 418.409536 = -7976.370275 nChanged 3 SP:Iteration 5Q (19.261691 sec): 3 clusters Score: Raw -8395.870573 + Penalty 415.560184 = -7980.310388 nChanged 3 SP:Iteration 6Q (19.262062 sec): 3 clusters Score: Raw -8395.679917 + Penalty 413.146527 = -7982.533390 nChanged 2 SP:Iteration 7Q (19.262434 sec): 3 clusters Score: Raw -8396.295251 + Penalty 416.591574 = -7979.703677 nChanged 3 SP:Iteration 8F (19.262807 sec): 3 clusters Score: Raw -8398.638376 + Penalty 417.062566 = -7981.575809 nChanged 2 SP:Iteration 9Q (19.263179 sec): 3 clusters Score: Raw -8399.179012 + Penalty 418.260013 = -7980.918999 nChanged 1 SP:Iteration 10F (19.263551 sec): 3 clusters Score: Raw -8399.475996 + Penalty 418.260013 = -7981.215983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.265332 sec): 2 clusters Score: Raw -18351.117543 + Penalty 477.260379 = -17873.857164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.265899 sec): 3 clusters Score: Raw -18253.453566 + Penalty 954.695771 = -17298.757796 nChanged 44 SP:Iteration 1F (19.266446 sec): 3 clusters Score: Raw -18283.724394 + Penalty 955.609793 = -17328.114601 nChanged 14 SP:Iteration 2F (19.266991 sec): 3 clusters Score: Raw -18295.948046 + Penalty 957.902269 = -17338.045778 nChanged 11 SP:Iteration 3F (19.267536 sec): 3 clusters Score: Raw -18303.676317 + Penalty 960.138654 = -17343.537663 nChanged 8 SP:Iteration 4Q (19.268083 sec): 3 clusters Score: Raw -18312.778175 + Penalty 961.741785 = -17351.036390 nChanged 4 SP:Iteration 5Q (19.268630 sec): 3 clusters Score: Raw -18315.418436 + Penalty 964.626391 = -17350.792046 nChanged 3 SP:Iteration 6F (19.269237 sec): 3 clusters Score: Raw -18319.315488 + Penalty 970.368920 = -17348.946567 nChanged 7 SP:Iteration 7F (19.269807 sec): 3 clusters Score: Raw -18325.978890 + Penalty 975.622290 = -17350.356600 nChanged 8 SP:Iteration 8Q (19.270382 sec): 3 clusters Score: Raw -18336.730508 + Penalty 983.720545 = -17353.009963 nChanged 7 SP:Iteration 9Q (19.270948 sec): 3 clusters Score: Raw -18345.266735 + Penalty 991.092393 = -17354.174342 nChanged 4 SP:Iteration 10F (19.271507 sec): 3 clusters Score: Raw -18349.478666 + Penalty 997.437081 = -17352.041585 nChanged 4 SP:Iteration 11F (19.272066 sec): 3 clusters Score: Raw -18354.334406 + Penalty 999.304521 = -17355.029885 nChanged 2 SP:Iteration 12Q (19.272614 sec): 3 clusters Score: Raw -18357.390440 + Penalty 999.304521 = -17358.085919 nChanged 0 SP:Iteration 13F (19.273173 sec): 3 clusters Score: Raw -18357.390440 + Penalty 999.304521 = -17358.085919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.274561 sec): 2 clusters Score: Raw -11142.362134 + Penalty 382.550315 = -10759.811819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.274990 sec): 3 clusters Score: Raw -11094.846208 + Penalty 758.115319 = -10336.730889 nChanged 24 SP:Iteration 1F (19.275412 sec): 3 clusters Score: Raw -11115.506489 + Penalty 757.965836 = -10357.540653 nChanged 11 SP:Iteration 2F (19.275833 sec): 3 clusters Score: Raw -11132.177956 + Penalty 757.734818 = -10374.443138 nChanged 7 SP:Iteration 3F (19.276253 sec): 3 clusters Score: Raw -11141.346933 + Penalty 759.301918 = -10382.045015 nChanged 2 SP:Iteration 4Q (19.276666 sec): 3 clusters Score: Raw -11141.690591 + Penalty 761.272657 = -10380.417934 nChanged 3 SP:Iteration 5F (19.277086 sec): 3 clusters Score: Raw -11143.459708 + Penalty 761.858702 = -10381.601005 nChanged 2 SP:Iteration 6Q (19.277498 sec): 3 clusters Score: Raw -11143.972989 + Penalty 761.858702 = -10382.114287 nChanged 0 SP:Iteration 7F (19.277918 sec): 3 clusters Score: Raw -11143.972989 + Penalty 761.858702 = -10382.114287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.278445 sec): 2 clusters Score: Raw -829.721975 + Penalty 220.931546 = -608.790430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.278675 sec): 3 clusters Score: Raw -826.245715 + Penalty 437.613631 = -388.632085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.279968 sec): 2 clusters Score: Raw -29742.913245 + Penalty 564.118697 = -29178.794547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.280730 sec): 3 clusters Score: Raw -29614.896626 + Penalty 1115.697351 = -28499.199275 nChanged 85 SP:Iteration 1F (19.281480 sec): 3 clusters Score: Raw -29690.171949 + Penalty 1107.992580 = -28582.179369 nChanged 26 SP:Iteration 2F (19.282228 sec): 3 clusters Score: Raw -29716.689212 + Penalty 1106.110352 = -28610.578860 nChanged 11 SP:Iteration 3Q (19.282969 sec): 3 clusters Score: Raw -29729.285436 + Penalty 1102.834786 = -28626.450649 nChanged 6 SP:Iteration 4Q (19.283711 sec): 3 clusters Score: Raw -29734.712130 + Penalty 1103.343086 = -28631.369044 nChanged 1 SP:Iteration 5Q (19.284446 sec): 3 clusters Score: Raw -29735.383703 + Penalty 1103.204039 = -28632.179664 nChanged 1 SP:Iteration 6Q (19.285182 sec): 3 clusters Score: Raw -29735.558438 + Penalty 1102.533861 = -28633.024577 nChanged 1 SP:Iteration 7Q (19.285918 sec): 3 clusters Score: Raw -29736.068411 + Penalty 1102.229899 = -28633.838512 nChanged 1 SP:Iteration 8Q (19.286654 sec): 3 clusters Score: Raw -29737.167411 + Penalty 1102.229899 = -28634.937512 nChanged 0 SP:Iteration 9F (19.287406 sec): 3 clusters Score: Raw -29737.167411 + Penalty 1102.229899 = -28634.937512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.287913 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.288151 sec): 3 clusters Score: Raw -1320.546759 + Penalty 435.800452 = -884.746307 nChanged 2 SP:Iteration 1F (19.288388 sec): 3 clusters Score: Raw -1326.292931 + Penalty 199.387588 = -1126.905343 nChanged 2 SP:Iteration 2F (19.288595 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.289183 sec): 2 clusters Score: Raw -4656.032910 + Penalty 262.485500 = -4393.547410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.289487 sec): 3 clusters Score: Raw -4652.664227 + Penalty 522.975060 = -4129.689167 nChanged 5 SP:Iteration 1F (19.289789 sec): 3 clusters Score: Raw -4665.478251 + Penalty 522.594578 = -4142.883673 nChanged 1 SP:Iteration 2Q (19.290085 sec): 3 clusters Score: Raw -4667.775512 + Penalty 522.594578 = -4145.180934 nChanged 0 SP:Iteration 3F (19.290383 sec): 3 clusters Score: Raw -4667.775512 + Penalty 522.594578 = -4145.180934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.291545 sec): 2 clusters Score: Raw -24675.708564 + Penalty 67.955837 = -24607.752727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.292227 sec): 3 clusters Score: Raw -24496.211988 + Penalty 127.893199 = -24368.318789 nChanged 124 SP:Iteration 1F (19.292910 sec): 3 clusters Score: Raw -24608.055640 + Penalty 125.177000 = -24482.878640 nChanged 42 SP:Iteration 2F (19.293575 sec): 3 clusters Score: Raw -24662.874030 + Penalty 67.955837 = -24594.918193 nChanged 11 SP:Iteration 3Q (19.294156 sec): 2 clusters Score: Raw -24675.708564 + Penalty 67.955837 = -24607.752727 nChanged 0 SP:Iteration 4F (19.294715 sec): 2 clusters Score: Raw -24675.708564 + Penalty 67.955837 = -24607.752727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.295211 sec): 2 clusters Score: Raw -817.117645 + Penalty 106.199552 = -710.918093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.295436 sec): 3 clusters Score: Raw -834.051162 + Penalty 204.231652 = -629.819509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.296040 sec): 2 clusters Score: Raw -5173.280916 + Penalty 395.427313 = -4777.853603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.296350 sec): 3 clusters Score: Raw -5172.070166 + Penalty 791.153272 = -4380.916894 nChanged 1 SP:Iteration 1Q (19.296651 sec): 3 clusters Score: Raw -5173.696749 + Penalty 791.153272 = -4382.543477 nChanged 0 SP:Iteration 2F (19.296955 sec): 3 clusters Score: Raw -5173.696749 + Penalty 791.153272 = -4382.543477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.297441 sec): 2 clusters Score: Raw -1126.633523 + Penalty 227.982004 = -898.651519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.297669 sec): 3 clusters Score: Raw -1119.341407 + Penalty 442.429208 = -676.912199 nChanged 1 SP:Iteration 1F (19.297892 sec): 3 clusters Score: Raw -1120.607642 + Penalty 227.982004 = -892.625637 nChanged 1 SP:Iteration 2F (19.298095 sec): 2 clusters Score: Raw -1126.633523 + Penalty 227.982004 = -898.651519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.298575 sec): 2 clusters Score: Raw -807.020918 + Penalty 208.412454 = -598.608464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.298797 sec): 3 clusters Score: Raw -816.477351 + Penalty 420.156089 = -396.321262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299298 sec): 2 clusters Score: Raw -1900.844260 + Penalty 414.417768 = -1486.426492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.299540 sec): 3 clusters Score: Raw -1920.185266 + Penalty 829.613669 = -1090.571597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299988 sec): 2 clusters Score: Raw -246.087861 + Penalty 30.211838 = -215.876023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.300179 sec): 3 clusters Score: Raw -249.210824 + Penalty 60.423676 = -188.787148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.300739 sec): 2 clusters Score: Raw -4055.835272 + Penalty 411.876372 = -3643.958900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.301024 sec): 3 clusters Score: Raw -4067.674703 + Penalty 825.648411 = -3242.026292 nChanged 2 SP:Iteration 1Q (19.301300 sec): 3 clusters Score: Raw -4073.519414 + Penalty 825.648411 = -3247.871004 nChanged 0 SP:Iteration 2F (19.301589 sec): 3 clusters Score: Raw -4073.519414 + Penalty 825.648411 = -3247.871004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.302116 sec): 2 clusters Score: Raw -2016.398919 + Penalty 298.153935 = -1718.244984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.302386 sec): 3 clusters Score: Raw -2022.470274 + Penalty 595.135503 = -1427.334771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.303152 sec): 2 clusters Score: Raw -10814.125254 + Penalty 498.442786 = -10315.682469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.303568 sec): 3 clusters Score: Raw -10778.767468 + Penalty 1003.580831 = -9775.186637 nChanged 14 SP:Iteration 1F (19.303977 sec): 3 clusters Score: Raw -10799.341505 + Penalty 1009.377681 = -9789.963824 nChanged 8 SP:Iteration 2F (19.304386 sec): 3 clusters Score: Raw -10809.299350 + Penalty 1014.953088 = -9794.346262 nChanged 3 SP:Iteration 3Q (19.304793 sec): 3 clusters Score: Raw -10811.365161 + Penalty 1014.953088 = -9796.412073 nChanged 0 SP:Iteration 4F (19.305202 sec): 3 clusters Score: Raw -10811.365161 + Penalty 1014.953088 = -9796.412073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.305733 sec): 2 clusters Score: Raw -2774.764940 + Penalty 354.464947 = -2420.299993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.305997 sec): 3 clusters Score: Raw -2769.066564 + Penalty 708.685648 = -2060.380916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.306487 sec): 2 clusters Score: Raw -1398.231960 + Penalty 336.408552 = -1061.823409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.306718 sec): 3 clusters Score: Raw -1388.031146 + Penalty 671.709846 = -716.321300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.307227 sec): 2 clusters Score: Raw -2143.290833 + Penalty 340.399858 = -1802.890975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.307476 sec): 3 clusters Score: Raw -2172.326620 + Penalty 682.459143 = -1489.867477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.307945 sec): 2 clusters Score: Raw -600.890627 + Penalty 218.827180 = -382.063447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.308159 sec): 3 clusters Score: Raw -590.487580 + Penalty 394.927531 = -195.560049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.308670 sec): 2 clusters Score: Raw -1918.900649 + Penalty 245.095161 = -1673.805487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.308916 sec): 3 clusters Score: Raw -1926.037605 + Penalty 496.938784 = -1429.098821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.309562 sec): 2 clusters Score: Raw -7350.787874 + Penalty 678.186448 = -6672.601426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.309903 sec): 3 clusters Score: Raw -7421.550451 + Penalty 1356.089333 = -6065.461118 nChanged 3 SP:Iteration 1Q (19.310225 sec): 3 clusters Score: Raw -7431.391342 + Penalty 1356.252959 = -6075.138382 nChanged 1 SP:Iteration 2Q (19.310544 sec): 3 clusters Score: Raw -7435.056812 + Penalty 1356.370052 = -6078.686760 nChanged 2 SP:Iteration 3Q (19.310862 sec): 3 clusters Score: Raw -7442.201952 + Penalty 1356.370052 = -6085.831900 nChanged 0 SP:Iteration 4F (19.311194 sec): 3 clusters Score: Raw -7442.201952 + Penalty 1356.370052 = -6085.831900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.311686 sec): 2 clusters Score: Raw -753.994273 + Penalty 220.886782 = -533.107490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.311907 sec): 3 clusters Score: Raw -746.900406 + Penalty 415.316750 = -331.583656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.313327 sec): 2 clusters Score: Raw -19787.305061 + Penalty 844.423668 = -18942.881393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.313901 sec): 3 clusters Score: Raw -19832.790376 + Penalty 1689.179809 = -18143.610567 nChanged 33 SP:Iteration 1F (19.314492 sec): 3 clusters Score: Raw -19926.621668 + Penalty 1689.528431 = -18237.093238 nChanged 8 SP:Iteration 2Q (19.315048 sec): 3 clusters Score: Raw -19955.953044 + Penalty 1689.372113 = -18266.580931 nChanged 2 SP:Iteration 3Q (19.315591 sec): 3 clusters Score: Raw -19961.622690 + Penalty 1689.462571 = -18272.160119 nChanged 4 SP:Iteration 4Q (19.316135 sec): 3 clusters Score: Raw -19982.289873 + Penalty 1689.650284 = -18292.639588 nChanged 1 SP:Iteration 5Q (19.316676 sec): 3 clusters Score: Raw -19983.798819 + Penalty 1689.650284 = -18294.148534 nChanged 0 SP:Iteration 6F (19.317253 sec): 3 clusters Score: Raw -19983.798819 + Penalty 1689.650284 = -18294.148534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.322113 sec): 2 clusters Score: Raw -23423.745334 + Penalty 432.731444 = -22991.013890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.322788 sec): 3 clusters Score: Raw -23309.102025 + Penalty 856.720397 = -22452.381628 nChanged 72 SP:Iteration 1F (19.323451 sec): 3 clusters Score: Raw -23370.293053 + Penalty 851.291022 = -22519.002031 nChanged 26 SP:Iteration 2F (19.324096 sec): 3 clusters Score: Raw -23389.513427 + Penalty 847.789211 = -22541.724216 nChanged 10 SP:Iteration 3Q (19.324737 sec): 3 clusters Score: Raw -23396.648356 + Penalty 847.004630 = -22549.643726 nChanged 7 SP:Iteration 4Q (19.325374 sec): 3 clusters Score: Raw -23407.140104 + Penalty 846.740605 = -22560.399499 nChanged 2 SP:Iteration 5Q (19.326006 sec): 3 clusters Score: Raw -23408.422723 + Penalty 846.661910 = -22561.760813 nChanged 1 SP:Iteration 6Q (19.326638 sec): 3 clusters Score: Raw -23408.907421 + Penalty 846.661910 = -22562.245511 nChanged 0 SP:Iteration 7F (19.327277 sec): 3 clusters Score: Raw -23408.907421 + Penalty 846.661910 = -22562.245511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.328300 sec): 2 clusters Score: Raw -1804.946681 + Penalty 293.217995 = -1511.728686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.328577 sec): 3 clusters Score: Raw -2092.197456 + Penalty 583.309516 = -1508.887939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.329349 sec): 2 clusters Score: Raw -1065.043492 + Penalty 291.203596 = -773.839896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.329576 sec): 3 clusters Score: Raw -1055.386141 + Penalty 605.409674 = -449.976467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.330343 sec): 2 clusters Score: Raw -923.849442 + Penalty 224.906687 = -698.942755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.330569 sec): 3 clusters Score: Raw -920.099476 + Penalty 449.813375 = -470.286102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.331400 sec): 2 clusters Score: Raw -1590.329432 + Penalty 356.436692 = -1233.892740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.331636 sec): 3 clusters Score: Raw -1585.279948 + Penalty 723.614923 = -861.665025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.332406 sec): 2 clusters Score: Raw -863.621897 + Penalty 214.432136 = -649.189761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.332629 sec): 3 clusters Score: Raw -854.215139 + Penalty 428.644337 = -425.570802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.333354 sec): 2 clusters Score: Raw -238.980756 + Penalty 21.171446 = -217.809310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.333545 sec): 3 clusters Score: Raw -244.712559 + Penalty 39.447455 = -205.265104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.334298 sec): 2 clusters Score: Raw -867.223639 + Penalty 246.035585 = -621.188055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.334521 sec): 3 clusters Score: Raw -856.849499 + Penalty 484.986371 = -371.863128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.335351 sec): 2 clusters Score: Raw -3241.121371 + Penalty 445.601485 = -2795.519885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.335622 sec): 3 clusters Score: Raw -3289.444644 + Penalty 893.975230 = -2395.469414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.336861 sec): 2 clusters Score: Raw -17612.152183 + Penalty 649.481302 = -16962.670882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.337405 sec): 3 clusters Score: Raw -17593.427726 + Penalty 1298.248064 = -16295.179662 nChanged 24 SP:Iteration 1F (19.337933 sec): 3 clusters Score: Raw -17647.430577 + Penalty 1297.992489 = -16349.438088 nChanged 7 SP:Iteration 2Q (19.338463 sec): 3 clusters Score: Raw -17657.671623 + Penalty 1297.957396 = -16359.714227 nChanged 5 SP:Iteration 3Q (19.338970 sec): 3 clusters Score: Raw -17664.928431 + Penalty 1297.421313 = -16367.507117 nChanged 3 SP:Iteration 4Q (19.339475 sec): 3 clusters Score: Raw -17667.654947 + Penalty 1296.818100 = -16370.836847 nChanged 1 SP:Iteration 5Q (19.339979 sec): 3 clusters Score: Raw -17668.766200 + Penalty 1296.320373 = -16372.445827 nChanged 1 SP:Iteration 6Q (19.340482 sec): 3 clusters Score: Raw -17669.672836 + Penalty 1296.320373 = -16373.352463 nChanged 0 SP:Iteration 7F (19.341001 sec): 3 clusters Score: Raw -17669.672836 + Penalty 1296.320373 = -16373.352463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.341862 sec): 2 clusters Score: Raw -1252.761322 + Penalty 289.698302 = -963.063020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.342092 sec): 3 clusters Score: Raw -1251.656810 + Penalty 578.556455 = -673.100354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.342847 sec): 2 clusters Score: Raw -688.426311 + Penalty 232.099244 = -456.327067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.343065 sec): 3 clusters Score: Raw -673.959942 + Penalty 461.659533 = -212.300410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.343823 sec): 2 clusters Score: Raw -289.469757 + Penalty 149.007229 = -140.462528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.344030 sec): 3 clusters Score: Raw -282.322506 + Penalty 287.319299 = 4.996793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.344824 sec): 2 clusters Score: Raw -2501.498344 + Penalty 346.460410 = -2155.037935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.345079 sec): 3 clusters Score: Raw -2500.298351 + Penalty 692.920819 = -1807.377532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.345843 sec): 2 clusters Score: Raw -1208.083414 + Penalty 268.452806 = -939.630609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.346072 sec): 3 clusters Score: Raw -1211.417365 + Penalty 535.786246 = -675.631118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.346832 sec): 2 clusters Score: Raw -1249.404237 + Penalty 363.827990 = -885.576247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.347060 sec): 3 clusters Score: Raw -1233.418359 + Penalty 727.655980 = -505.762379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.347974 sec): 2 clusters Score: Raw -6430.133851 + Penalty 365.075156 = -6065.058695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.348313 sec): 3 clusters Score: Raw -6426.222207 + Penalty 730.468208 = -5695.753999 nChanged 4 SP:Iteration 1F (19.348643 sec): 3 clusters Score: Raw -6434.019123 + Penalty 730.468208 = -5703.550915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.349439 sec): 2 clusters Score: Raw -1751.614361 + Penalty 263.131767 = -1488.482594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.349680 sec): 3 clusters Score: Raw -1745.555356 + Penalty 507.339942 = -1238.215414 nChanged 2 SP:Iteration 1F (19.349917 sec): 3 clusters Score: Raw -1747.355772 + Penalty 507.339942 = -1240.015830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.350654 sec): 2 clusters Score: Raw -391.467579 + Penalty 178.065677 = -213.401902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.350868 sec): 3 clusters Score: Raw -378.207007 + Penalty 356.131353 = -22.075654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.351640 sec): 2 clusters Score: Raw -1774.924824 + Penalty 392.086882 = -1382.837942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.351881 sec): 3 clusters Score: Raw -1785.011384 + Penalty 783.939052 = -1001.072332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.352663 sec): 2 clusters Score: Raw -1287.469101 + Penalty 323.028702 = -964.440399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.352894 sec): 3 clusters Score: Raw -1285.406382 + Penalty 644.856368 = -640.550014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.353662 sec): 2 clusters Score: Raw -735.937754 + Penalty 193.510785 = -542.426969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.353880 sec): 3 clusters Score: Raw -729.534334 + Penalty 383.090361 = -346.443973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.354621 sec): 2 clusters Score: Raw -270.173527 + Penalty 101.997821 = -168.175706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.354825 sec): 3 clusters Score: Raw -268.171363 + Penalty 225.803147 = -42.368216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.355810 sec): 2 clusters Score: Raw -9045.653417 + Penalty 646.829513 = -8398.823904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.356199 sec): 3 clusters Score: Raw -9117.201605 + Penalty 1294.113586 = -7823.088018 nChanged 9 SP:Iteration 1F (19.356581 sec): 3 clusters Score: Raw -9145.569393 + Penalty 1294.113586 = -7851.455807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.357446 sec): 2 clusters Score: Raw -3666.686186 + Penalty 513.607582 = -3153.078604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.357718 sec): 3 clusters Score: Raw -3695.018605 + Penalty 1031.932805 = -2663.085800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.358480 sec): 2 clusters Score: Raw -807.565753 + Penalty 287.628041 = -519.937712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.358702 sec): 3 clusters Score: Raw -791.471239 + Penalty 586.308931 = -205.162308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.359447 sec): 2 clusters Score: Raw -775.788136 + Penalty 244.417201 = -531.370935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.359667 sec): 3 clusters Score: Raw -766.020005 + Penalty 490.105617 = -275.914388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.360731 sec): 2 clusters Score: Raw -12125.184212 + Penalty 409.865462 = -11715.318751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.361174 sec): 3 clusters Score: Raw -12087.673273 + Penalty 794.996622 = -11292.676651 nChanged 21 SP:Iteration 1F (19.361612 sec): 3 clusters Score: Raw -12119.274109 + Penalty 790.852255 = -11328.421854 nChanged 8 SP:Iteration 2F (19.362048 sec): 3 clusters Score: Raw -12128.139509 + Penalty 788.071250 = -11340.068258 nChanged 5 SP:Iteration 3Q (19.362481 sec): 3 clusters Score: Raw -12137.084387 + Penalty 786.004119 = -11351.080267 nChanged 1 SP:Iteration 4Q (19.362909 sec): 3 clusters Score: Raw -12137.448254 + Penalty 786.004119 = -11351.444135 nChanged 0 SP:Iteration 5F (19.363345 sec): 3 clusters Score: Raw -12137.448254 + Penalty 786.004119 = -11351.444135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.364136 sec): 2 clusters Score: Raw -673.044288 + Penalty 220.267508 = -452.776779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.364354 sec): 3 clusters Score: Raw -661.703533 + Penalty 433.386798 = -228.316735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.365116 sec): 2 clusters Score: Raw -567.695739 + Penalty 175.301718 = -392.394021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.365333 sec): 3 clusters Score: Raw -562.662404 + Penalty 175.301718 = -387.360686 nChanged 1 SP:Iteration 1F (19.365528 sec): 2 clusters Score: Raw -567.695739 + Penalty 175.301718 = -392.394021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.366264 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.366447 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.367260 sec): 2 clusters Score: Raw -2553.396259 + Penalty 361.099451 = -2192.296808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.367520 sec): 3 clusters Score: Raw -2555.754822 + Penalty 726.326165 = -1829.428658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.368278 sec): 2 clusters Score: Raw -789.569745 + Penalty 276.399615 = -513.170130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.368499 sec): 3 clusters Score: Raw -781.366586 + Penalty 549.589404 = -231.777182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.369232 sec): 2 clusters Score: Raw -285.642483 + Penalty 120.296080 = -165.346403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.369426 sec): 2 clusters Score: Raw -285.642483 + Penalty 120.296080 = -165.346403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.370166 sec): 2 clusters Score: Raw -452.689003 + Penalty 144.294401 = -308.394602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.370381 sec): 3 clusters Score: Raw -449.827202 + Penalty 289.373378 = -160.453824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.371144 sec): 2 clusters Score: Raw -485.373834 + Penalty 183.115542 = -302.258292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.371358 sec): 3 clusters Score: Raw -472.292498 + Penalty 362.033135 = -110.259363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.372194 sec): 2 clusters Score: Raw -2960.329042 + Penalty 104.302703 = -2856.026338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.372490 sec): 3 clusters Score: Raw -3001.480815 + Penalty 207.988413 = -2793.492402 nChanged 6 SP:Iteration 1F (19.372778 sec): 3 clusters Score: Raw -3006.286895 + Penalty 209.217863 = -2797.069032 nChanged 1 SP:Iteration 2Q (19.373057 sec): 3 clusters Score: Raw -3006.843291 + Penalty 209.217863 = -2797.625428 nChanged 0 SP:Iteration 3F (19.373343 sec): 3 clusters Score: Raw -3006.843291 + Penalty 209.217863 = -2797.625428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.374095 sec): 2 clusters Score: Raw -382.446389 + Penalty 158.009955 = -224.436434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.374308 sec): 3 clusters Score: Raw -370.262956 + Penalty 316.019910 = -54.243047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.375102 sec): 2 clusters Score: Raw -845.313130 + Penalty 210.737073 = -634.576056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.375327 sec): 3 clusters Score: Raw -839.911061 + Penalty 414.998950 = -424.912112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.376136 sec): 2 clusters Score: Raw -2032.604648 + Penalty 264.088278 = -1768.516370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.376384 sec): 3 clusters Score: Raw -2034.794689 + Penalty 536.346540 = -1498.448149 nChanged 2 SP:Iteration 1F (19.376629 sec): 3 clusters Score: Raw -2039.436496 + Penalty 536.346540 = -1503.089957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.377384 sec): 2 clusters Score: Raw -937.737932 + Penalty 212.292851 = -725.445080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.377609 sec): 3 clusters Score: Raw -935.742598 + Penalty 424.585702 = -511.156896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.378358 sec): 2 clusters Score: Raw -643.492670 + Penalty 172.506595 = -470.986075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.378577 sec): 3 clusters Score: Raw -638.311868 + Penalty 346.345011 = -291.966856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.379319 sec): 2 clusters Score: Raw -666.479757 + Penalty 198.514211 = -467.965546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.379535 sec): 3 clusters Score: Raw -658.368428 + Penalty 432.723056 = -225.645372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.380273 sec): 2 clusters Score: Raw -574.923184 + Penalty 224.093239 = -350.829945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.380470 sec): 2 clusters Score: Raw -574.923184 + Penalty 224.093239 = -350.829945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.381203 sec): 2 clusters Score: Raw -376.002271 + Penalty 147.735651 = -228.266620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.381415 sec): 3 clusters Score: Raw -366.858117 + Penalty 299.102434 = -67.755683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.382138 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.382327 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.383114 sec): 2 clusters Score: Raw -2364.627592 + Penalty 333.704183 = -2030.923409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.383367 sec): 3 clusters Score: Raw -2366.026269 + Penalty 671.518500 = -1694.507769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.384118 sec): 2 clusters Score: Raw -745.614654 + Penalty 232.647787 = -512.966866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.384414 sec): 3 clusters Score: Raw -750.043570 + Penalty 465.295575 = -284.747995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.385157 sec): 2 clusters Score: Raw -364.778169 + Penalty 131.632844 = -233.145325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.385366 sec): 3 clusters Score: Raw -359.548851 + Penalty 299.242407 = -60.306443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.386199 sec): 2 clusters Score: Raw -4274.201839 + Penalty 581.562358 = -3692.639481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.386487 sec): 3 clusters Score: Raw -4396.546629 + Penalty 1161.768754 = -3234.777875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.387211 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.387391 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.388129 sec): 2 clusters Score: Raw -390.756836 + Penalty 174.628438 = -216.128397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.388343 sec): 3 clusters Score: Raw -378.247228 + Penalty 349.256877 = -28.990352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.389179 sec): 2 clusters Score: Raw -4186.125941 + Penalty 402.569684 = -3783.556257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.389469 sec): 3 clusters Score: Raw -4188.310668 + Penalty 799.650788 = -3388.659881 nChanged 2 SP:Iteration 1Q (19.389752 sec): 3 clusters Score: Raw -4191.245104 + Penalty 799.816731 = -3391.428372 nChanged 1 SP:Iteration 2Q (19.390032 sec): 3 clusters Score: Raw -4191.997710 + Penalty 799.816731 = -3392.180978 nChanged 0 SP:Iteration 3F (19.390315 sec): 3 clusters Score: Raw -4191.997710 + Penalty 799.816731 = -3392.180978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.391096 sec): 2 clusters Score: Raw -1588.534099 + Penalty 267.580433 = -1320.953666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.391333 sec): 3 clusters Score: Raw -1589.944029 + Penalty 537.292100 = -1052.651929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.392077 sec): 2 clusters Score: Raw -381.805003 + Penalty 156.088674 = -225.716329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.392289 sec): 3 clusters Score: Raw -369.716000 + Penalty 312.177348 = -57.538653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.393042 sec): 2 clusters Score: Raw -1099.953593 + Penalty 304.249030 = -795.704564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.393269 sec): 3 clusters Score: Raw -1095.172039 + Penalty 613.535527 = -481.636512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.394084 sec): 2 clusters Score: Raw -3146.344479 + Penalty 438.238491 = -2708.105988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.394369 sec): 3 clusters Score: Raw -3173.866043 + Penalty 876.314642 = -2297.551400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.395113 sec): 2 clusters Score: Raw -269.625677 + Penalty 87.618240 = -182.007437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.395320 sec): 3 clusters Score: Raw -262.702173 + Penalty 172.709274 = -89.992899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.396058 sec): 2 clusters Score: Raw -488.967719 + Penalty 197.473246 = -291.494474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.396271 sec): 3 clusters Score: Raw -479.351457 + Penalty 370.254725 = -109.096732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.397053 sec): 2 clusters Score: Raw -1590.461425 + Penalty 35.407870 = -1555.053555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.397287 sec): 3 clusters Score: Raw -1621.476267 + Penalty 86.173554 = -1535.302712 nChanged 7 SP:Iteration 1F (19.397518 sec): 3 clusters Score: Raw -1647.651778 + Penalty 79.182240 = -1568.469538 nChanged 1 SP:Iteration 2Q (19.397743 sec): 3 clusters Score: Raw -1657.193920 + Penalty 79.182240 = -1578.011680 nChanged 0 SP:Iteration 3F (19.397974 sec): 3 clusters Score: Raw -1657.193920 + Penalty 79.182240 = -1578.011680 nChanged 0 Score: Raw -2213998.308731 + Penalty 187377.715583 = -2026620.593148 Splitting cluster 98 changes total score from -2013721.013672 to -2026620.593148 So it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.537503 sec): 2 clusters Score: Raw -1111.098192 + Penalty 223.016390 = -888.081802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.537747 sec): 3 clusters Score: Raw -1104.545083 + Penalty 430.564727 = -673.980355 nChanged 1 SP:Iteration 1F (21.537976 sec): 3 clusters Score: Raw -1107.653762 + Penalty 223.016390 = -884.637372 nChanged 1 SP:Iteration 2F (21.538180 sec): 2 clusters Score: Raw -1111.098192 + Penalty 223.016390 = -888.081802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.538946 sec): 2 clusters Score: Raw -469.023385 + Penalty 165.153631 = -303.869753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.539160 sec): 3 clusters Score: Raw -459.416119 + Penalty 329.962198 = -129.453920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.539895 sec): 2 clusters Score: Raw -189.116945 + Penalty 89.968030 = -99.148915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.540105 sec): 3 clusters Score: Raw -179.031675 + Penalty 179.936061 = 0.904385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.540868 sec): 2 clusters Score: Raw -860.785534 + Penalty 346.957916 = -513.827618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.541098 sec): 3 clusters Score: Raw -1051.148847 + Penalty 692.267711 = -358.881136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.541850 sec): 2 clusters Score: Raw -570.010860 + Penalty 216.759357 = -353.251503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.542096 sec): 3 clusters Score: Raw -564.896764 + Penalty 453.201436 = -111.695328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.542833 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.543016 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.543812 sec): 2 clusters Score: Raw -2583.521282 + Penalty 227.333026 = -2356.188256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.544072 sec): 3 clusters Score: Raw -2572.304681 + Penalty 456.836712 = -2115.467969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.544885 sec): 2 clusters Score: Raw -3120.591739 + Penalty 417.268133 = -2703.323606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.545152 sec): 3 clusters Score: Raw -3150.201192 + Penalty 832.348537 = -2317.852655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.545901 sec): 2 clusters Score: Raw -632.495168 + Penalty 291.948805 = -340.546363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.546120 sec): 3 clusters Score: Raw -667.829931 + Penalty 579.111854 = -88.718077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.546917 sec): 2 clusters Score: Raw -2691.811488 + Penalty 499.822777 = -2191.988711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.547175 sec): 3 clusters Score: Raw -2743.419832 + Penalty 1005.343744 = -1738.076088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.547930 sec): 2 clusters Score: Raw -981.014311 + Penalty 294.161113 = -686.853198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.548155 sec): 3 clusters Score: Raw -973.934056 + Penalty 592.551973 = -381.382083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.548900 sec): 2 clusters Score: Raw -785.137714 + Penalty 225.918712 = -559.219003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.549123 sec): 3 clusters Score: Raw -771.781584 + Penalty 436.978611 = -334.802973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.549974 sec): 2 clusters Score: Raw -4348.809730 + Penalty 492.445177 = -3856.364554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.550264 sec): 3 clusters Score: Raw -4375.903019 + Penalty 985.293834 = -3390.609185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.551023 sec): 2 clusters Score: Raw -927.172367 + Penalty 239.292102 = -687.880264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.551248 sec): 3 clusters Score: Raw -923.500847 + Penalty 475.545192 = -447.955655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.552012 sec): 2 clusters Score: Raw -1464.841964 + Penalty 269.158961 = -1195.683003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.552262 sec): 3 clusters Score: Raw -1466.962401 + Penalty 538.317922 = -928.644479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.552997 sec): 2 clusters Score: Raw -168.550742 + Penalty 16.959587 = -151.591155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.553191 sec): 3 clusters Score: Raw -164.804482 + Penalty 33.919174 = -130.885308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.553937 sec): 2 clusters Score: Raw -811.370143 + Penalty 272.353480 = -539.016663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.554158 sec): 3 clusters Score: Raw -792.664542 + Penalty 545.696850 = -246.967692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.554931 sec): 2 clusters Score: Raw -1607.770569 + Penalty 317.354375 = -1290.416194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.555169 sec): 3 clusters Score: Raw -1614.808503 + Penalty 633.291807 = -981.516696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.555913 sec): 2 clusters Score: Raw -695.063012 + Penalty 252.997979 = -442.065033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.556131 sec): 3 clusters Score: Raw -681.717877 + Penalty 515.034913 = -166.682964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.556882 sec): 2 clusters Score: Raw -956.240086 + Penalty 239.408175 = -716.831911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.557108 sec): 3 clusters Score: Raw -948.719108 + Penalty 478.816349 = -469.902758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.557885 sec): 2 clusters Score: Raw -1428.398427 + Penalty 356.811828 = -1071.586599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.558118 sec): 3 clusters Score: Raw -1413.557748 + Penalty 707.924280 = -705.633468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.558853 sec): 2 clusters Score: Raw -260.581012 + Penalty 71.586157 = -188.994855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.559058 sec): 3 clusters Score: Raw -261.384780 + Penalty 151.508061 = -109.876719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.559812 sec): 2 clusters Score: Raw -1047.930490 + Penalty 278.003642 = -769.926847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.560038 sec): 3 clusters Score: Raw -1046.383098 + Penalty 561.907025 = -484.476073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.560804 sec): 2 clusters Score: Raw -1467.012524 + Penalty 347.769365 = -1119.243159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.561038 sec): 3 clusters Score: Raw -1465.302726 + Penalty 700.428764 = -764.873962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.561776 sec): 2 clusters Score: Raw -463.194759 + Penalty 154.797900 = -308.396859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.562004 sec): 3 clusters Score: Raw -455.861803 + Penalty 304.762982 = -151.098821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.562745 sec): 2 clusters Score: Raw -488.427570 + Penalty 213.362037 = -275.065534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.562943 sec): 2 clusters Score: Raw -488.427570 + Penalty 213.362037 = -275.065534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.563681 sec): 2 clusters Score: Raw -374.583962 + Penalty 130.325018 = -244.258943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.563892 sec): 3 clusters Score: Raw -365.144265 + Penalty 256.130254 = -109.014011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.564680 sec): 2 clusters Score: Raw -2363.789478 + Penalty 327.096991 = -2036.692487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.564936 sec): 3 clusters Score: Raw -2366.028549 + Penalty 654.461631 = -1711.566918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.565716 sec): 2 clusters Score: Raw -1996.720829 + Penalty 349.987153 = -1646.733676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.565960 sec): 3 clusters Score: Raw -2012.485185 + Penalty 698.966204 = -1313.518981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.566706 sec): 2 clusters Score: Raw -650.757460 + Penalty 185.533997 = -465.223463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.566925 sec): 3 clusters Score: Raw -647.156664 + Penalty 369.376418 = -277.780245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.567673 sec): 2 clusters Score: Raw -290.014179 + Penalty 138.696259 = -151.317920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.567883 sec): 3 clusters Score: Raw -277.294474 + Penalty 282.212985 = 4.918511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.568634 sec): 2 clusters Score: Raw -457.752965 + Penalty 148.819433 = -308.933532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.568850 sec): 3 clusters Score: Raw -453.511272 + Penalty 302.602448 = -150.908825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.569591 sec): 2 clusters Score: Raw -389.707801 + Penalty 174.116666 = -215.591135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.569787 sec): 2 clusters Score: Raw -389.707801 + Penalty 174.116666 = -215.591135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.570527 sec): 2 clusters Score: Raw -593.792760 + Penalty 228.058968 = -365.733792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.570743 sec): 3 clusters Score: Raw -578.275048 + Penalty 456.117937 = -122.157112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.571479 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.571667 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.572488 sec): 2 clusters Score: Raw -3644.116313 + Penalty 445.436924 = -3198.679390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.572763 sec): 3 clusters Score: Raw -3638.885450 + Penalty 881.591481 = -2757.293969 nChanged 1 SP:Iteration 1Q (21.573033 sec): 3 clusters Score: Raw -3639.536774 + Penalty 881.591481 = -2757.945293 nChanged 0 SP:Iteration 2F (21.573305 sec): 3 clusters Score: Raw -3639.536774 + Penalty 881.591481 = -2757.945293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.574109 sec): 2 clusters Score: Raw -715.915083 + Penalty 249.753600 = -466.161484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.574329 sec): 3 clusters Score: Raw -693.179487 + Penalty 502.649783 = -190.529704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.575179 sec): 2 clusters Score: Raw -3420.841124 + Penalty 558.700571 = -2862.140553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.575447 sec): 3 clusters Score: Raw -3458.414369 + Penalty 1115.327205 = -2343.087164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.576212 sec): 2 clusters Score: Raw -1192.598561 + Penalty 318.991848 = -873.606714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.576442 sec): 3 clusters Score: Raw -1186.491190 + Penalty 622.451920 = -564.039269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.577171 sec): 2 clusters Score: Raw -175.730944 + Penalty 44.857865 = -130.873080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.577372 sec): 3 clusters Score: Raw -172.637473 + Penalty 89.715729 = -82.921744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.578104 sec): 2 clusters Score: Raw -291.844318 + Penalty 138.937338 = -152.906980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.578317 sec): 3 clusters Score: Raw -279.011496 + Penalty 272.046332 = -6.965164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.579067 sec): 2 clusters Score: Raw -390.896969 + Penalty 184.677475 = -206.219494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.579263 sec): 2 clusters Score: Raw -390.896969 + Penalty 184.677475 = -206.219494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.580003 sec): 2 clusters Score: Raw -563.112039 + Penalty 170.106597 = -393.005442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.580219 sec): 3 clusters Score: Raw -554.479728 + Penalty 355.167985 = -199.311742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.580961 sec): 2 clusters Score: Raw -671.616337 + Penalty 228.665562 = -442.950775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.581202 sec): 3 clusters Score: Raw -664.816367 + Penalty 462.213376 = -202.602990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.581954 sec): 2 clusters Score: Raw -745.575447 + Penalty 250.938291 = -494.637156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.582178 sec): 3 clusters Score: Raw -823.388355 + Penalty 488.721676 = -334.666679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.582913 sec): 2 clusters Score: Raw -381.222667 + Penalty 158.919772 = -222.302895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.583124 sec): 3 clusters Score: Raw -374.036904 + Penalty 158.919772 = -215.117132 nChanged 1 SP:Iteration 1F (21.583317 sec): 2 clusters Score: Raw -381.222667 + Penalty 158.919772 = -222.302895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.584047 sec): 2 clusters Score: Raw -369.944481 + Penalty 95.798111 = -274.146370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.584254 sec): 3 clusters Score: Raw -359.961754 + Penalty 191.596223 = -168.365532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.584990 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.585185 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.585930 sec): 2 clusters Score: Raw -493.279838 + Penalty 212.832658 = -280.447180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.586145 sec): 3 clusters Score: Raw -479.460123 + Penalty 433.705972 = -45.754151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.586877 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.587063 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.587811 sec): 2 clusters Score: Raw -564.184319 + Penalty 176.138429 = -388.045890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.588028 sec): 3 clusters Score: Raw -557.031966 + Penalty 352.276858 = -204.755108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.588796 sec): 2 clusters Score: Raw -1519.362326 + Penalty 372.439301 = -1146.923026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.589038 sec): 3 clusters Score: Raw -1507.675050 + Penalty 723.641271 = -784.033778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.589799 sec): 2 clusters Score: Raw -90.044452 + Penalty 0.000000 = -90.044452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.589988 sec): 2 clusters Score: Raw -90.044452 + Penalty 0.000000 = -90.044452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.590745 sec): 2 clusters Score: Raw -182.751872 + Penalty 64.472070 = -118.279802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.590940 sec): 2 clusters Score: Raw -182.751872 + Penalty 64.472070 = -118.279802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.591681 sec): 2 clusters Score: Raw -283.696291 + Penalty 122.257626 = -161.438665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.591892 sec): 3 clusters Score: Raw -273.642323 + Penalty 257.289619 = -16.352704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.592640 sec): 2 clusters Score: Raw -88.558699 + Penalty 0.000000 = -88.558699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.592830 sec): 2 clusters Score: Raw -88.558699 + Penalty 0.000000 = -88.558699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.593574 sec): 2 clusters Score: Raw -368.617549 + Penalty 120.450875 = -248.166674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.593785 sec): 3 clusters Score: Raw -362.388726 + Penalty 224.926198 = -137.462528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.594526 sec): 2 clusters Score: Raw -278.709421 + Penalty 126.613553 = -152.095868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.594736 sec): 3 clusters Score: Raw -272.440094 + Penalty 268.689616 = -3.750478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 176 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.595476 sec): 2 clusters Score: Raw -803.923120 + Penalty 288.082888 = -515.840232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.595697 sec): 3 clusters Score: Raw -793.510049 + Penalty 592.847524 = -200.662525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.596435 sec): 2 clusters Score: Raw -554.539732 + Penalty 147.505420 = -407.034312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.596646 sec): 3 clusters Score: Raw -605.313162 + Penalty 294.155837 = -311.157325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 181 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.597388 sec): 2 clusters Score: Raw -681.945380 + Penalty 210.999850 = -470.945530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.597606 sec): 3 clusters Score: Raw -672.347432 + Penalty 389.632119 = -282.715313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.598340 sec): 2 clusters Score: Raw -478.027062 + Penalty 185.693792 = -292.333270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.598555 sec): 3 clusters Score: Raw -469.375580 + Penalty 372.048478 = -97.327102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.599298 sec): 2 clusters Score: Raw -589.234174 + Penalty 219.782500 = -369.451675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.599515 sec): 3 clusters Score: Raw -574.139597 + Penalty 439.564999 = -134.574598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 185 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.600319 sec): 2 clusters Score: Raw -2378.197419 + Penalty 358.918863 = -2019.278557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.600575 sec): 3 clusters Score: Raw -2381.974906 + Penalty 713.778639 = -1668.196267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 186 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.601335 sec): 2 clusters Score: Raw -1050.047965 + Penalty 243.740878 = -806.307087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.601562 sec): 3 clusters Score: Raw -1042.230309 + Penalty 487.255945 = -554.974364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.602299 sec): 2 clusters Score: Raw -285.365604 + Penalty 116.250503 = -169.115101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.602508 sec): 3 clusters Score: Raw -274.930249 + Penalty 224.906186 = -50.024062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 190 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.603267 sec): 2 clusters Score: Raw -1423.740248 + Penalty 383.420591 = -1040.319657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.603501 sec): 3 clusters Score: Raw -1421.443684 + Penalty 768.122909 = -653.320774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.604253 sec): 2 clusters Score: Raw -860.186401 + Penalty 253.602969 = -606.583432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.604476 sec): 3 clusters Score: Raw -854.809349 + Penalty 507.752527 = -347.056822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.605206 sec): 2 clusters Score: Raw -187.827991 + Penalty 81.588543 = -106.239448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.605410 sec): 3 clusters Score: Raw -177.780394 + Penalty 163.177086 = -14.603308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.606150 sec): 2 clusters Score: Raw -599.502837 + Penalty 234.423039 = -365.079797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.606366 sec): 3 clusters Score: Raw -583.384793 + Penalty 460.950961 = -122.433833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.607104 sec): 2 clusters Score: Raw -597.622601 + Penalty 228.935937 = -368.686664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.607319 sec): 3 clusters Score: Raw -583.197499 + Penalty 452.964600 = -130.232899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.608049 sec): 2 clusters Score: Raw -280.968191 + Penalty 128.575783 = -152.392408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.608244 sec): 2 clusters Score: Raw -280.968191 + Penalty 128.575783 = -152.392408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 205 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.608982 sec): 2 clusters Score: Raw -472.364959 + Penalty 162.810250 = -309.554709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.609195 sec): 3 clusters Score: Raw -462.083293 + Penalty 362.546561 = -99.536732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 209 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.609971 sec): 2 clusters Score: Raw -1290.836893 + Penalty 303.322421 = -987.514472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.610201 sec): 3 clusters Score: Raw -1275.564242 + Penalty 608.992284 = -666.571959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.610943 sec): 2 clusters Score: Raw -496.238577 + Penalty 212.160020 = -284.078557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.611158 sec): 3 clusters Score: Raw -480.464628 + Penalty 427.528962 = -52.935667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.611885 sec): 2 clusters Score: Raw -182.564323 + Penalty 69.542726 = -113.021597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.612087 sec): 3 clusters Score: Raw -176.942661 + Penalty 139.085452 = -37.857209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.612820 sec): 2 clusters Score: Raw -393.542414 + Penalty 185.958963 = -207.583451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.613033 sec): 3 clusters Score: Raw -379.179601 + Penalty 371.917927 = -7.261675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.613770 sec): 2 clusters Score: Raw -570.718753 + Penalty 159.309795 = -411.408958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.613987 sec): 3 clusters Score: Raw -559.490961 + Penalty 318.619591 = -240.871370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.614719 sec): 2 clusters Score: Raw -382.380844 + Penalty 148.719373 = -233.661472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.614932 sec): 3 clusters Score: Raw -369.703679 + Penalty 297.438745 = -72.264934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 218 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.615684 sec): 2 clusters Score: Raw -1215.466047 + Penalty 331.824585 = -883.641462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.615913 sec): 3 clusters Score: Raw -1215.812039 + Penalty 650.128855 = -565.683185 nChanged 1 SP:Iteration 1F (21.616136 sec): 3 clusters Score: Raw -1219.160739 + Penalty 650.128855 = -569.031884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.616856 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.617036 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 221 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.617767 sec): 2 clusters Score: Raw -287.874092 + Penalty 132.514593 = -155.359499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.617961 sec): 2 clusters Score: Raw -287.874092 + Penalty 132.514593 = -155.359499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.618675 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.618876 sec): 3 clusters Score: Raw -159.492389 + Penalty 6.931472 = -152.560917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.619601 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.619787 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.620509 sec): 2 clusters Score: Raw -86.621823 + Penalty 0.000000 = -86.621823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.620698 sec): 2 clusters Score: Raw -86.621823 + Penalty 0.000000 = -86.621823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.621419 sec): 2 clusters Score: Raw -90.453147 + Penalty 0.000000 = -90.453147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.621609 sec): 2 clusters Score: Raw -90.453147 + Penalty 0.000000 = -90.453147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.622344 sec): 2 clusters Score: Raw -87.584061 + Penalty 0.000000 = -87.584061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.622532 sec): 2 clusters Score: Raw -87.584061 + Penalty 0.000000 = -87.584061 nChanged 0 Deleting Class 110 (27 points): Lose 164.453223 but Gain 1544.779852 Iteration 20F (23.808500 sec): 179 clusters Score: Raw -2201046.497076 + Penalty 186183.204136 = -2014863.292940 nChanged 91 Deleting Class 190 (16 points): Lose 120.586451 but Gain 1498.590001 Iteration 21Q (23.961841 sec): 178 clusters Score: Raw -2201112.503756 + Penalty 184846.316611 = -2016266.187145 nChanged 68 Deleting Class 51 (12 points): Lose 119.624869 but Gain 1491.427991 Iteration 22Q (24.110702 sec): 177 clusters Score: Raw -2201089.948636 + Penalty 183462.963642 = -2017626.984995 nChanged 51 Deleting Class 62 (8 points): Lose 38.794550 but Gain 1408.966829 Iteration 23Q (24.258943 sec): 176 clusters Score: Raw -2201143.139142 + Penalty 182063.758069 = -2019079.381073 nChanged 53 Deleting Class 176 (8 points): Lose 47.895396 but Gain 1411.194930 Iteration 24Q (24.403397 sec): 175 clusters Score: Raw -2201145.940777 + Penalty 180687.941862 = -2020457.998915 nChanged 40 Deleting Class 146 (36 points): Lose 271.490835 but Gain 1628.552620 Iteration 25Q (24.543229 sec): 174 clusters Score: Raw -2200914.666215 + Penalty 179348.722215 = -2021565.944000 nChanged 54 Deleting Class 215 (4 points): Lose 13.561155 but Gain 1366.400210 Iteration 26Q (24.685056 sec): 173 clusters Score: Raw -2201048.043765 + Penalty 178010.072577 = -2023037.971189 nChanged 29 Deleting Class 165 (21 points): Lose 96.470390 but Gain 1444.679564 Iteration 27Q (24.823339 sec): 172 clusters Score: Raw -2201010.561421 + Penalty 176641.414471 = -2024369.146950 nChanged 38 Deleting Class 150 (4 points): Lose 21.323639 but Gain 1356.984019 Iteration 28Q (24.963153 sec): 171 clusters Score: Raw -2201056.390980 + Penalty 175297.243434 = -2025759.147546 nChanged 13 Deleting Class 212 (5 points): Lose 21.985356 but Gain 1342.782214 Iteration 29Q (25.098596 sec): 170 clusters Score: Raw -2201049.664018 + Penalty 173986.000897 = -2027063.663121 nChanged 14 Deleting Class 102 (2 points): Lose 1.626486 but Gain 1322.144773 Iteration 30F (27.138597 sec): 169 clusters Score: Raw -2201081.539213 + Penalty 172706.863819 = -2028374.675393 nChanged 10 Deleting Class 195 (3 points): Lose 31.199727 but Gain 1349.640370 Iteration 31Q (27.274177 sec): 168 clusters Score: Raw -2201076.055346 + Penalty 171351.949824 = -2029724.105522 nChanged 5 Deleting Class 162 (8 points): Lose 62.600444 but Gain 1380.898380 Iteration 32Q (27.413644 sec): 167 clusters Score: Raw -2201031.816780 + Penalty 170038.018427 = -2030993.798353 nChanged 10 Deleting Class 125 (15 points): Lose 74.171689 but Gain 1389.985279 Iteration 33Q (27.552733 sec): 166 clusters Score: Raw -2201000.986507 + Penalty 168713.298882 = -2032287.687624 nChanged 17 Deleting Class 199 (6 points): Lose 27.655095 but Gain 1332.713646 Iteration 34Q (27.693160 sec): 165 clusters Score: Raw -2201007.650860 + Penalty 167422.377103 = -2033585.273757 nChanged 13 Deleting Class 70 (8 points): Lose 57.590534 but Gain 1353.963568 Iteration 35Q (27.832876 sec): 164 clusters Score: Raw -2200972.141460 + Penalty 166163.788332 = -2034808.353128 nChanged 12 Deleting Class 120 (8 points): Lose 41.644002 but Gain 1334.143284 Iteration 36Q (27.970943 sec): 163 clusters Score: Raw -2200964.840574 + Penalty 164884.858507 = -2036079.982067 nChanged 9 Deleting Class 47 (3 points): Lose 91.134087 but Gain 1381.589887 Iteration 37Q (28.111987 sec): 162 clusters Score: Raw -2200892.404920 + Penalty 163530.233050 = -2037362.171870 nChanged 8 Deleting Class 145 (7 points): Lose 24.024875 but Gain 1307.390226 Iteration 38Q (28.249092 sec): 161 clusters Score: Raw -2200909.463388 + Penalty 162233.972607 = -2038675.490781 nChanged 8 Deleting Class 55 (4 points): Lose 25.253074 but Gain 1308.401455 Iteration 39Q (28.385102 sec): 160 clusters Score: Raw -2200899.295840 + Penalty 160952.475966 = -2039946.819874 nChanged 4 Deleting Class 166 (1 points): Lose 1.239372 but Gain 1284.131544 Iteration 40F (30.308364 sec): 159 clusters Score: Raw -2200918.476226 + Penalty 159669.043162 = -2041249.433064 nChanged 3 Deleting Class 56 (19 points): Lose 110.985022 but Gain 1390.814814 Iteration 41Q (30.438701 sec): 158 clusters Score: Raw -2200811.603564 + Penalty 158372.673336 = -2042438.930228 nChanged 20 Deleting Class 87 (42 points): Lose 301.335880 but Gain 1578.684414 Iteration 42Q (30.569498 sec): 157 clusters Score: Raw -2200572.577469 + Penalty 157121.975845 = -2043450.601624 nChanged 48 Deleting Class 218 (12 points): Lose 87.457322 but Gain 1360.237494 Iteration 43Q (30.703034 sec): 156 clusters Score: Raw -2200656.931300 + Penalty 155689.977503 = -2044966.953796 nChanged 25 Deleting Class 200 (6 points): Lose 30.894968 but Gain 1301.519033 Iteration 44Q (30.834834 sec): 155 clusters Score: Raw -2200688.717382 + Penalty 154476.725372 = -2046211.992010 nChanged 16 Deleting Class 19 (23 points): Lose 178.348308 but Gain 1444.813524 Iteration 45Q (30.964060 sec): 154 clusters Score: Raw -2200549.506294 + Penalty 153187.363824 = -2047362.142470 nChanged 32 Deleting Class 140 (6 points): Lose 27.944967 but Gain 1293.420444 Iteration 46Q (31.097182 sec): 153 clusters Score: Raw -2200614.839361 + Penalty 151933.643065 = -2048681.196297 nChanged 16 Deleting Class 149 (3 points): Lose 24.729926 but Gain 1288.222204 Iteration 47Q (31.226960 sec): 152 clusters Score: Raw -2200621.097760 + Penalty 150654.178061 = -2049966.919699 nChanged 12 Deleting Class 111 (12 points): Lose 72.862124 but Gain 1336.337067 Iteration 48Q (31.359445 sec): 151 clusters Score: Raw -2200569.479964 + Penalty 149381.943685 = -2051187.536279 nChanged 23 Deleting Class 142 (6 points): Lose 35.755929 but Gain 1296.533396 Iteration 49Q (31.493506 sec): 150 clusters Score: Raw -2200573.735100 + Penalty 148193.587089 = -2052380.148011 nChanged 11 Deleting Class 128 (18 points): Lose 75.946155 but Gain 1332.397618 Iteration 50F (33.294300 sec): 149 clusters Score: Raw -2200530.055110 + Penalty 146970.494722 = -2053559.560388 nChanged 20 Deleting Class 138 (4 points): Lose 16.848112 but Gain 1271.632770 Iteration 51Q (33.425474 sec): 148 clusters Score: Raw -2200558.343915 + Penalty 145706.951313 = -2054851.392602 nChanged 8 Deleting Class 122 (9 points): Lose 72.932958 but Gain 1324.162082 Iteration 52Q (33.555791 sec): 147 clusters Score: Raw -2200494.725464 + Penalty 144415.272667 = -2056079.452797 nChanged 11 Deleting Class 36 (17 points): Lose 88.642327 but Gain 1332.631971 Iteration 53Q (33.685626 sec): 146 clusters Score: Raw -2200452.659805 + Penalty 143174.389147 = -2057278.270658 nChanged 21 Deleting Class 184 (9 points): Lose 61.433631 but Gain 1310.445912 Iteration 54Q (33.813259 sec): 145 clusters Score: Raw -2200449.483580 + Penalty 141884.825948 = -2058564.657632 nChanged 14 Deleting Class 131 (4 points): Lose 66.955257 but Gain 1309.752519 Iteration 55Q (33.941820 sec): 144 clusters Score: Raw -2200419.170557 + Penalty 140656.188616 = -2059762.981941 nChanged 6 Deleting Class 94 (12 points): Lose 72.624954 but Gain 1313.994822 Iteration 56Q (34.069483 sec): 143 clusters Score: Raw -2200365.121654 + Penalty 139368.504441 = -2060996.617213 nChanged 14 Deleting Class 234 (2 points): Lose 28.691636 but Gain 1268.653203 Iteration 57Q (34.195829 sec): 142 clusters Score: Raw -2200378.888785 + Penalty 138158.224815 = -2062220.663970 nChanged 8 Deleting Class 97 (5 points): Lose 10.594161 but Gain 1249.828137 Iteration 58Q (34.321445 sec): 141 clusters Score: Raw -2200395.715885 + Penalty 136926.249497 = -2063469.466387 nChanged 12 Deleting Class 221 (4 points): Lose 15.938384 but Gain 1252.795940 Iteration 59Q (34.446781 sec): 140 clusters Score: Raw -2200400.022544 + Penalty 135571.725838 = -2064828.296705 nChanged 10 Deleting Class 27 (14 points): Lose 66.112994 but Gain 1298.477603 Iteration 60F (36.141515 sec): 139 clusters Score: Raw -2200344.877202 + Penalty 134327.674168 = -2066017.203035 nChanged 18 Deleting Class 238 (1 points): Lose 44.603948 but Gain 1276.581727 Iteration 61Q (36.267363 sec): 138 clusters Score: Raw -2200333.605455 + Penalty 133070.692110 = -2067262.913345 nChanged 5 Deleting Class 39 (16 points): Lose 81.222332 but Gain 1309.523248 Iteration 62Q (36.389167 sec): 137 clusters Score: Raw -2200265.955529 + Penalty 131803.496859 = -2068462.458670 nChanged 18 Deleting Class 147 (14 points): Lose 91.768825 but Gain 1319.899170 Iteration 63Q (36.512083 sec): 136 clusters Score: Raw -2200211.561409 + Penalty 130561.285081 = -2069650.276329 nChanged 20 Deleting Class 29 (6 points): Lose 22.203300 but Gain 1244.049943 Iteration 64Q (36.634436 sec): 135 clusters Score: Raw -2200242.740669 + Penalty 129355.893351 = -2070886.847318 nChanged 14 Deleting Class 81 (7 points): Lose 55.451258 but Gain 1274.373802 Iteration 65Q (36.757109 sec): 134 clusters Score: Raw -2200212.491228 + Penalty 128101.890243 = -2072110.600985 nChanged 17 Deleting Class 61 (45 points): Lose 274.235499 but Gain 1489.900673 Iteration 66Q (36.879850 sec): 133 clusters Score: Raw -2199973.420365 + Penalty 126761.849279 = -2073211.571086 nChanged 51 Deleting Class 105 (6 points): Lose 22.187448 but Gain 1232.294208 Iteration 67Q (37.002691 sec): 132 clusters Score: Raw -2200090.938463 + Penalty 125563.783234 = -2074527.155230 nChanged 11 Deleting Class 57 (13 points): Lose 78.257002 but Gain 1282.857973 Iteration 68Q (37.123073 sec): 131 clusters Score: Raw -2200031.475435 + Penalty 124342.625788 = -2075688.849647 nChanged 16 Deleting Class 89 (4 points): Lose 89.504093 but Gain 1283.145113 Iteration 69Q (37.243309 sec): 130 clusters Score: Raw -2199978.907985 + Penalty 123079.772001 = -2076899.135983 nChanged 9 Deleting Class 127 (18 points): Lose 101.500190 but Gain 1288.206361 Iteration 70F (38.794375 sec): 129 clusters Score: Raw -2199906.880111 + Penalty 121910.692234 = -2077996.187876 nChanged 20 Deleting Class 31 (97 points): Lose 437.554334 but Gain 1621.905496 Iteration 71Q (38.914261 sec): 128 clusters Score: Raw -2199531.600368 + Penalty 120479.449925 = -2079052.150443 nChanged 102 Deleting Class 45 (27 points): Lose 132.657933 but Gain 1331.263466 Iteration 72Q (39.039720 sec): 127 clusters Score: Raw -2199625.879435 + Penalty 119233.373358 = -2080392.506077 nChanged 46 Deleting Class 202 (3 points): Lose 21.679694 but Gain 1192.150225 Iteration 73Q (39.162234 sec): 126 clusters Score: Raw -2199676.158050 + Penalty 118184.605699 = -2081491.552351 nChanged 23 Deleting Class 114 (58 points): Lose 211.925581 but Gain 1380.750719 Iteration 74Q (39.281522 sec): 125 clusters Score: Raw -2199513.613256 + Penalty 116951.543501 = -2082562.069755 nChanged 66 Deleting Class 63 (8 points): Lose 28.269250 but Gain 1197.295393 Iteration 75Q (39.402274 sec): 124 clusters Score: Raw -2199614.970672 + Penalty 115770.481010 = -2083844.489662 nChanged 16 Deleting Class 65 (8 points): Lose 42.929604 but Gain 1203.288036 Iteration 76Q (39.518510 sec): 123 clusters Score: Raw -2199589.379845 + Penalty 114562.411026 = -2085026.968820 nChanged 13 Deleting Class 154 (8 points): Lose 50.642664 but Gain 1210.943727 Iteration 77Q (39.635954 sec): 122 clusters Score: Raw -2199554.663992 + Penalty 113396.562905 = -2086158.101086 nChanged 11 Deleting Class 209 (15 points): Lose 73.789136 but Gain 1231.312496 Iteration 78Q (39.751724 sec): 121 clusters Score: Raw -2199504.314033 + Penalty 112205.005698 = -2087299.308335 nChanged 20 Deleting Class 75 (4 points): Lose 5.884226 but Gain 1161.034842 Iteration 79Q (39.868782 sec): 120 clusters Score: Raw -2199526.747361 + Penalty 111042.957126 = -2088483.790235 nChanged 5 Deleting Class 157 (4 points): Lose 15.137230 but Gain 1167.720049 Iteration 80F (41.311907 sec): 119 clusters Score: Raw -2199516.818218 + Penalty 109876.957679 = -2089639.860539 nChanged 5 Deleting Class 240 (1 points): Lose 6.854152 but Gain 1156.685989 Iteration 81Q (41.427688 sec): 118 clusters Score: Raw -2199515.373382 + Penalty 108720.336934 = -2090795.036448 nChanged 1 Deleting Class 46 (6 points): Lose 31.535434 but Gain 1180.305663 Iteration 82Q (41.541253 sec): 117 clusters Score: Raw -2199485.862984 + Penalty 107554.043968 = -2091931.819016 nChanged 6 Deleting Class 43 (37 points): Lose 155.796343 but Gain 1304.372046 Iteration 83Q (41.655572 sec): 116 clusters Score: Raw -2199343.069750 + Penalty 106322.057757 = -2093021.011993 nChanged 39 Deleting Class 144 (51 points): Lose 172.244686 but Gain 1317.658661 Iteration 84Q (41.773410 sec): 115 clusters Score: Raw -2199277.489133 + Penalty 105162.616188 = -2094114.872945 nChanged 71 Deleting Class 193 (9 points): Lose 78.539116 but Gain 1229.503688 Iteration 85Q (41.889855 sec): 114 clusters Score: Raw -2199314.426525 + Penalty 103800.720506 = -2095513.706018 nChanged 21 Deleting Class 73 (5 points): Lose 14.039280 but Gain 1158.956779 Iteration 86Q (42.001742 sec): 113 clusters Score: Raw -2199337.409426 + Penalty 102706.029531 = -2096631.379895 nChanged 14 Deleting Class 182 (5 points): Lose 34.938898 but Gain 1175.274785 Iteration 87Q (42.115745 sec): 112 clusters Score: Raw -2199320.066976 + Penalty 101554.274706 = -2097765.792271 nChanged 15 Deleting Class 95 (42 points): Lose 193.673528 but Gain 1348.525580 Iteration 88Q (42.227510 sec): 111 clusters Score: Raw -2199147.797708 + Penalty 100333.473965 = -2098814.323744 nChanged 54 Deleting Class 92 (4 points): Lose 16.157782 but Gain 1146.917541 Iteration 89Q (42.342206 sec): 110 clusters Score: Raw -2199260.342218 + Penalty 99249.852958 = -2100010.489260 nChanged 24 Deleting Class 85 (9 points): Lose 29.237206 but Gain 1159.611376 Iteration 90F (43.658592 sec): 109 clusters Score: Raw -2199264.354891 + Penalty 98130.438672 = -2101133.916220 nChanged 24 Deleting Class 136 (35 points): Lose 122.762394 but Gain 1252.079029 Iteration 91Q (43.772857 sec): 108 clusters Score: Raw -2199175.284058 + Penalty 96992.862139 = -2102182.421918 nChanged 49 Deleting Class 108 (55 points): Lose 236.178717 but Gain 1363.408542 Iteration 92Q (43.887488 sec): 107 clusters Score: Raw -2199027.273549 + Penalty 95840.217903 = -2103187.055646 nChanged 69 Deleting Class 121 (24 points): Lose 80.153030 but Gain 1201.638425 Iteration 93Q (44.001481 sec): 106 clusters Score: Raw -2199099.912635 + Penalty 94693.615528 = -2104406.297107 nChanged 39 Deleting Class 68 (40 points): Lose 153.936848 but Gain 1269.264404 Iteration 94Q (44.111269 sec): 105 clusters Score: Raw -2199009.550595 + Penalty 93597.724135 = -2105411.826459 nChanged 53 Deleting Class 71 (3 points): Lose 10.049382 but Gain 1115.381108 Iteration 95Q (44.222003 sec): 104 clusters Score: Raw -2199086.021307 + Penalty 92504.354525 = -2106581.666782 nChanged 16 Deleting Class 116 (28 points): Lose 126.314498 but Gain 1223.765929 Iteration 96Q (44.330741 sec): 103 clusters Score: Raw -2198977.700478 + Penalty 91380.939376 = -2107596.761103 nChanged 37 Deleting Class 109 (7 points): Lose 430.972351 but Gain 1528.270324 Iteration 97Q (44.440556 sec): 102 clusters Score: Raw -2198617.670024 + Penalty 89903.986166 = -2108713.683858 nChanged 22 Deleting Class 42 (9 points): Lose 48.051519 but Gain 1140.616729 Iteration 98Q (44.548457 sec): 101 clusters Score: Raw -2198617.205534 + Penalty 88785.042464 = -2109832.163070 nChanged 19 Deleting Class 205 (6 points): Lose 11.700982 but Gain 1099.146767 Iteration 99Q (44.655957 sec): 100 clusters Score: Raw -2198631.046639 + Penalty 87696.813240 = -2110934.233400 nChanged 13 Deleting Class 48 (35 points): Lose 138.200180 but Gain 1219.969403 Iteration 100F (45.836459 sec): 99 clusters Score: Raw -2198507.608701 + Penalty 86553.638082 = -2111953.970618 nChanged 39 Deleting Class 113 (8 points): Lose 27.591539 but Gain 1106.679200 Iteration 101Q (45.944033 sec): 98 clusters Score: Raw -2198550.512513 + Penalty 85469.056792 = -2113081.455721 nChanged 22 Deleting Class 82 (4 points): Lose 7.582794 but Gain 1085.540710 Iteration 102Q (46.050456 sec): 97 clusters Score: Raw -2198563.017677 + Penalty 84385.082772 = -2114177.934905 nChanged 10 Deleting Class 187 (3 points): Lose 1.099891 but Gain 1077.870660 Iteration 103Q (46.153775 sec): 96 clusters Score: Raw -2198571.801321 + Penalty 83304.554307 = -2115267.247015 nChanged 5 Deleting Class 181 (7 points): Lose 29.179880 but Gain 1104.525188 Iteration 104Q (46.259479 sec): 95 clusters Score: Raw -2198551.548504 + Penalty 82204.421854 = -2116347.126650 nChanged 8 Deleting Class 186 (24 points): Lose 106.550625 but Gain 1173.637374 Iteration 105Q (46.363165 sec): 94 clusters Score: Raw -2198459.442359 + Penalty 81126.867573 = -2117332.574785 nChanged 27 Deleting Class 115 (15 points): Lose 62.545066 but Gain 1140.204048 Iteration 106Q (46.466740 sec): 93 clusters Score: Raw -2198445.850924 + Penalty 79870.832674 = -2118575.018249 nChanged 20 Deleting Class 168 (1 points): Lose 1.262941 but Gain 1099.846816 Iteration 107Q (46.569416 sec): 92 clusters Score: Raw -2198467.689003 + Penalty 78865.093233 = -2119602.595771 nChanged 9 Deleting Class 32 (8 points): Lose 16.856761 but Gain 1082.029930 Iteration 108Q (46.671418 sec): 91 clusters Score: Raw -2198460.305365 + Penalty 77787.307444 = -2120672.997920 nChanged 13 Deleting Class 123 (11 points): Lose 28.008817 but Gain 1088.798818 Iteration 109Q (46.774356 sec): 90 clusters Score: Raw -2198452.941906 + Penalty 76704.011424 = -2121748.930482 nChanged 19 Deleting Class 169 (1 points): Lose 8.673593 but Gain 1066.362719 Iteration 110F (47.834310 sec): 89 clusters Score: Raw -2198475.858360 + Penalty 75639.372628 = -2122836.485732 nChanged 9 Deleting Class 185 (34 points): Lose 101.466079 but Gain 1156.441446 Iteration 111Q (47.934962 sec): 88 clusters Score: Raw -2198398.421067 + Penalty 74533.510538 = -2123864.910528 nChanged 41 Deleting Class 10 (9 points): Lose 22.453325 but Gain 1072.787486 Iteration 112Q (48.036217 sec): 87 clusters Score: Raw -2198443.197976 + Penalty 73487.059162 = -2124956.138814 nChanged 20 Deleting Class 129 (7 points): Lose 29.123280 but Gain 1078.362738 Iteration 113Q (48.136491 sec): 86 clusters Score: Raw -2198435.834798 + Penalty 72427.477111 = -2126008.357687 nChanged 10 Deleting Class 217 (3 points): Lose 5.237894 but Gain 1041.763594 Iteration 114Q (48.237458 sec): 85 clusters Score: Raw -2198443.665572 + Penalty 71383.354310 = -2127060.311261 nChanged 10 Deleting Class 38 (13 points): Lose 36.468573 but Gain 1070.932887 Iteration 115Q (48.339456 sec): 84 clusters Score: Raw -2198415.527301 + Penalty 70310.022592 = -2128105.504708 nChanged 16 Deleting Class 22 (58 points): Lose 166.630292 but Gain 1196.665378 Iteration 116Q (48.438481 sec): 83 clusters Score: Raw -2198266.111871 + Penalty 69132.268988 = -2129133.842883 nChanged 63 Deleting Class 80 (8 points): Lose 29.125447 but Gain 1058.743384 Iteration 117Q (48.539124 sec): 82 clusters Score: Raw -2198327.778161 + Penalty 68125.927966 = -2130201.850195 nChanged 24 Deleting Class 90 (60 points): Lose 120.466507 but Gain 1148.015990 Iteration 118Q (48.640323 sec): 81 clusters Score: Raw -2198236.165178 + Penalty 67047.971395 = -2131188.193783 nChanged 71 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2198236.165178 + Penalty 67047.971395 = -2131188.193783Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.689556 sec): 2 clusters Score: Raw -5951.715359 + Penalty 270.700430 = -5681.014928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.689905 sec): 3 clusters Score: Raw -5923.981734 + Penalty 560.146374 = -5363.835360 nChanged 12 SP:Iteration 1F (48.690231 sec): 3 clusters Score: Raw -5937.410692 + Penalty 565.581425 = -5371.829268 nChanged 5 SP:Iteration 2F (48.690555 sec): 3 clusters Score: Raw -5944.606699 + Penalty 584.100444 = -5360.506255 nChanged 3 SP:Iteration 3F (48.690876 sec): 3 clusters Score: Raw -5948.716184 + Penalty 600.732866 = -5347.983318 nChanged 2 SP:Iteration 4F (48.691200 sec): 3 clusters Score: Raw -5950.616082 + Penalty 603.431651 = -5347.184431 nChanged 1 SP:Iteration 5F (48.691522 sec): 3 clusters Score: Raw -5951.070442 + Penalty 606.754552 = -5344.315889 nChanged 1 SP:Iteration 6F (48.691843 sec): 3 clusters Score: Raw -5951.940204 + Penalty 613.180998 = -5338.759206 nChanged 1 SP:Iteration 7F (48.692165 sec): 3 clusters Score: Raw -5952.731538 + Penalty 613.180998 = -5339.550540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.692696 sec): 2 clusters Score: Raw -1931.543103 + Penalty 310.143380 = -1621.399723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.692942 sec): 3 clusters Score: Raw -1929.414065 + Penalty 630.743135 = -1298.670930 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 3 (9619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.735230 sec): 2 clusters Score: Raw -801501.425057 + Penalty 94.300877 = -801407.124181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.753687 sec): 3 clusters Score: Raw -795034.486572 + Penalty 190.967053 = -794843.519519 nChanged 4676 SP:Iteration 1F (48.771962 sec): 3 clusters Score: Raw -799312.693412 + Penalty 191.393078 = -799121.300334 nChanged 783 SP:Iteration 2F (48.790186 sec): 3 clusters Score: Raw -799927.697665 + Penalty 191.381220 = -799736.316445 nChanged 424 SP:Iteration 3Q (48.808352 sec): 3 clusters Score: Raw -800075.390463 + Penalty 191.618466 = -799883.771997 nChanged 152 SP:Iteration 4Q (48.826294 sec): 3 clusters Score: Raw -800107.691219 + Penalty 191.868898 = -799915.822321 nChanged 89 SP:Iteration 5Q (48.844041 sec): 3 clusters Score: Raw -800126.425095 + Penalty 192.153066 = -799934.272028 nChanged 84 SP:Iteration 6Q (48.861689 sec): 3 clusters Score: Raw -800139.619003 + Penalty 192.419829 = -799947.199174 nChanged 69 SP:Iteration 7Q (48.879399 sec): 3 clusters Score: Raw -800151.983013 + Penalty 192.749288 = -799959.233724 nChanged 84 SP:Iteration 8Q (48.896976 sec): 3 clusters Score: Raw -800167.732301 + Penalty 193.040733 = -799974.691567 nChanged 89 SP:Iteration 9Q (48.915372 sec): 3 clusters Score: Raw -800182.716769 + Penalty 193.292205 = -799989.424564 nChanged 85 SP:Iteration 10F (48.933263 sec): 3 clusters Score: Raw -800198.677559 + Penalty 193.384747 = -800005.292812 nChanged 82 SP:Iteration 11Q (48.951026 sec): 3 clusters Score: Raw -800212.083405 + Penalty 193.576554 = -800018.506851 nChanged 82 SP:Iteration 12Q (48.968379 sec): 3 clusters Score: Raw -800225.241520 + Penalty 193.954706 = -800031.286814 nChanged 78 SP:Iteration 13Q (48.986214 sec): 3 clusters Score: Raw -800241.519927 + Penalty 194.365557 = -800047.154370 nChanged 91 SP:Iteration 14Q (49.003480 sec): 3 clusters Score: Raw -800259.028840 + Penalty 194.537086 = -800064.491754 nChanged 83 SP:Iteration 15Q (49.021736 sec): 3 clusters Score: Raw -800273.801970 + Penalty 194.581905 = -800079.220065 nChanged 76 SP:Iteration 16Q (49.039058 sec): 3 clusters Score: Raw -800287.189167 + Penalty 194.678184 = -800092.510983 nChanged 87 SP:Iteration 17Q (49.056883 sec): 3 clusters Score: Raw -800303.495786 + Penalty 194.389504 = -800109.106283 nChanged 86 SP:Iteration 18Q (49.073795 sec): 3 clusters Score: Raw -800319.536774 + Penalty 194.462672 = -800125.074103 nChanged 88 SP:Iteration 19Q (49.091565 sec): 3 clusters Score: Raw -800340.427123 + Penalty 194.694425 = -800145.732698 nChanged 108 SP:Iteration 20F (49.109177 sec): 3 clusters Score: Raw -800367.022270 + Penalty 194.336600 = -800172.685669 nChanged 109 SP:Iteration 21Q (49.127182 sec): 3 clusters Score: Raw -800392.912661 + Penalty 194.562285 = -800198.350376 nChanged 112 SP:Iteration 22Q (49.144018 sec): 3 clusters Score: Raw -800418.493519 + Penalty 194.327813 = -800224.165706 nChanged 109 SP:Iteration 23Q (49.161312 sec): 3 clusters Score: Raw -800445.009815 + Penalty 194.607336 = -800250.402479 nChanged 107 SP:Iteration 24Q (49.178404 sec): 3 clusters Score: Raw -800469.258299 + Penalty 194.583033 = -800274.675265 nChanged 98 SP:Iteration 25Q (49.195639 sec): 3 clusters Score: Raw -800492.505141 + Penalty 194.226415 = -800298.278725 nChanged 106 SP:Iteration 26Q (49.211914 sec): 3 clusters Score: Raw -800517.711467 + Penalty 193.821787 = -800323.889681 nChanged 97 SP:Iteration 27Q (49.229318 sec): 3 clusters Score: Raw -800538.297655 + Penalty 193.469903 = -800344.827752 nChanged 79 SP:Iteration 28Q (49.245397 sec): 3 clusters Score: Raw -800554.402451 + Penalty 193.065043 = -800361.337408 nChanged 95 SP:Iteration 29Q (49.262211 sec): 3 clusters Score: Raw -800576.012645 + Penalty 192.368900 = -800383.643746 nChanged 93 SP:Iteration 30F (49.279525 sec): 3 clusters Score: Raw -800600.223210 + Penalty 191.359882 = -800408.863328 nChanged 99 SP:Iteration 31Q (49.296618 sec): 3 clusters Score: Raw -800623.853269 + Penalty 190.925596 = -800432.927673 nChanged 92 SP:Iteration 32Q (49.312371 sec): 3 clusters Score: Raw -800646.721332 + Penalty 189.743316 = -800456.978016 nChanged 109 SP:Iteration 33Q (49.329198 sec): 3 clusters Score: Raw -800676.883173 + Penalty 189.437673 = -800487.445501 nChanged 102 SP:Iteration 34Q (49.344792 sec): 3 clusters Score: Raw -800701.440264 + Penalty 188.948457 = -800512.491807 nChanged 105 SP:Iteration 35Q (49.361325 sec): 3 clusters Score: Raw -800733.090014 + Penalty 188.964061 = -800544.125953 nChanged 121 SP:Iteration 36Q (49.376718 sec): 3 clusters Score: Raw -800771.135519 + Penalty 188.954772 = -800582.180747 nChanged 118 SP:Iteration 37Q (49.392226 sec): 3 clusters Score: Raw -800805.753945 + Penalty 189.120316 = -800616.633629 nChanged 113 SP:Iteration 38Q (49.407577 sec): 3 clusters Score: Raw -800841.129277 + Penalty 189.732944 = -800651.396333 nChanged 119 SP:Iteration 39Q (49.423663 sec): 3 clusters Score: Raw -800882.448831 + Penalty 190.065938 = -800692.382893 nChanged 114 SP:Iteration 40F (49.441305 sec): 3 clusters Score: Raw -800926.020260 + Penalty 189.927329 = -800736.092932 nChanged 125 SP:Iteration 41Q (49.456852 sec): 3 clusters Score: Raw -800972.536820 + Penalty 187.378445 = -800785.158375 nChanged 112 SP:Iteration 42Q (49.471978 sec): 3 clusters Score: Raw -801015.580976 + Penalty 187.935566 = -800827.645410 nChanged 111 SP:Iteration 43Q (49.487063 sec): 3 clusters Score: Raw -801061.239989 + Penalty 186.956963 = -800874.283026 nChanged 121 SP:Iteration 44Q (49.501999 sec): 3 clusters Score: Raw -801116.132189 + Penalty 188.817806 = -800927.314383 nChanged 126 SP:Iteration 45Q (49.517197 sec): 3 clusters Score: Raw -801177.726399 + Penalty 188.726504 = -800988.999895 nChanged 112 SP:Iteration 46Q (49.532656 sec): 3 clusters Score: Raw -801237.284299 + Penalty 188.301108 = -801048.983190 nChanged 102 SP:Iteration 47Q (49.547092 sec): 3 clusters Score: Raw -801303.936863 + Penalty 191.643869 = -801112.292994 nChanged 91 SP:Iteration 48Q (49.561665 sec): 3 clusters Score: Raw -801387.291514 + Penalty 188.456204 = -801198.835310 nChanged 56 SP:Iteration 49Q (49.575940 sec): 3 clusters Score: Raw -801425.411198 + Penalty 188.300349 = -801237.110849 nChanged 39 SP:Iteration 50F (49.593910 sec): 3 clusters Score: Raw -801446.297568 + Penalty 187.923535 = -801258.374033 nChanged 27 SP:Iteration 51Q (49.608019 sec): 3 clusters Score: Raw -801459.833154 + Penalty 184.651488 = -801275.181666 nChanged 16 SP:Iteration 52Q (49.622294 sec): 3 clusters Score: Raw -801465.742923 + Penalty 183.019252 = -801282.723671 nChanged 17 SP:Iteration 53Q (49.637125 sec): 3 clusters Score: Raw -801470.927004 + Penalty 185.263465 = -801285.663538 nChanged 11 SP:Iteration 54Q (49.651086 sec): 3 clusters Score: Raw -801474.334149 + Penalty 187.867350 = -801286.466799 nChanged 9 SP:Iteration 55Q (49.665097 sec): 3 clusters Score: Raw -801476.437273 + Penalty 189.821975 = -801286.615298 nChanged 8 SP:Iteration 56Q (49.678957 sec): 3 clusters Score: Raw -801477.931638 + Penalty 192.505266 = -801285.426372 nChanged 7 SP:Iteration 57F (49.696822 sec): 3 clusters Score: Raw -801479.237912 + Penalty 193.778807 = -801285.459105 nChanged 5 SP:Iteration 58Q (49.710712 sec): 3 clusters Score: Raw -801479.815172 + Penalty 195.587208 = -801284.227964 nChanged 3 SP:Iteration 59F (49.729014 sec): 3 clusters Score: Raw -801480.077275 + Penalty 196.741702 = -801283.335573 nChanged 2 SP:Iteration 60F (49.746534 sec): 3 clusters Score: Raw -801480.287937 + Penalty 198.458232 = -801281.829706 nChanged 3 SP:Iteration 61F (49.764285 sec): 3 clusters Score: Raw -801480.715962 + Penalty 199.618368 = -801281.097595 nChanged 3 SP:Iteration 62F (49.781750 sec): 3 clusters Score: Raw -801480.994776 + Penalty 197.710493 = -801283.284283 nChanged 2 SP:Iteration 63Q (49.795870 sec): 3 clusters Score: Raw -801481.017363 + Penalty 196.295153 = -801284.722210 nChanged 1 SP:Iteration 64Q (49.809764 sec): 3 clusters Score: Raw -801480.994052 + Penalty 196.295153 = -801284.698898 nChanged 0 SP:Iteration 65F (49.828215 sec): 3 clusters Score: Raw -801480.994052 + Penalty 196.295153 = -801284.698898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.833216 sec): 2 clusters Score: Raw -2035.105740 + Penalty 21.851786 = -2013.253954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.833456 sec): 3 clusters Score: Raw -2030.300784 + Penalty 43.831473 = -1986.469312 nChanged 8 SP:Iteration 1F (49.833679 sec): 3 clusters Score: Raw -2036.814439 + Penalty 43.703571 = -1993.110868 nChanged 1 SP:Iteration 2Q (49.833892 sec): 3 clusters Score: Raw -2037.500368 + Penalty 43.682147 = -1993.818221 nChanged 1 SP:Iteration 3Q (49.834104 sec): 3 clusters Score: Raw -2037.914973 + Penalty 43.682147 = -1994.232826 nChanged 0 SP:Iteration 4F (49.834318 sec): 3 clusters Score: Raw -2037.914973 + Penalty 43.682147 = -1994.232826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.835761 sec): 2 clusters Score: Raw -28386.255626 + Penalty 346.405137 = -28039.850489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.836556 sec): 3 clusters Score: Raw -28242.204671 + Penalty 695.048895 = -27547.155776 nChanged 103 SP:Iteration 1F (49.837332 sec): 3 clusters Score: Raw -28321.325500 + Penalty 695.432425 = -27625.893075 nChanged 30 SP:Iteration 2F (49.838121 sec): 3 clusters Score: Raw -28339.999628 + Penalty 699.787828 = -27640.211800 nChanged 17 SP:Iteration 3F (49.838899 sec): 3 clusters Score: Raw -28356.830317 + Penalty 706.338516 = -27650.491800 nChanged 15 SP:Iteration 4Q (49.839668 sec): 3 clusters Score: Raw -28366.825305 + Penalty 713.203899 = -27653.621406 nChanged 9 SP:Iteration 5Q (49.840468 sec): 3 clusters Score: Raw -28375.519062 + Penalty 730.636106 = -27644.882957 nChanged 11 SP:Iteration 6F (49.841243 sec): 3 clusters Score: Raw -28382.323775 + Penalty 731.274191 = -27651.049584 nChanged 4 SP:Iteration 7Q (49.842010 sec): 3 clusters Score: Raw -28385.305649 + Penalty 731.901139 = -27653.404510 nChanged 4 SP:Iteration 8Q (49.842779 sec): 3 clusters Score: Raw -28388.049469 + Penalty 742.120950 = -27645.928519 nChanged 6 SP:Iteration 9F (49.843552 sec): 3 clusters Score: Raw -28392.479548 + Penalty 752.166958 = -27640.312590 nChanged 7 SP:Iteration 10F (49.844327 sec): 3 clusters Score: Raw -28401.417540 + Penalty 766.629522 = -27634.788018 nChanged 4 SP:Iteration 11F (49.845102 sec): 3 clusters Score: Raw -28406.725861 + Penalty 777.751758 = -27628.974103 nChanged 3 SP:Iteration 12F (49.845858 sec): 3 clusters Score: Raw -28407.870383 + Penalty 787.034561 = -27620.835822 nChanged 2 SP:Iteration 13F (49.846603 sec): 3 clusters Score: Raw -28409.245693 + Penalty 802.798842 = -27606.446850 nChanged 4 SP:Iteration 14F (49.847352 sec): 3 clusters Score: Raw -28414.057289 + Penalty 808.850685 = -27605.206604 nChanged 1 SP:Iteration 15F (49.848098 sec): 3 clusters Score: Raw -28414.042387 + Penalty 808.850685 = -27605.191702 nChanged 0 Memory request: 0.06 GB would take us to total of 0.30 GB. Trying to split cluster 6 (12883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.904615 sec): 2 clusters Score: Raw -1082386.432209 + Penalty 311.417360 = -1082075.014849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.929074 sec): 3 clusters Score: Raw -1073666.614068 + Penalty 625.886716 = -1073040.727352 nChanged 6199 SP:Iteration 1F (49.952864 sec): 3 clusters Score: Raw -1077674.808467 + Penalty 628.032605 = -1077046.775862 nChanged 1264 SP:Iteration 2F (49.976987 sec): 3 clusters Score: Raw -1078061.612051 + Penalty 634.193484 = -1077427.418568 nChanged 489 SP:Iteration 3Q (50.001490 sec): 3 clusters Score: Raw -1078233.586076 + Penalty 646.760955 = -1077586.825121 nChanged 537 SP:Iteration 4Q (50.026116 sec): 3 clusters Score: Raw -1078502.419595 + Penalty 673.204642 = -1077829.214953 nChanged 736 SP:Iteration 5F (50.050140 sec): 3 clusters Score: Raw -1079000.000523 + Penalty 718.161389 = -1078281.839134 nChanged 916 SP:Iteration 6F (50.074462 sec): 3 clusters Score: Raw -1079757.370933 + Penalty 773.396007 = -1078983.974926 nChanged 919 SP:Iteration 7F (50.098478 sec): 3 clusters Score: Raw -1080514.249816 + Penalty 812.859629 = -1079701.390187 nChanged 692 SP:Iteration 8F (50.122382 sec): 3 clusters Score: Raw -1081039.584080 + Penalty 834.194656 = -1080205.389424 nChanged 511 SP:Iteration 9Q (50.145519 sec): 3 clusters Score: Raw -1081410.984538 + Penalty 837.954661 = -1080573.029877 nChanged 362 SP:Iteration 10F (50.169345 sec): 3 clusters Score: Raw -1081671.909493 + Penalty 826.883289 = -1080845.026204 nChanged 278 SP:Iteration 11Q (50.190138 sec): 3 clusters Score: Raw -1081872.972202 + Penalty 814.682909 = -1081058.289293 nChanged 211 SP:Iteration 12Q (50.209878 sec): 3 clusters Score: Raw -1082027.654273 + Penalty 797.770369 = -1081229.883905 nChanged 152 SP:Iteration 13Q (50.229802 sec): 3 clusters Score: Raw -1082136.734695 + Penalty 787.336509 = -1081349.398186 nChanged 104 SP:Iteration 14Q (50.249724 sec): 3 clusters Score: Raw -1082205.551318 + Penalty 776.656365 = -1081428.894953 nChanged 87 SP:Iteration 15Q (50.269249 sec): 3 clusters Score: Raw -1082266.246541 + Penalty 782.936200 = -1081483.310341 nChanged 69 SP:Iteration 16Q (50.291354 sec): 3 clusters Score: Raw -1082305.366395 + Penalty 780.136915 = -1081525.229480 nChanged 49 SP:Iteration 17Q (50.312714 sec): 3 clusters Score: Raw -1082333.954956 + Penalty 774.515244 = -1081559.439712 nChanged 36 SP:Iteration 18Q (50.334523 sec): 3 clusters Score: Raw -1082354.960688 + Penalty 770.425608 = -1081584.535080 nChanged 26 SP:Iteration 19Q (50.356624 sec): 3 clusters Score: Raw -1082369.951029 + Penalty 775.761597 = -1081594.189432 nChanged 22 SP:Iteration 20F (50.383236 sec): 3 clusters Score: Raw -1082382.947438 + Penalty 780.828635 = -1081602.118803 nChanged 14 SP:Iteration 21Q (50.404788 sec): 3 clusters Score: Raw -1082392.267271 + Penalty 821.246494 = -1081571.020777 nChanged 11 SP:Iteration 22F (50.431497 sec): 3 clusters Score: Raw -1082400.337669 + Penalty 850.858411 = -1081549.479259 nChanged 6 SP:Iteration 23F (50.458817 sec): 3 clusters Score: Raw -1082404.166967 + Penalty 856.194095 = -1081547.972873 nChanged 3 SP:Iteration 24F (50.485148 sec): 3 clusters Score: Raw -1082405.040741 + Penalty 856.194095 = -1081548.846646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.493543 sec): 2 clusters Score: Raw -9829.694015 + Penalty 220.123932 = -9609.570083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.493954 sec): 3 clusters Score: Raw -9767.453321 + Penalty 449.737918 = -9317.715403 nChanged 24 SP:Iteration 1F (50.494348 sec): 3 clusters Score: Raw -9788.104586 + Penalty 458.427827 = -9329.676759 nChanged 9 SP:Iteration 2F (50.494741 sec): 3 clusters Score: Raw -9797.298077 + Penalty 465.130296 = -9332.167780 nChanged 10 SP:Iteration 3F (50.495133 sec): 3 clusters Score: Raw -9810.087449 + Penalty 479.566740 = -9330.520709 nChanged 9 SP:Iteration 4F (50.495530 sec): 3 clusters Score: Raw -9819.859700 + Penalty 546.601653 = -9273.258046 nChanged 7 SP:Iteration 5F (50.495923 sec): 3 clusters Score: Raw -9826.325895 + Penalty 562.965894 = -9263.360001 nChanged 2 SP:Iteration 6F (50.496316 sec): 3 clusters Score: Raw -9826.453747 + Penalty 611.974705 = -9214.479041 nChanged 2 SP:Iteration 7F (50.496709 sec): 3 clusters Score: Raw -9826.809397 + Penalty 645.069653 = -9181.739744 nChanged 1 SP:Iteration 8F (50.497102 sec): 3 clusters Score: Raw -9825.888877 + Penalty 595.270122 = -9230.618754 nChanged 1 SP:Iteration 9Q (50.497451 sec): 3 clusters Score: Raw -9825.965875 + Penalty 566.947552 = -9259.018323 nChanged 1 SP:Iteration 10F (50.497868 sec): 3 clusters Score: Raw -9826.693517 + Penalty 220.123932 = -9606.569585 nChanged 1 SP:Iteration 11Q (50.498216 sec): 2 clusters Score: Raw -9829.694015 + Penalty 220.123932 = -9609.570083 nChanged 0 SP:Iteration 12F (50.498562 sec): 2 clusters Score: Raw -9829.694015 + Penalty 220.123932 = -9609.570083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.499950 sec): 2 clusters Score: Raw -30084.008605 + Penalty 593.925974 = -29490.082632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.500762 sec): 3 clusters Score: Raw -29928.578958 + Penalty 1190.178640 = -28738.400318 nChanged 79 SP:Iteration 1F (50.501563 sec): 3 clusters Score: Raw -29992.927334 + Penalty 1192.338441 = -28800.588892 nChanged 36 SP:Iteration 2F (50.502361 sec): 3 clusters Score: Raw -30021.290556 + Penalty 1193.495822 = -28827.794734 nChanged 19 SP:Iteration 3F (50.503161 sec): 3 clusters Score: Raw -30038.952152 + Penalty 1194.227993 = -28844.724159 nChanged 11 SP:Iteration 4Q (50.503961 sec): 3 clusters Score: Raw -30047.773956 + Penalty 1200.579170 = -28847.194786 nChanged 5 SP:Iteration 5Q (50.504755 sec): 3 clusters Score: Raw -30053.256901 + Penalty 1205.779421 = -28847.477480 nChanged 4 SP:Iteration 6Q (50.505547 sec): 3 clusters Score: Raw -30059.794835 + Penalty 1210.800804 = -28848.994031 nChanged 5 SP:Iteration 7Q (50.506338 sec): 3 clusters Score: Raw -30063.928326 + Penalty 1223.348864 = -28840.579462 nChanged 7 SP:Iteration 8F (50.507138 sec): 3 clusters Score: Raw -30070.615381 + Penalty 1227.385435 = -28843.229946 nChanged 7 SP:Iteration 9Q (50.507899 sec): 3 clusters Score: Raw -30075.912089 + Penalty 1236.127715 = -28839.784375 nChanged 9 SP:Iteration 10F (50.508664 sec): 3 clusters Score: Raw -30082.953629 + Penalty 1248.198747 = -28834.754881 nChanged 7 SP:Iteration 11F (50.509462 sec): 3 clusters Score: Raw -30090.347022 + Penalty 1259.081196 = -28831.265825 nChanged 4 SP:Iteration 12F (50.510226 sec): 3 clusters Score: Raw -30094.995172 + Penalty 1263.892660 = -28831.102512 nChanged 2 SP:Iteration 13F (50.510991 sec): 3 clusters Score: Raw -30097.804633 + Penalty 1274.613567 = -28823.191066 nChanged 4 SP:Iteration 14F (50.511754 sec): 3 clusters Score: Raw -30108.274018 + Penalty 1279.694983 = -28828.579035 nChanged 4 SP:Iteration 15Q (50.512482 sec): 3 clusters Score: Raw -30115.056082 + Penalty 1284.777608 = -28830.278474 nChanged 2 SP:Iteration 16Q (50.513201 sec): 3 clusters Score: Raw -30116.830533 + Penalty 1284.703945 = -28832.126588 nChanged 1 SP:Iteration 17Q (50.513914 sec): 3 clusters Score: Raw -30116.902842 + Penalty 1284.703945 = -28832.198897 nChanged 0 SP:Iteration 18F (50.514678 sec): 3 clusters Score: Raw -30116.902842 + Penalty 1284.703945 = -28832.198897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.516158 sec): 2 clusters Score: Raw -21035.786397 + Penalty 492.661646 = -20543.124752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.516771 sec): 3 clusters Score: Raw -20926.518881 + Penalty 986.284543 = -19940.234338 nChanged 54 SP:Iteration 1F (50.517375 sec): 3 clusters Score: Raw -20967.483609 + Penalty 988.309844 = -19979.173766 nChanged 23 SP:Iteration 2F (50.518015 sec): 3 clusters Score: Raw -20987.394739 + Penalty 989.338800 = -19998.055939 nChanged 13 SP:Iteration 3F (50.518639 sec): 3 clusters Score: Raw -20999.185789 + Penalty 989.973929 = -20009.211860 nChanged 5 SP:Iteration 4Q (50.519260 sec): 3 clusters Score: Raw -21006.052056 + Penalty 988.584875 = -20017.467180 nChanged 3 SP:Iteration 5Q (50.519881 sec): 3 clusters Score: Raw -21008.552031 + Penalty 988.324455 = -20020.227576 nChanged 1 SP:Iteration 6Q (50.520506 sec): 3 clusters Score: Raw -21009.921842 + Penalty 987.395764 = -20022.526078 nChanged 1 SP:Iteration 7Q (50.521127 sec): 3 clusters Score: Raw -21011.839461 + Penalty 987.330441 = -20024.509020 nChanged 1 SP:Iteration 8Q (50.521747 sec): 3 clusters Score: Raw -21012.039155 + Penalty 987.330441 = -20024.708714 nChanged 0 SP:Iteration 9F (50.522369 sec): 3 clusters Score: Raw -21012.039155 + Penalty 987.330441 = -20024.708714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.527034 sec): 2 clusters Score: Raw -36798.922166 + Penalty 614.546583 = -36184.375582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.527947 sec): 3 clusters Score: Raw -36631.905545 + Penalty 1229.763587 = -35402.141958 nChanged 113 SP:Iteration 1F (50.528825 sec): 3 clusters Score: Raw -36716.481208 + Penalty 1229.414817 = -35487.066392 nChanged 26 SP:Iteration 2F (50.529707 sec): 3 clusters Score: Raw -36738.042743 + Penalty 1229.351207 = -35508.691536 nChanged 16 SP:Iteration 3Q (50.530586 sec): 3 clusters Score: Raw -36755.303685 + Penalty 1229.507056 = -35525.796629 nChanged 7 SP:Iteration 4Q (50.531478 sec): 3 clusters Score: Raw -36762.146749 + Penalty 1229.772896 = -35532.373853 nChanged 5 SP:Iteration 5Q (50.532405 sec): 3 clusters Score: Raw -36765.008193 + Penalty 1229.974577 = -35535.033617 nChanged 4 SP:Iteration 6Q (50.533318 sec): 3 clusters Score: Raw -36766.482319 + Penalty 1229.971807 = -35536.510512 nChanged 2 SP:Iteration 7Q (50.534226 sec): 3 clusters Score: Raw -36766.890159 + Penalty 1229.962952 = -35536.927207 nChanged 2 SP:Iteration 8Q (50.535140 sec): 3 clusters Score: Raw -36767.608841 + Penalty 1230.123645 = -35537.485195 nChanged 1 SP:Iteration 9Q (50.536030 sec): 3 clusters Score: Raw -36768.016921 + Penalty 1230.167197 = -35537.849723 nChanged 1 SP:Iteration 10F (50.536943 sec): 3 clusters Score: Raw -36768.616900 + Penalty 1230.167197 = -35538.449703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.537492 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.537730 sec): 3 clusters Score: Raw -1317.775320 + Penalty 328.426590 = -989.348730 nChanged 2 SP:Iteration 1F (50.537957 sec): 3 clusters Score: Raw -1325.121057 + Penalty 199.387588 = -1125.733469 nChanged 3 SP:Iteration 2F (50.538166 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.538801 sec): 2 clusters Score: Raw -6066.235430 + Penalty 312.449068 = -5753.786362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.539140 sec): 3 clusters Score: Raw -6069.758233 + Penalty 624.426319 = -5445.331914 nChanged 8 SP:Iteration 1F (50.539472 sec): 3 clusters Score: Raw -6079.197494 + Penalty 624.426319 = -5454.771175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.540511 sec): 2 clusters Score: Raw -19459.242199 + Penalty 64.199834 = -19395.042366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.541133 sec): 3 clusters Score: Raw -19308.699515 + Penalty 128.862526 = -19179.836989 nChanged 94 SP:Iteration 1F (50.541717 sec): 3 clusters Score: Raw -19388.634511 + Penalty 128.698891 = -19259.935620 nChanged 16 SP:Iteration 2F (50.542317 sec): 3 clusters Score: Raw -19395.787615 + Penalty 128.362046 = -19267.425568 nChanged 5 SP:Iteration 3Q (50.542918 sec): 3 clusters Score: Raw -19398.935398 + Penalty 128.353940 = -19270.581458 nChanged 9 SP:Iteration 4Q (50.543529 sec): 3 clusters Score: Raw -19404.292904 + Penalty 128.281681 = -19276.011224 nChanged 7 SP:Iteration 5Q (50.544134 sec): 3 clusters Score: Raw -19408.767598 + Penalty 128.347395 = -19280.420203 nChanged 5 SP:Iteration 6Q (50.544739 sec): 3 clusters Score: Raw -19411.118010 + Penalty 128.426606 = -19282.691404 nChanged 7 SP:Iteration 7Q (50.545345 sec): 3 clusters Score: Raw -19413.668491 + Penalty 128.403655 = -19285.264836 nChanged 1 SP:Iteration 8Q (50.545948 sec): 3 clusters Score: Raw -19413.765883 + Penalty 128.403655 = -19285.362228 nChanged 0 SP:Iteration 9F (50.546551 sec): 3 clusters Score: Raw -19413.765883 + Penalty 128.403655 = -19285.362228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.547049 sec): 2 clusters Score: Raw -900.920072 + Penalty 125.714189 = -775.205883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.547276 sec): 3 clusters Score: Raw -925.793735 + Penalty 248.229718 = -677.564018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.547913 sec): 2 clusters Score: Raw -6001.418386 + Penalty 492.349150 = -5509.069236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.548243 sec): 3 clusters Score: Raw -6018.567589 + Penalty 986.201589 = -5032.366000 nChanged 2 SP:Iteration 1Q (50.548564 sec): 3 clusters Score: Raw -6021.840567 + Penalty 986.201589 = -5035.638978 nChanged 0 SP:Iteration 2F (50.548888 sec): 3 clusters Score: Raw -6021.840567 + Penalty 986.201589 = -5035.638978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.549391 sec): 2 clusters Score: Raw -1609.864245 + Penalty 300.289194 = -1309.575051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.549654 sec): 3 clusters Score: Raw -1610.655117 + Penalty 603.161229 = -1007.493887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.550136 sec): 2 clusters Score: Raw -900.395584 + Penalty 232.671935 = -667.723649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.550363 sec): 3 clusters Score: Raw -907.362507 + Penalty 460.731609 = -446.630898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.550812 sec): 2 clusters Score: Raw -246.087861 + Penalty 30.211838 = -215.876023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.550996 sec): 2 clusters Score: Raw -246.087861 + Penalty 30.211838 = -215.876023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.551500 sec): 2 clusters Score: Raw -1504.466944 + Penalty 32.222528 = -1472.244416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.551729 sec): 3 clusters Score: Raw -1511.269758 + Penalty 64.445056 = -1446.824702 nChanged 2 SP:Iteration 1F (50.551954 sec): 3 clusters Score: Raw -1514.630963 + Penalty 63.336329 = -1451.294634 nChanged 1 SP:Iteration 2Q (50.552177 sec): 3 clusters Score: Raw -1515.930953 + Penalty 63.336329 = -1452.594623 nChanged 0 SP:Iteration 3F (50.552409 sec): 3 clusters Score: Raw -1515.930953 + Penalty 63.336329 = -1452.594623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.552927 sec): 2 clusters Score: Raw -2117.487697 + Penalty 323.612030 = -1793.875667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.553177 sec): 3 clusters Score: Raw -2129.062745 + Penalty 652.258253 = -1476.804492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.554147 sec): 2 clusters Score: Raw -18196.872163 + Penalty 602.962975 = -17593.909188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.554714 sec): 3 clusters Score: Raw -18134.773969 + Penalty 1210.311162 = -16924.462806 nChanged 41 SP:Iteration 1F (50.555269 sec): 3 clusters Score: Raw -18173.746517 + Penalty 1210.546907 = -16963.199610 nChanged 3 SP:Iteration 2Q (50.555823 sec): 3 clusters Score: Raw -18176.807083 + Penalty 1211.287443 = -16965.519640 nChanged 1 SP:Iteration 3Q (50.556375 sec): 3 clusters Score: Raw -18180.632466 + Penalty 1211.287443 = -16969.345023 nChanged 0 SP:Iteration 4F (50.556930 sec): 3 clusters Score: Raw -18180.632466 + Penalty 1211.287443 = -16969.345023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.557513 sec): 2 clusters Score: Raw -3656.946171 + Penalty 405.662318 = -3251.283853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.557806 sec): 3 clusters Score: Raw -3661.864339 + Penalty 815.579914 = -2846.284425 nChanged 2 SP:Iteration 1F (50.558087 sec): 3 clusters Score: Raw -3668.966723 + Penalty 811.324637 = -2857.642086 nChanged 1 SP:Iteration 2Q (50.558361 sec): 3 clusters Score: Raw -3673.018905 + Penalty 811.324637 = -2861.694269 nChanged 0 SP:Iteration 3F (50.558638 sec): 3 clusters Score: Raw -3673.018905 + Penalty 811.324637 = -2861.694269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.559150 sec): 2 clusters Score: Raw -2046.166479 + Penalty 354.369257 = -1691.797222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.559420 sec): 3 clusters Score: Raw -2091.560059 + Penalty 708.738515 = -1382.821544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.559965 sec): 2 clusters Score: Raw -3078.428282 + Penalty 344.812295 = -2733.615987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.560240 sec): 3 clusters Score: Raw -3098.702603 + Penalty 690.746046 = -2407.956557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.561602 sec): 2 clusters Score: Raw -32266.953241 + Penalty 914.015775 = -31352.937465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.562403 sec): 3 clusters Score: Raw -32247.904711 + Penalty 1827.308170 = -30420.596540 nChanged 56 SP:Iteration 1F (50.563194 sec): 3 clusters Score: Raw -32336.652960 + Penalty 1826.310103 = -30510.342857 nChanged 18 SP:Iteration 2F (50.563994 sec): 3 clusters Score: Raw -32375.466854 + Penalty 1826.395937 = -30549.070917 nChanged 6 SP:Iteration 3Q (50.564756 sec): 3 clusters Score: Raw -32387.979867 + Penalty 1826.308268 = -30561.671598 nChanged 3 SP:Iteration 4Q (50.565523 sec): 3 clusters Score: Raw -32391.728860 + Penalty 1826.316972 = -30565.411888 nChanged 4 SP:Iteration 5Q (50.566286 sec): 3 clusters Score: Raw -32395.047134 + Penalty 1825.729759 = -30569.317375 nChanged 4 SP:Iteration 6Q (50.567045 sec): 3 clusters Score: Raw -32399.099376 + Penalty 1825.345370 = -30573.754007 nChanged 4 SP:Iteration 7Q (50.567808 sec): 3 clusters Score: Raw -32407.086660 + Penalty 1825.365910 = -30581.720750 nChanged 5 SP:Iteration 8Q (50.568566 sec): 3 clusters Score: Raw -32422.607971 + Penalty 1825.171722 = -30597.436248 nChanged 2 SP:Iteration 9Q (50.569319 sec): 3 clusters Score: Raw -32425.423264 + Penalty 1825.171722 = -30600.251542 nChanged 0 SP:Iteration 10F (50.570100 sec): 3 clusters Score: Raw -32425.423264 + Penalty 1825.171722 = -30600.251542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.571229 sec): 2 clusters Score: Raw -22997.893315 + Penalty 479.866347 = -22518.026968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.571876 sec): 3 clusters Score: Raw -22882.488501 + Penalty 971.345702 = -21911.142799 nChanged 56 SP:Iteration 1F (50.572515 sec): 3 clusters Score: Raw -22939.672750 + Penalty 991.289463 = -21948.383287 nChanged 27 SP:Iteration 2F (50.573151 sec): 3 clusters Score: Raw -22971.151145 + Penalty 1013.002483 = -21958.148662 nChanged 16 SP:Iteration 3F (50.573786 sec): 3 clusters Score: Raw -22997.534792 + Penalty 1033.215611 = -21964.319181 nChanged 12 SP:Iteration 4Q (50.574415 sec): 3 clusters Score: Raw -23017.221368 + Penalty 1059.691396 = -21957.529972 nChanged 11 SP:Iteration 5F (50.575051 sec): 3 clusters Score: Raw -23032.968784 + Penalty 1083.931902 = -21949.036882 nChanged 8 SP:Iteration 6F (50.575686 sec): 3 clusters Score: Raw -23045.720090 + Penalty 1104.243545 = -21941.476545 nChanged 6 SP:Iteration 7F (50.576322 sec): 3 clusters Score: Raw -23055.552233 + Penalty 1108.729078 = -21946.823155 nChanged 1 SP:Iteration 8Q (50.576910 sec): 3 clusters Score: Raw -23056.491182 + Penalty 1110.513381 = -21945.977801 nChanged 1 SP:Iteration 9F (50.577545 sec): 3 clusters Score: Raw -23057.459561 + Penalty 1110.513381 = -21946.946180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.578100 sec): 2 clusters Score: Raw -1687.815253 + Penalty 391.178886 = -1296.636366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.578377 sec): 3 clusters Score: Raw -2009.144350 + Penalty 777.830793 = -1231.313557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.578899 sec): 2 clusters Score: Raw -962.076185 + Penalty 236.038037 = -726.038149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.579126 sec): 3 clusters Score: Raw -949.212678 + Penalty 470.827948 = -478.384730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.579579 sec): 2 clusters Score: Raw -238.980756 + Penalty 21.171446 = -217.809310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.579770 sec): 3 clusters Score: Raw -245.376077 + Penalty 46.773357 = -198.602719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.581012 sec): 2 clusters Score: Raw -27265.397717 + Penalty 774.718123 = -26490.679594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.581749 sec): 3 clusters Score: Raw -27204.763384 + Penalty 1549.944489 = -25654.818896 nChanged 45 SP:Iteration 1F (50.582474 sec): 3 clusters Score: Raw -27263.026385 + Penalty 1551.400143 = -25711.626243 nChanged 13 SP:Iteration 2Q (50.583195 sec): 3 clusters Score: Raw -27287.782052 + Penalty 1554.887511 = -25732.894541 nChanged 14 SP:Iteration 3Q (50.583903 sec): 3 clusters Score: Raw -27312.401051 + Penalty 1557.703131 = -25754.697920 nChanged 7 SP:Iteration 4Q (50.584592 sec): 3 clusters Score: Raw -27324.042354 + Penalty 1559.552250 = -25764.490103 nChanged 2 SP:Iteration 5Q (50.585340 sec): 3 clusters Score: Raw -27326.419984 + Penalty 1559.108174 = -25767.311810 nChanged 1 SP:Iteration 6Q (50.586047 sec): 3 clusters Score: Raw -27328.599965 + Penalty 1559.108174 = -25769.491791 nChanged 0 SP:Iteration 7F (50.586769 sec): 3 clusters Score: Raw -27328.599965 + Penalty 1559.108174 = -25769.491791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.587276 sec): 2 clusters Score: Raw -1497.984953 + Penalty 301.953689 = -1196.031263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.587516 sec): 3 clusters Score: Raw -1503.632341 + Penalty 605.270982 = -898.361358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.588171 sec): 2 clusters Score: Raw -6869.431089 + Penalty 510.482056 = -6358.949034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.588517 sec): 3 clusters Score: Raw -6885.931888 + Penalty 1021.517520 = -5864.414368 nChanged 2 SP:Iteration 1Q (50.588854 sec): 3 clusters Score: Raw -6894.058584 + Penalty 1022.893860 = -5871.164725 nChanged 1 SP:Iteration 2Q (50.589187 sec): 3 clusters Score: Raw -6895.553129 + Penalty 1023.767044 = -5871.786085 nChanged 1 SP:Iteration 3Q (50.589520 sec): 3 clusters Score: Raw -6900.003197 + Penalty 1023.767044 = -5876.236152 nChanged 0 SP:Iteration 4F (50.589858 sec): 3 clusters Score: Raw -6900.003197 + Penalty 1023.767044 = -5876.236152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.590373 sec): 2 clusters Score: Raw -2038.284520 + Penalty 306.094255 = -1732.190265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.590622 sec): 3 clusters Score: Raw -2037.375889 + Penalty 607.089253 = -1430.286636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.591096 sec): 2 clusters Score: Raw -640.424879 + Penalty 185.155395 = -455.269484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.591340 sec): 3 clusters Score: Raw -643.172534 + Penalty 366.378994 = -276.793540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.591794 sec): 2 clusters Score: Raw -179.562210 + Penalty 50.594455 = -128.967755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.591993 sec): 3 clusters Score: Raw -174.285041 + Penalty 101.188911 = -73.096130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.592776 sec): 2 clusters Score: Raw -10654.335076 + Penalty 683.489448 = -9970.845628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.593203 sec): 3 clusters Score: Raw -10712.316520 + Penalty 1366.982467 = -9345.334053 nChanged 11 SP:Iteration 1F (50.593622 sec): 3 clusters Score: Raw -10730.054959 + Penalty 1366.752445 = -9363.302514 nChanged 2 SP:Iteration 2Q (50.594029 sec): 3 clusters Score: Raw -10737.170693 + Penalty 1366.752445 = -9370.418249 nChanged 0 SP:Iteration 3F (50.594447 sec): 3 clusters Score: Raw -10737.170693 + Penalty 1366.752445 = -9370.418249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.595570 sec): 2 clusters Score: Raw -24057.489188 + Penalty 570.721402 = -23486.767786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.596234 sec): 3 clusters Score: Raw -23953.718713 + Penalty 1142.513576 = -22811.205136 nChanged 57 SP:Iteration 1F (50.596886 sec): 3 clusters Score: Raw -23996.056117 + Penalty 1142.138896 = -22853.917221 nChanged 16 SP:Iteration 2F (50.597535 sec): 3 clusters Score: Raw -24012.189446 + Penalty 1141.778247 = -22870.411198 nChanged 4 SP:Iteration 3Q (50.598192 sec): 3 clusters Score: Raw -24016.867062 + Penalty 1141.994039 = -22874.873023 nChanged 4 SP:Iteration 4Q (50.598838 sec): 3 clusters Score: Raw -24023.317805 + Penalty 1141.815030 = -22881.502775 nChanged 6 SP:Iteration 5Q (50.599482 sec): 3 clusters Score: Raw -24028.507486 + Penalty 1142.065939 = -22886.441547 nChanged 3 SP:Iteration 6Q (50.600127 sec): 3 clusters Score: Raw -24031.231647 + Penalty 1142.587847 = -22888.643800 nChanged 3 SP:Iteration 7Q (50.600772 sec): 3 clusters Score: Raw -24034.684153 + Penalty 1142.453736 = -22892.230416 nChanged 1 SP:Iteration 8Q (50.601414 sec): 3 clusters Score: Raw -24035.533664 + Penalty 1142.453736 = -22893.079928 nChanged 0 SP:Iteration 9F (50.602060 sec): 3 clusters Score: Raw -24035.533664 + Penalty 1142.453736 = -22893.079928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.602548 sec): 2 clusters Score: Raw -567.695739 + Penalty 175.301718 = -392.394021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.602774 sec): 3 clusters Score: Raw -556.352745 + Penalty 361.379180 = -194.973565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.603226 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.603408 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.603871 sec): 2 clusters Score: Raw -357.015678 + Penalty 103.330865 = -253.684813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.604082 sec): 3 clusters Score: Raw -352.402995 + Penalty 211.741033 = -140.661962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.604679 sec): 2 clusters Score: Raw -3078.362000 + Penalty 116.555163 = -2961.806837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.604982 sec): 3 clusters Score: Raw -3105.099965 + Penalty 241.970914 = -2863.129051 nChanged 12 SP:Iteration 1F (50.605284 sec): 3 clusters Score: Raw -3133.250923 + Penalty 249.897113 = -2883.353810 nChanged 4 SP:Iteration 2F (50.605584 sec): 3 clusters Score: Raw -3145.815447 + Penalty 252.651010 = -2893.164437 nChanged 1 SP:Iteration 3Q (50.605867 sec): 3 clusters Score: Raw -3148.266914 + Penalty 252.651010 = -2895.615903 nChanged 0 SP:Iteration 4F (50.606167 sec): 3 clusters Score: Raw -3148.266914 + Penalty 252.651010 = -2895.615903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.606670 sec): 2 clusters Score: Raw -1520.510365 + Penalty 300.993875 = -1219.516490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.606908 sec): 3 clusters Score: Raw -1520.522448 + Penalty 601.064047 = -919.458401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.607419 sec): 2 clusters Score: Raw -1939.361245 + Penalty 260.744673 = -1678.616572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.607669 sec): 3 clusters Score: Raw -1944.521725 + Penalty 524.017771 = -1420.503954 nChanged 1 SP:Iteration 1Q (50.607907 sec): 3 clusters Score: Raw -1946.731222 + Penalty 524.017771 = -1422.713451 nChanged 0 SP:Iteration 2F (50.608148 sec): 3 clusters Score: Raw -1946.731222 + Penalty 524.017771 = -1422.713451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.608641 sec): 2 clusters Score: Raw -1422.319029 + Penalty 274.106348 = -1148.212681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.608876 sec): 3 clusters Score: Raw -1425.675867 + Penalty 551.044299 = -874.631568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.609351 sec): 2 clusters Score: Raw -641.966963 + Penalty 176.961381 = -465.005582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.609572 sec): 3 clusters Score: Raw -638.339494 + Penalty 367.834511 = -270.504983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.610025 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.610216 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.610750 sec): 2 clusters Score: Raw -3028.345573 + Penalty 386.602914 = -2641.742659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.611016 sec): 3 clusters Score: Raw -3040.276629 + Penalty 785.819454 = -2254.457175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.611480 sec): 2 clusters Score: Raw -364.778169 + Penalty 131.632844 = -233.145325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.611691 sec): 3 clusters Score: Raw -359.754692 + Penalty 268.108845 = -91.645847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.612151 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.612332 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.612834 sec): 2 clusters Score: Raw -1774.909113 + Penalty 287.588418 = -1487.320695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.613080 sec): 3 clusters Score: Raw -1772.920872 + Penalty 563.473169 = -1209.447703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.613543 sec): 2 clusters Score: Raw -361.955293 + Penalty 124.745601 = -237.209692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.613756 sec): 3 clusters Score: Raw -356.217452 + Penalty 277.858583 = -78.358869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.614218 sec): 2 clusters Score: Raw -236.603735 + Penalty 16.115752 = -220.487982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.614414 sec): 3 clusters Score: Raw -243.073816 + Penalty 31.875388 = -211.198428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.614916 sec): 2 clusters Score: Raw -1486.331557 + Penalty 268.232691 = -1218.098866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.615153 sec): 3 clusters Score: Raw -1484.397163 + Penalty 574.042884 = -910.354278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.615622 sec): 2 clusters Score: Raw -469.023385 + Penalty 165.153631 = -303.869753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.615837 sec): 3 clusters Score: Raw -457.811900 + Penalty 335.187944 = -122.623956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.616324 sec): 2 clusters Score: Raw -860.785534 + Penalty 346.957916 = -513.827618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.616557 sec): 3 clusters Score: Raw -1059.392215 + Penalty 693.915831 = -365.476384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.617003 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.617186 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.617742 sec): 2 clusters Score: Raw -3512.960916 + Penalty 273.118602 = -3239.842314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.618024 sec): 3 clusters Score: Raw -3502.397259 + Penalty 545.513666 = -2956.883593 nChanged 2 SP:Iteration 1F (50.618303 sec): 3 clusters Score: Raw -3507.621900 + Penalty 546.237203 = -2961.384697 nChanged 1 SP:Iteration 2Q (50.618580 sec): 3 clusters Score: Raw -3512.373926 + Penalty 546.237203 = -2966.136723 nChanged 0 SP:Iteration 3F (50.618859 sec): 3 clusters Score: Raw -3512.373926 + Penalty 546.237203 = -2966.136723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.619337 sec): 2 clusters Score: Raw -168.550742 + Penalty 16.959587 = -151.591155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.619531 sec): 2 clusters Score: Raw -168.550742 + Penalty 16.959587 = -151.591155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.619994 sec): 2 clusters Score: Raw -260.581012 + Penalty 71.586157 = -188.994855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.620200 sec): 3 clusters Score: Raw -260.500510 + Penalty 145.636214 = -114.864296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.620672 sec): 2 clusters Score: Raw -471.031961 + Penalty 153.860881 = -317.171079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.620888 sec): 3 clusters Score: Raw -460.701269 + Penalty 310.988849 = -149.712419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.621417 sec): 2 clusters Score: Raw -2740.983577 + Penalty 360.872238 = -2380.111339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.621678 sec): 3 clusters Score: Raw -2739.877942 + Penalty 726.328529 = -2013.549413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.622152 sec): 2 clusters Score: Raw -745.059218 + Penalty 207.324697 = -537.734521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.622374 sec): 3 clusters Score: Raw -742.256846 + Penalty 414.649394 = -327.607451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.622842 sec): 2 clusters Score: Raw -457.752965 + Penalty 148.819433 = -308.933532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.623058 sec): 3 clusters Score: Raw -452.893129 + Penalty 297.114521 = -155.778608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.623510 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.623698 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.624153 sec): 2 clusters Score: Raw -175.730944 + Penalty 44.857865 = -130.873080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.624354 sec): 3 clusters Score: Raw -172.637473 + Penalty 89.715729 = -82.921744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.624825 sec): 2 clusters Score: Raw -563.112039 + Penalty 170.106597 = -393.005442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.625046 sec): 3 clusters Score: Raw -556.670134 + Penalty 340.213194 = -216.456940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.625524 sec): 2 clusters Score: Raw -745.575447 + Penalty 250.938291 = -494.637156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.625751 sec): 3 clusters Score: Raw -870.036585 + Penalty 506.085035 = -363.951550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.626239 sec): 2 clusters Score: Raw -557.421206 + Penalty 128.890494 = -428.530712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.626456 sec): 3 clusters Score: Raw -547.948731 + Penalty 255.966384 = -291.982347 nChanged 1 SP:Iteration 1F (50.626664 sec): 3 clusters Score: Raw -551.580133 + Penalty 255.966384 = -295.613749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.627128 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.627337 sec): 3 clusters Score: Raw -373.427521 + Penalty 138.598557 = -234.828964 nChanged 1 SP:Iteration 1F (50.627529 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.627980 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.628167 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.628637 sec): 2 clusters Score: Raw -564.184319 + Penalty 176.138429 = -388.045890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.628838 sec): 2 clusters Score: Raw -564.184319 + Penalty 176.138429 = -388.045890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.629295 sec): 2 clusters Score: Raw -182.751872 + Penalty 64.472070 = -118.279802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.629502 sec): 3 clusters Score: Raw -175.041044 + Penalty 128.944140 = -46.096903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.629964 sec): 2 clusters Score: Raw -273.094187 + Penalty 82.789438 = -190.304748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.630174 sec): 3 clusters Score: Raw -265.916849 + Penalty 169.722550 = -96.194299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.630633 sec): 2 clusters Score: Raw -183.303780 + Penalty 70.128501 = -113.175280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.630837 sec): 3 clusters Score: Raw -177.214415 + Penalty 140.257001 = -36.957414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.631306 sec): 2 clusters Score: Raw -554.539732 + Penalty 147.505420 = -407.034312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.631518 sec): 3 clusters Score: Raw -604.859221 + Penalty 293.630212 = -311.229009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.631972 sec): 2 clusters Score: Raw -182.564323 + Penalty 69.542726 = -113.021597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.632162 sec): 2 clusters Score: Raw -182.564323 + Penalty 69.542726 = -113.021597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.632645 sec): 2 clusters Score: Raw -671.474576 + Penalty 183.464562 = -488.010014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.632865 sec): 3 clusters Score: Raw -657.741454 + Penalty 375.174261 = -282.567193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.633309 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.633491 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.633934 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.634116 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.634566 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.634754 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 Deleting Class 76 (16 points): Lose 78.223604 but Gain 1105.830250 Iteration 119Q (50.751374 sec): 80 clusters Score: Raw -2198249.848063 + Penalty 65954.116118 = -2132295.731945 nChanged 29 Deleting Class 26 (38 points): Lose 109.890769 but Gain 1135.972035 Iteration 120F (51.688267 sec): 79 clusters Score: Raw -2198170.664060 + Penalty 64861.588301 = -2133309.075758 nChanged 58 Deleting Class 49 (16 points): Lose 83.607806 but Gain 1109.356542 Iteration 121Q (51.785751 sec): 78 clusters Score: Raw -2198155.787447 + Penalty 63783.244613 = -2134372.542834 nChanged 44 Deleting Class 17 (19 points): Lose 93.984702 but Gain 1119.495852 Iteration 122Q (51.882764 sec): 77 clusters Score: Raw -2198102.951868 + Penalty 62740.555165 = -2135362.396704 nChanged 36 Deleting Class 101 (5 points): Lose 25.164053 but Gain 1045.274030 Iteration 123Q (51.978436 sec): 76 clusters Score: Raw -2198130.700894 + Penalty 61698.255629 = -2136432.445264 nChanged 15 Deleting Class 84 (32 points): Lose 122.531153 but Gain 1136.281454 Iteration 124Q (52.073002 sec): 75 clusters Score: Raw -2198014.836305 + Penalty 60601.897785 = -2137412.938520 nChanged 38 Deleting Class 135 (31 points): Lose 98.125065 but Gain 1114.891586 Iteration 125Q (52.169268 sec): 74 clusters Score: Raw -2197969.775961 + Penalty 59516.096490 = -2138453.679471 nChanged 37 Deleting Class 28 (22 points): Lose 160.641440 but Gain 1167.796930 Iteration 126Q (52.263455 sec): 73 clusters Score: Raw -2197859.182998 + Penalty 58478.126421 = -2139381.056577 nChanged 33 Deleting Class 40 (10 points): Lose 40.208147 but Gain 1044.197298 Iteration 127Q (52.357959 sec): 72 clusters Score: Raw -2197869.688232 + Penalty 57542.819946 = -2140326.868287 nChanged 24 Deleting Class 2 (19 points): Lose 58.339667 but Gain 1061.313041 Iteration 128Q (52.451079 sec): 71 clusters Score: Raw -2197853.470388 + Penalty 56478.547704 = -2141374.922684 nChanged 33 Deleting Class 160 (3 points): Lose 11.194077 but Gain 1013.793629 Iteration 129Q (52.543427 sec): 70 clusters Score: Raw -2197881.846501 + Penalty 55474.699475 = -2142407.147026 nChanged 22 Deleting Class 66 (6 points): Lose 5.366289 but Gain 996.604226 Iteration 130F (53.360630 sec): 69 clusters Score: Raw -2197892.201802 + Penalty 54480.752912 = -2143411.448891 nChanged 17 Deleting Class 164 (6 points): Lose 15.302718 but Gain 1001.360994 Iteration 131Q (53.452971 sec): 68 clusters Score: Raw -2197887.761986 + Penalty 53486.922372 = -2144400.839613 nChanged 11 Deleting Class 18 (11 points): Lose 55.941545 but Gain 1028.002146 Iteration 132Q (53.544345 sec): 67 clusters Score: Raw -2197839.671471 + Penalty 52470.969184 = -2145368.702287 nChanged 15 Deleting Class 78 (15 points): Lose 76.903544 but Gain 1047.663342 Iteration 133Q (53.637590 sec): 66 clusters Score: Raw -2197781.021752 + Penalty 51489.556946 = -2146291.464806 nChanged 21 Deleting Class 137 (8 points): Lose 45.064515 but Gain 1015.595072 Iteration 134Q (53.729260 sec): 65 clusters Score: Raw -2197766.761029 + Penalty 50468.582134 = -2147298.178894 nChanged 16 Deleting Class 91 (17 points): Lose 31.968010 but Gain 991.175978 Iteration 135Q (53.819876 sec): 64 clusters Score: Raw -2197751.140305 + Penalty 49485.493447 = -2148265.646858 nChanged 24 Deleting Class 134 (5 points): Lose 17.262992 but Gain 973.801072 Iteration 136Q (53.909518 sec): 63 clusters Score: Raw -2197755.476170 + Penalty 48504.070439 = -2149251.405731 nChanged 12 Deleting Class 52 (71 points): Lose 265.093416 but Gain 1217.072698 Iteration 137Q (53.999393 sec): 62 clusters Score: Raw -2197500.879619 + Penalty 47386.472104 = -2150114.407515 nChanged 74 Deleting Class 213 (2 points): Lose 71.627946 but Gain 1021.980264 Iteration 138Q (54.088776 sec): 61 clusters Score: Raw -2197599.648592 + Penalty 46405.587260 = -2151194.061332 nChanged 24 Deleting Class 153 (6 points): Lose 16.966297 but Gain 967.069551 Iteration 139Q (54.178688 sec): 60 clusters Score: Raw -2197607.259620 + Penalty 45428.708835 = -2152178.550785 nChanged 15 Deleting Class 175 (2 points): Lose 82.887443 but Gain 1030.588646 Iteration 140F (54.878228 sec): 59 clusters Score: Raw -2197537.102858 + Penalty 44390.386688 = -2153146.716170 nChanged 12 Deleting Class 58 (7 points): Lose 24.930087 but Gain 969.236698 Iteration 141Q (54.965779 sec): 58 clusters Score: Raw -2197524.598477 + Penalty 43423.639147 = -2154100.959330 nChanged 12 Deleting Class 99 (17 points): Lose 53.950585 but Gain 994.728210 Iteration 142Q (55.052135 sec): 57 clusters Score: Raw -2197481.349619 + Penalty 42444.351718 = -2155036.997902 nChanged 25 Deleting Class 167 (2 points): Lose 7.058449 but Gain 947.463340 Iteration 143Q (55.138909 sec): 56 clusters Score: Raw -2197499.508748 + Penalty 41500.482853 = -2155999.025895 nChanged 8 Deleting Class 54 (22 points): Lose 67.601971 but Gain 1000.704835 Iteration 144Q (55.225758 sec): 55 clusters Score: Raw -2197434.981684 + Penalty 40504.595257 = -2156930.386427 nChanged 25 Deleting Class 24 (24 points): Lose 113.662842 but Gain 1036.704078 Iteration 145Q (55.312566 sec): 54 clusters Score: Raw -2197350.621783 + Penalty 39472.235336 = -2157878.386448 nChanged 34 Deleting Class 216 (7 points): Lose 44.347701 but Gain 960.385656 Iteration 146Q (55.398601 sec): 53 clusters Score: Raw -2197346.408517 + Penalty 38510.179637 = -2158836.228880 nChanged 18 Deleting Class 79 (10 points): Lose 55.777368 but Gain 945.524731 Iteration 147Q (55.482856 sec): 52 clusters Score: Raw -2197304.797652 + Penalty 37545.140885 = -2159759.656768 nChanged 16 Deleting Class 139 (4 points): Lose 24.894403 but Gain 909.713065 Iteration 148Q (55.566575 sec): 51 clusters Score: Raw -2197299.953319 + Penalty 36647.402658 = -2160652.550661 nChanged 10 Deleting Class 96 (5 points): Lose 39.245060 but Gain 912.051193 Iteration 149Q (55.650812 sec): 50 clusters Score: Raw -2197268.821254 + Penalty 35760.024403 = -2161508.796851 nChanged 11 Deleting Class 30 (42 points): Lose 143.534558 but Gain 1003.498307 Iteration 150F (56.226145 sec): 49 clusters Score: Raw -2197151.415329 + Penalty 34791.185959 = -2162360.229370 nChanged 50 Deleting Class 232 (1 points): Lose 37.476074 but Gain 881.403143 Iteration 151Q (56.312179 sec): 48 clusters Score: Raw -2197183.393025 + Penalty 33916.024682 = -2163267.368343 nChanged 15 Deleting Class 86 (4 points): Lose 140.566872 but Gain 967.219555 Iteration 152Q (56.395696 sec): 47 clusters Score: Raw -2197054.671490 + Penalty 32975.064895 = -2164079.606595 nChanged 10 Deleting Class 77 (22 points): Lose 91.676235 but Gain 918.399140 Iteration 153Q (56.478034 sec): 46 clusters Score: Raw -2197006.289250 + Penalty 32085.367941 = -2164920.921309 nChanged 32 Deleting Class 158 (9 points): Lose 60.078101 but Gain 880.024015 Iteration 154Q (56.560192 sec): 45 clusters Score: Raw -2196984.333524 + Penalty 31209.785655 = -2165774.547869 nChanged 26 Deleting Class 83 (1 points): Lose 2.216107 but Gain 777.767103 Iteration 155Q (56.641019 sec): 44 clusters Score: Raw -2197002.573143 + Penalty 30435.762714 = -2166566.810429 nChanged 14 Deleting Class 16 (86 points): Lose 414.864341 but Gain 1189.903326 Iteration 156Q (56.721885 sec): 43 clusters Score: Raw -2196594.590191 + Penalty 29325.910017 = -2167268.680174 nChanged 96 Deleting Class 143 (1 points): Lose 1.066926 but Gain 767.632611 Iteration 157Q (56.801783 sec): 42 clusters Score: Raw -2196803.893887 + Penalty 28587.030103 = -2168216.863784 nChanged 45 Deleting Class 174 (3 points): Lose 13.280681 but Gain 767.620818 Iteration 158Q (56.880228 sec): 41 clusters Score: Raw -2196836.716303 + Penalty 27844.629830 = -2168992.086473 nChanged 47 Deleting Class 12 (16 points): Lose 31.647515 but Gain 785.227487 Iteration 159Q (56.960453 sec): 40 clusters Score: Raw -2196832.489263 + Penalty 27061.744284 = -2169770.744978 nChanged 40 Deleting Class 103 (12 points): Lose 745.486081 but Gain 1422.273055 Iteration 160F (57.417890 sec): 39 clusters Score: Raw -2196115.769486 + Penalty 25661.433448 = -2170454.336038 nChanged 35 Deleting Class 107 (39 points): Lose 98.956247 but Gain 772.911410 Iteration 161Q (57.497664 sec): 38 clusters Score: Raw -2196102.520280 + Penalty 24888.816254 = -2171213.704027 nChanged 56 Deleting Class 72 (3 points): Lose 95.654958 but Gain 740.599613 Iteration 162Q (57.575598 sec): 37 clusters Score: Raw -2196060.846845 + Penalty 24113.821181 = -2171947.025664 nChanged 24 Deleting Class 148 (2 points): Lose 59.710162 but Gain 659.218513 Iteration 163Q (57.653550 sec): 36 clusters Score: Raw -2196016.069049 + Penalty 23465.705319 = -2172550.363729 nChanged 8 Deleting Class 44 (294 points): Lose 802.085917 but Gain 1397.589176 Iteration 164Q (57.732401 sec): 35 clusters Score: Raw -2195225.386588 + Penalty 22250.311723 = -2172975.074865 nChanged 299 Deleting Class 126 (3 points): Lose 75.871414 but Gain 663.744376 Iteration 165Q (57.812232 sec): 34 clusters Score: Raw -2195669.342143 + Penalty 21631.802349 = -2174037.539794 nChanged 66 Deleting Class 15 (16 points): Lose 164.466313 but Gain 750.970108 Iteration 166Q (57.888113 sec): 33 clusters Score: Raw -2195548.167564 + Penalty 20896.091319 = -2174652.076245 nChanged 57 Deleting Class 59 (2 points): Lose 174.921702 but Gain 743.521833 Iteration 167Q (57.963719 sec): 32 clusters Score: Raw -2195417.337522 + Penalty 20141.730131 = -2175275.607391 nChanged 36 Deleting Class 163 (1 points): Lose 34.670021 but Gain 582.148781 Iteration 168Q (58.041597 sec): 31 clusters Score: Raw -2195416.683243 + Penalty 19573.335381 = -2175843.347862 nChanged 29 Deleting Class 1 (64 points): Lose 226.499879 but Gain 770.220325 Iteration 169Q (58.119326 sec): 30 clusters Score: Raw -2195230.913171 + Penalty 18803.573613 = -2176427.339558 nChanged 85 Deleting Class 155 (10 points): Lose 578.133208 but Gain 1110.113817 Iteration 170F (58.467881 sec): 29 clusters Score: Raw -2194758.966697 + Penalty 17693.876448 = -2177065.090250 nChanged 38 Deleting Class 34 (249 points): Lose 456.744475 but Gain 936.187235 Iteration 171Q (58.540283 sec): 28 clusters Score: Raw -2194507.130407 + Penalty 16820.392329 = -2177686.738078 nChanged 277 Deleting Class 13 (175 points): Lose 613.050435 but Gain 1040.732501 Iteration 172Q (58.613678 sec): 27 clusters Score: Raw -2194318.757932 + Penalty 15822.954784 = -2178495.803148 nChanged 241 Deleting Class 177 (7 points): Lose 377.143715 but Gain 772.149610 Iteration 173Q (58.688976 sec): 26 clusters Score: Raw -2194280.852342 + Penalty 15008.490614 = -2179272.361728 nChanged 87 Deleting Class 9 (348 points): Lose 626.512057 but Gain 971.669937 Iteration 174Q (58.758857 sec): 25 clusters Score: Raw -2193778.629575 + Penalty 14086.403750 = -2179692.225825 nChanged 398 Deleting Class 106 (1 points): Lose 37.153830 but Gain 363.379825 Iteration 175Q (58.830589 sec): 24 clusters Score: Raw -2194240.245208 + Penalty 13726.705620 = -2180513.539588 nChanged 97 Deleting Class 25 (397 points): Lose 918.290197 but Gain 1200.994879 Iteration 176Q (58.900647 sec): 23 clusters Score: Raw -2193359.874548 + Penalty 12601.643119 = -2180758.231428 nChanged 450 Deleting Class 7 (151 points): Lose 238.560363 but Gain 488.331935 Iteration 177Q (58.972603 sec): 22 clusters Score: Raw -2193753.503737 + Penalty 12106.640822 = -2181646.862915 nChanged 282 Deleting Class 119 (2 points): Lose 19.737198 but Gain 249.233301 Iteration 178Q (59.042331 sec): 21 clusters Score: Raw -2193973.369719 + Penalty 11844.429945 = -2182128.939774 nChanged 113 Deleting Class 60 (130 points): Lose 1260.639221 but Gain 1459.441614 Iteration 179Q (59.110054 sec): 20 clusters Score: Raw -2192762.390933 + Penalty 10455.798965 = -2182306.591969 nChanged 195 Deleting Class 20 (3 points): Lose 147.840549 but Gain 280.123120 Iteration 180F (59.340430 sec): 19 clusters Score: Raw -2193564.839319 + Penalty 10126.411884 = -2183438.427435 nChanged 84 Deleting Class 98 (3 points): Lose 60.788296 but Gain 149.424699 Iteration 181Q (59.405439 sec): 18 clusters Score: Raw -2193627.645908 + Penalty 9955.024727 = -2183672.621181 nChanged 49 Deleting Class 67 (1 points): Lose 61.473716 but Gain 142.608134 Iteration 182Q (59.469741 sec): 17 clusters Score: Raw -2193611.989423 + Penalty 9794.158939 = -2183817.830484 nChanged 37 Deleting Class 41 (3 points): Lose 123.493455 but Gain 196.300916 Iteration 183Q (59.532949 sec): 16 clusters Score: Raw -2193513.714150 + Penalty 9568.463761 = -2183945.250388 nChanged 31 Deleting Class 5 (194 points): Lose 535.583204 but Gain 605.542864 Iteration 184Q (59.596297 sec): 15 clusters Score: Raw -2193007.382379 + Penalty 8959.890166 = -2184047.492213 nChanged 213 Deleting Class 88 (1 points): Lose 79.813150 but Gain 142.608134 Iteration 185Q (59.659692 sec): 14 clusters Score: Raw -2193185.507461 + Penalty 8766.800902 = -2184418.706558 nChanged 40 Deleting Class 220 (1 points): Lose 26.579650 but Gain 50.931476 Iteration 186Q (59.721796 sec): 13 clusters Score: Raw -2193169.813454 + Penalty 8702.921924 = -2184466.891530 nChanged 21 Iteration 187Q (59.781906 sec): 13 clusters Score: Raw -2193174.982531 + Penalty 8702.512785 = -2184472.469746 nChanged 13 Iteration 188Q (59.842441 sec): 13 clusters Score: Raw -2193176.873860 + Penalty 8700.872503 = -2184476.001357 nChanged 12 Iteration 189Q (59.903812 sec): 13 clusters Score: Raw -2193179.456539 + Penalty 8700.749209 = -2184478.707330 nChanged 15 Iteration 190F (60.072405 sec): 13 clusters Score: Raw -2193202.679849 + Penalty 8702.007696 = -2184500.672153 nChanged 21 Iteration 191Q (60.132128 sec): 13 clusters Score: Raw -2193237.458597 + Penalty 8706.439755 = -2184531.018843 nChanged 14 Iteration 192Q (60.193463 sec): 13 clusters Score: Raw -2193241.730854 + Penalty 8708.691378 = -2184533.039475 nChanged 12 Iteration 193Q (60.254478 sec): 13 clusters Score: Raw -2193243.696054 + Penalty 8708.977016 = -2184534.719038 nChanged 8 Iteration 194Q (60.314967 sec): 13 clusters Score: Raw -2193247.908131 + Penalty 8711.725663 = -2184536.182468 nChanged 7 Iteration 195Q (60.375125 sec): 13 clusters Score: Raw -2193250.012250 + Penalty 8713.981874 = -2184536.030376 nChanged 5 Iteration 196F (60.545257 sec): 13 clusters Score: Raw -2193251.533134 + Penalty 8715.448012 = -2184536.085121 nChanged 4 Iteration 197Q (60.605359 sec): 13 clusters Score: Raw -2193253.040448 + Penalty 8715.360853 = -2184537.679594 nChanged 1 Iteration 198Q (60.665026 sec): 13 clusters Score: Raw -2193253.197877 + Penalty 8715.140810 = -2184538.057066 nChanged 1 Iteration 199Q (60.725716 sec): 13 clusters Score: Raw -2193253.300169 + Penalty 8714.964046 = -2184538.336123 nChanged 1 Iteration 200F (60.895932 sec): 13 clusters Score: Raw -2193253.672715 + Penalty 8714.165382 = -2184539.507332 nChanged 3 Iteration 201Q (60.957810 sec): 13 clusters Score: Raw -2193254.116358 + Penalty 8713.921574 = -2184540.194784 nChanged 1 Iteration 202Q (61.019972 sec): 13 clusters Score: Raw -2193254.196554 + Penalty 8713.339268 = -2184540.857286 nChanged 1 Iteration 203Q (61.081924 sec): 13 clusters Score: Raw -2193254.276966 + Penalty 8713.671806 = -2184540.605160 nChanged 2 Iteration 204F (61.254332 sec): 13 clusters Score: Raw -2193254.377604 + Penalty 8713.284774 = -2184541.092830 nChanged 1 Iteration 205Q (61.316335 sec): 13 clusters Score: Raw -2193254.449860 + Penalty 8712.800726 = -2184541.649134 nChanged 1 Iteration 206Q (61.377942 sec): 13 clusters Score: Raw -2193254.500216 + Penalty 8712.676122 = -2184541.824094 nChanged 1 Iteration 207Q (61.439767 sec): 13 clusters Score: Raw -2193254.552592 + Penalty 8712.532478 = -2184542.020114 nChanged 1 Iteration 208Q (61.501477 sec): 13 clusters Score: Raw -2193254.670060 + Penalty 8712.721268 = -2184541.948792 nChanged 2 Iteration 209F (61.675974 sec): 13 clusters Score: Raw -2193254.943401 + Penalty 8712.591067 = -2184542.352334 nChanged 1 Iteration 210F (61.846126 sec): 13 clusters Score: Raw -2193255.008308 + Penalty 8712.360092 = -2184542.648216 nChanged 1 Iteration 211Q (61.905683 sec): 13 clusters Score: Raw -2193255.070776 + Penalty 8712.360092 = -2184542.710684 nChanged 0 Iteration 212F (62.075192 sec): 13 clusters Score: Raw -2193255.070776 + Penalty 8712.360092 = -2184542.710684 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2193255.070776 + Penalty 8712.360092 = -2184542.710684Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 3 (9625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.165272 sec): 2 clusters Score: Raw -801899.857693 + Penalty 94.488623 = -801805.369070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.182956 sec): 3 clusters Score: Raw -795490.035209 + Penalty 186.453957 = -795303.581252 nChanged 4675 SP:Iteration 1F (62.200881 sec): 3 clusters Score: Raw -799556.365203 + Penalty 186.800836 = -799369.564367 nChanged 924 SP:Iteration 2F (62.218886 sec): 3 clusters Score: Raw -800243.338454 + Penalty 185.630075 = -800057.708378 nChanged 471 SP:Iteration 3Q (62.236171 sec): 3 clusters Score: Raw -800475.360290 + Penalty 184.768939 = -800290.591351 nChanged 215 SP:Iteration 4Q (62.253383 sec): 3 clusters Score: Raw -800543.976018 + Penalty 183.899867 = -800360.076151 nChanged 141 SP:Iteration 5Q (62.270262 sec): 3 clusters Score: Raw -800584.220065 + Penalty 183.096825 = -800401.123241 nChanged 147 SP:Iteration 6Q (62.287682 sec): 3 clusters Score: Raw -800621.036819 + Penalty 182.538739 = -800438.498081 nChanged 150 SP:Iteration 7Q (62.304353 sec): 3 clusters Score: Raw -800658.638776 + Penalty 181.543346 = -800477.095430 nChanged 150 SP:Iteration 8Q (62.321432 sec): 3 clusters Score: Raw -800695.839831 + Penalty 180.693038 = -800515.146793 nChanged 147 SP:Iteration 9Q (62.338101 sec): 3 clusters Score: Raw -800735.116617 + Penalty 179.646633 = -800555.469983 nChanged 156 SP:Iteration 10F (62.355622 sec): 3 clusters Score: Raw -800781.908694 + Penalty 178.494846 = -800603.413848 nChanged 166 SP:Iteration 11Q (62.371978 sec): 3 clusters Score: Raw -800846.468245 + Penalty 176.843479 = -800669.624766 nChanged 188 SP:Iteration 12Q (62.388298 sec): 3 clusters Score: Raw -800923.133830 + Penalty 174.901415 = -800748.232415 nChanged 201 SP:Iteration 13Q (62.404471 sec): 3 clusters Score: Raw -801013.577715 + Penalty 173.098345 = -800840.479370 nChanged 198 SP:Iteration 14Q (62.420683 sec): 3 clusters Score: Raw -801104.449621 + Penalty 170.485863 = -800933.963759 nChanged 195 SP:Iteration 15Q (62.436502 sec): 3 clusters Score: Raw -801200.681172 + Penalty 168.075718 = -801032.605454 nChanged 180 SP:Iteration 16Q (62.452600 sec): 3 clusters Score: Raw -801285.535179 + Penalty 165.900109 = -801119.635070 nChanged 157 SP:Iteration 17Q (62.467913 sec): 3 clusters Score: Raw -801349.405429 + Penalty 163.741989 = -801185.663440 nChanged 130 SP:Iteration 18Q (62.483370 sec): 3 clusters Score: Raw -801392.875934 + Penalty 162.739743 = -801230.136190 nChanged 100 SP:Iteration 19Q (62.498392 sec): 3 clusters Score: Raw -801423.608541 + Penalty 162.252245 = -801261.356295 nChanged 104 SP:Iteration 20F (62.515911 sec): 3 clusters Score: Raw -801454.178286 + Penalty 161.716829 = -801292.461457 nChanged 90 SP:Iteration 21Q (62.531175 sec): 3 clusters Score: Raw -801484.258059 + Penalty 161.558729 = -801322.699330 nChanged 110 SP:Iteration 22Q (62.546221 sec): 3 clusters Score: Raw -801524.671909 + Penalty 160.013801 = -801364.658108 nChanged 107 SP:Iteration 23Q (62.560952 sec): 3 clusters Score: Raw -801564.348533 + Penalty 157.713807 = -801406.634727 nChanged 88 SP:Iteration 24Q (62.575664 sec): 3 clusters Score: Raw -801599.704192 + Penalty 155.987764 = -801443.716428 nChanged 88 SP:Iteration 25Q (62.590090 sec): 3 clusters Score: Raw -801637.392652 + Penalty 153.406943 = -801483.985709 nChanged 93 SP:Iteration 26Q (62.604450 sec): 3 clusters Score: Raw -801683.795466 + Penalty 153.187030 = -801530.608436 nChanged 95 SP:Iteration 27Q (62.618875 sec): 3 clusters Score: Raw -801736.982728 + Penalty 152.952032 = -801584.030696 nChanged 83 SP:Iteration 28Q (62.633130 sec): 3 clusters Score: Raw -801783.229785 + Penalty 154.008824 = -801629.220961 nChanged 58 SP:Iteration 29Q (62.647447 sec): 3 clusters Score: Raw -801814.792351 + Penalty 154.499863 = -801660.292488 nChanged 48 SP:Iteration 30F (62.664653 sec): 3 clusters Score: Raw -801837.104409 + Penalty 156.607814 = -801680.496595 nChanged 40 SP:Iteration 31Q (62.678748 sec): 3 clusters Score: Raw -801856.108787 + Penalty 159.545797 = -801696.562990 nChanged 29 SP:Iteration 32Q (62.692355 sec): 3 clusters Score: Raw -801868.678979 + Penalty 162.879785 = -801705.799194 nChanged 23 SP:Iteration 33Q (62.705926 sec): 3 clusters Score: Raw -801880.373789 + Penalty 164.579090 = -801715.794699 nChanged 22 SP:Iteration 34Q (62.719813 sec): 3 clusters Score: Raw -801894.030577 + Penalty 169.501879 = -801724.528698 nChanged 20 SP:Iteration 35Q (62.734041 sec): 3 clusters Score: Raw -801904.692273 + Penalty 173.925212 = -801730.767062 nChanged 12 SP:Iteration 36Q (62.748264 sec): 3 clusters Score: Raw -801910.304809 + Penalty 176.503146 = -801733.801663 nChanged 14 SP:Iteration 37Q (62.761775 sec): 3 clusters Score: Raw -801916.382003 + Penalty 183.240988 = -801733.141015 nChanged 10 SP:Iteration 38F (62.779577 sec): 3 clusters Score: Raw -801918.615341 + Penalty 187.473513 = -801731.141829 nChanged 6 SP:Iteration 39F (62.796657 sec): 3 clusters Score: Raw -801921.000812 + Penalty 188.319909 = -801732.680902 nChanged 4 SP:Iteration 40F (62.813981 sec): 3 clusters Score: Raw -801921.067538 + Penalty 188.319909 = -801732.747629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.818902 sec): 2 clusters Score: Raw -2527.719586 + Penalty 67.664602 = -2460.054984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.819183 sec): 3 clusters Score: Raw -2531.122165 + Penalty 134.035064 = -2397.087101 nChanged 10 SP:Iteration 1F (62.819461 sec): 3 clusters Score: Raw -2537.643465 + Penalty 141.318473 = -2396.324992 nChanged 4 SP:Iteration 2F (62.819732 sec): 3 clusters Score: Raw -2541.587061 + Penalty 141.318473 = -2400.268589 nChanged 0 Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 6 (13775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.881663 sec): 2 clusters Score: Raw -1156780.161730 + Penalty 334.614402 = -1156445.547327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.907731 sec): 3 clusters Score: Raw -1147536.550043 + Penalty 739.299633 = -1146797.250410 nChanged 6521 SP:Iteration 1F (62.933529 sec): 3 clusters Score: Raw -1152693.975996 + Penalty 890.313148 = -1151803.662848 nChanged 2204 SP:Iteration 2F (62.960018 sec): 3 clusters Score: Raw -1155006.884516 + Penalty 1008.068749 = -1153998.815767 nChanged 971 SP:Iteration 3F (62.985929 sec): 3 clusters Score: Raw -1155913.118837 + Penalty 1077.924609 = -1154835.194228 nChanged 518 SP:Iteration 4Q (63.009788 sec): 3 clusters Score: Raw -1156351.282092 + Penalty 1126.318917 = -1155224.963176 nChanged 293 SP:Iteration 5Q (63.031964 sec): 3 clusters Score: Raw -1156568.264269 + Penalty 1161.333629 = -1155406.930640 nChanged 161 SP:Iteration 6Q (63.053865 sec): 3 clusters Score: Raw -1156678.579008 + Penalty 1188.935516 = -1155489.643492 nChanged 94 SP:Iteration 7Q (63.074843 sec): 3 clusters Score: Raw -1156740.905983 + Penalty 1209.673658 = -1155531.232326 nChanged 64 SP:Iteration 8Q (63.095500 sec): 3 clusters Score: Raw -1156784.669694 + Penalty 1239.332998 = -1155545.336696 nChanged 46 SP:Iteration 9Q (63.116193 sec): 3 clusters Score: Raw -1156820.178154 + Penalty 1260.436505 = -1155559.741650 nChanged 27 SP:Iteration 10F (63.141997 sec): 3 clusters Score: Raw -1156840.491516 + Penalty 1268.660320 = -1155571.831195 nChanged 23 SP:Iteration 11Q (63.162246 sec): 3 clusters Score: Raw -1156857.780882 + Penalty 1274.064935 = -1155583.715947 nChanged 13 SP:Iteration 12Q (63.183101 sec): 3 clusters Score: Raw -1156865.010998 + Penalty 1279.794780 = -1155585.216218 nChanged 5 SP:Iteration 13Q (63.202966 sec): 3 clusters Score: Raw -1156868.350172 + Penalty 1291.444645 = -1155576.905527 nChanged 5 SP:Iteration 14F (63.228793 sec): 3 clusters Score: Raw -1156871.434585 + Penalty 1291.823132 = -1155579.611454 nChanged 1 SP:Iteration 15Q (63.249473 sec): 3 clusters Score: Raw -1156877.728256 + Penalty 1283.681644 = -1155594.046612 nChanged 5 SP:Iteration 16Q (63.269286 sec): 3 clusters Score: Raw -1156883.739361 + Penalty 1287.450544 = -1155596.288818 nChanged 2 SP:Iteration 17Q (63.289639 sec): 3 clusters Score: Raw -1156884.952793 + Penalty 1286.000959 = -1155598.951835 nChanged 2 SP:Iteration 18Q (63.309796 sec): 3 clusters Score: Raw -1156885.650379 + Penalty 1281.832606 = -1155603.817773 nChanged 2 SP:Iteration 19Q (63.329836 sec): 3 clusters Score: Raw -1156886.389633 + Penalty 1281.832606 = -1155604.557027 nChanged 0 SP:Iteration 20F (63.356127 sec): 3 clusters Score: Raw -1156886.389633 + Penalty 1281.832606 = -1155604.557027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.367555 sec): 2 clusters Score: Raw -68953.123067 + Penalty 801.700293 = -68151.422773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.369115 sec): 3 clusters Score: Raw -68584.962791 + Penalty 1602.164332 = -66982.798459 nChanged 229 SP:Iteration 1F (63.370622 sec): 3 clusters Score: Raw -68751.757663 + Penalty 1600.588791 = -67151.168873 nChanged 90 SP:Iteration 2F (63.372128 sec): 3 clusters Score: Raw -68825.329481 + Penalty 1600.576001 = -67224.753480 nChanged 58 SP:Iteration 3F (63.373633 sec): 3 clusters Score: Raw -68885.624185 + Penalty 1600.654247 = -67284.969939 nChanged 34 SP:Iteration 4Q (63.375295 sec): 3 clusters Score: Raw -68910.223424 + Penalty 1600.323693 = -67309.899731 nChanged 16 SP:Iteration 5Q (63.376907 sec): 3 clusters Score: Raw -68919.403647 + Penalty 1600.489294 = -67318.914354 nChanged 12 SP:Iteration 6Q (63.378486 sec): 3 clusters Score: Raw -68928.534503 + Penalty 1600.668956 = -67327.865548 nChanged 11 SP:Iteration 7Q (63.380017 sec): 3 clusters Score: Raw -68936.449543 + Penalty 1600.700112 = -67335.749432 nChanged 17 SP:Iteration 8Q (63.381542 sec): 3 clusters Score: Raw -68953.767953 + Penalty 1601.289249 = -67352.478704 nChanged 14 SP:Iteration 9Q (63.383067 sec): 3 clusters Score: Raw -68967.742254 + Penalty 1601.363151 = -67366.379103 nChanged 12 SP:Iteration 10F (63.384594 sec): 3 clusters Score: Raw -68977.795797 + Penalty 1601.321985 = -67376.473812 nChanged 7 SP:Iteration 11Q (63.386074 sec): 3 clusters Score: Raw -68980.663587 + Penalty 1601.419542 = -67379.244045 nChanged 6 SP:Iteration 12Q (63.387551 sec): 3 clusters Score: Raw -68982.888481 + Penalty 1601.657524 = -67381.230957 nChanged 8 SP:Iteration 13Q (63.389031 sec): 3 clusters Score: Raw -68986.880922 + Penalty 1602.351419 = -67384.529503 nChanged 11 SP:Iteration 14Q (63.390535 sec): 3 clusters Score: Raw -68992.760870 + Penalty 1602.924843 = -67389.836028 nChanged 8 SP:Iteration 15Q (63.392054 sec): 3 clusters Score: Raw -68996.253122 + Penalty 1603.227531 = -67393.025591 nChanged 5 SP:Iteration 16Q (63.393546 sec): 3 clusters Score: Raw -68998.263740 + Penalty 1603.287857 = -67394.975883 nChanged 1 SP:Iteration 17Q (63.395016 sec): 3 clusters Score: Raw -68998.408305 + Penalty 1603.346934 = -67395.061372 nChanged 1 SP:Iteration 18Q (63.396481 sec): 3 clusters Score: Raw -68998.641842 + Penalty 1603.400586 = -67395.241255 nChanged 1 SP:Iteration 19Q (63.397975 sec): 3 clusters Score: Raw -68998.953270 + Penalty 1603.450966 = -67395.502303 nChanged 1 SP:Iteration 20F (63.399509 sec): 3 clusters Score: Raw -68999.117674 + Penalty 1603.450966 = -67395.666708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.408683 sec): 2 clusters Score: Raw -93387.001357 + Penalty 711.124313 = -92675.877044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.410774 sec): 3 clusters Score: Raw -92842.826416 + Penalty 1423.655052 = -91419.171365 nChanged 353 SP:Iteration 1F (63.412719 sec): 3 clusters Score: Raw -93078.278309 + Penalty 1433.203600 = -91645.074709 nChanged 136 SP:Iteration 2F (63.414665 sec): 3 clusters Score: Raw -93212.882400 + Penalty 1454.564723 = -91758.317677 nChanged 101 SP:Iteration 3F (63.416624 sec): 3 clusters Score: Raw -93319.872547 + Penalty 1479.721587 = -91840.150960 nChanged 71 SP:Iteration 4F (63.418612 sec): 3 clusters Score: Raw -93395.058061 + Penalty 1502.157580 = -91892.900482 nChanged 45 SP:Iteration 5Q (63.420565 sec): 3 clusters Score: Raw -93438.672923 + Penalty 1517.552803 = -91921.120120 nChanged 28 SP:Iteration 6Q (63.422449 sec): 3 clusters Score: Raw -93465.324287 + Penalty 1530.503047 = -91934.821240 nChanged 20 SP:Iteration 7Q (63.424315 sec): 3 clusters Score: Raw -93482.200570 + Penalty 1542.677612 = -91939.522958 nChanged 13 SP:Iteration 8Q (63.426146 sec): 3 clusters Score: Raw -93492.553359 + Penalty 1551.251489 = -91941.301871 nChanged 9 SP:Iteration 9Q (63.428031 sec): 3 clusters Score: Raw -93503.037354 + Penalty 1554.118546 = -91948.918808 nChanged 3 SP:Iteration 10F (63.430027 sec): 3 clusters Score: Raw -93505.953422 + Penalty 1556.504805 = -91949.448617 nChanged 4 SP:Iteration 11Q (63.431806 sec): 3 clusters Score: Raw -93511.698701 + Penalty 1559.696832 = -91952.001869 nChanged 3 SP:Iteration 12Q (63.433581 sec): 3 clusters Score: Raw -93516.656263 + Penalty 1561.160083 = -91955.496180 nChanged 2 SP:Iteration 13Q (63.435356 sec): 3 clusters Score: Raw -93519.870673 + Penalty 1560.956050 = -91958.914623 nChanged 1 SP:Iteration 14Q (63.437142 sec): 3 clusters Score: Raw -93521.196280 + Penalty 1560.956050 = -91960.240230 nChanged 0 SP:Iteration 15F (63.439105 sec): 3 clusters Score: Raw -93521.196280 + Penalty 1560.956050 = -91960.240230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.445468 sec): 2 clusters Score: Raw -20509.137280 + Penalty 65.354951 = -20443.782329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.446093 sec): 3 clusters Score: Raw -20357.176262 + Penalty 130.055097 = -20227.121165 nChanged 91 SP:Iteration 1F (63.446765 sec): 3 clusters Score: Raw -20423.151170 + Penalty 123.970945 = -20299.180225 nChanged 21 SP:Iteration 2F (63.447402 sec): 3 clusters Score: Raw -20439.570149 + Penalty 114.742889 = -20324.827260 nChanged 18 SP:Iteration 3F (63.448019 sec): 3 clusters Score: Raw -20450.795547 + Penalty 111.218882 = -20339.576666 nChanged 29 SP:Iteration 4F (63.448617 sec): 3 clusters Score: Raw -20489.100431 + Penalty 65.354951 = -20423.745480 nChanged 17 SP:Iteration 5F (63.449163 sec): 2 clusters Score: Raw -20509.137280 + Penalty 65.354951 = -20443.782329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.449754 sec): 2 clusters Score: Raw -1877.667227 + Penalty 55.439306 = -1822.227921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.450008 sec): 3 clusters Score: Raw -1893.794459 + Penalty 111.104147 = -1782.690312 nChanged 5 SP:Iteration 1F (63.450252 sec): 3 clusters Score: Raw -1901.068494 + Penalty 112.576026 = -1788.492469 nChanged 1 SP:Iteration 2Q (63.450496 sec): 3 clusters Score: Raw -1902.909487 + Penalty 112.576026 = -1790.333462 nChanged 0 SP:Iteration 3F (63.450742 sec): 3 clusters Score: Raw -1902.909487 + Penalty 112.576026 = -1790.333462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.452686 sec): 2 clusters Score: Raw -40879.569399 + Penalty 946.233045 = -39933.336354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.453659 sec): 3 clusters Score: Raw -40811.684268 + Penalty 1892.115720 = -38919.568548 nChanged 115 SP:Iteration 1F (63.454616 sec): 3 clusters Score: Raw -40976.935137 + Penalty 1890.323095 = -39086.612042 nChanged 37 SP:Iteration 2F (63.455593 sec): 3 clusters Score: Raw -41046.835441 + Penalty 1888.804384 = -39158.031057 nChanged 21 SP:Iteration 3Q (63.456536 sec): 3 clusters Score: Raw -41081.960758 + Penalty 1886.871379 = -39195.089379 nChanged 18 SP:Iteration 4Q (63.457464 sec): 3 clusters Score: Raw -41127.115263 + Penalty 1885.652874 = -39241.462389 nChanged 10 SP:Iteration 5Q (63.458385 sec): 3 clusters Score: Raw -41145.633467 + Penalty 1885.797068 = -39259.836399 nChanged 2 SP:Iteration 6Q (63.459299 sec): 3 clusters Score: Raw -41147.060388 + Penalty 1885.553924 = -39261.506464 nChanged 1 SP:Iteration 7Q (63.460207 sec): 3 clusters Score: Raw -41148.578554 + Penalty 1885.553924 = -39263.024630 nChanged 2 SP:Iteration 8Q (63.461119 sec): 3 clusters Score: Raw -41153.117913 + Penalty 1885.305404 = -39267.812509 nChanged 1 SP:Iteration 9Q (63.462026 sec): 3 clusters Score: Raw -41153.597234 + Penalty 1885.305404 = -39268.291830 nChanged 0 SP:Iteration 10F (63.462986 sec): 3 clusters Score: Raw -41153.597234 + Penalty 1885.305404 = -39268.291830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.463802 sec): 2 clusters Score: Raw -3592.126988 + Penalty 429.375088 = -3162.751900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.464176 sec): 3 clusters Score: Raw -3789.277123 + Penalty 876.247589 = -2913.029533 nChanged 9 SP:Iteration 1F (63.464543 sec): 3 clusters Score: Raw -3834.505163 + Penalty 883.990863 = -2950.514300 nChanged 1 SP:Iteration 2Q (63.464880 sec): 3 clusters Score: Raw -3835.338572 + Penalty 883.990863 = -2951.347709 nChanged 0 SP:Iteration 3F (63.465246 sec): 3 clusters Score: Raw -3835.338572 + Penalty 883.990863 = -2951.347709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.467269 sec): 2 clusters Score: Raw -42157.007883 + Penalty 649.361080 = -41507.646803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.468290 sec): 3 clusters Score: Raw -41960.655039 + Penalty 1305.330149 = -40655.324890 nChanged 130 SP:Iteration 1F (63.469297 sec): 3 clusters Score: Raw -42081.294820 + Penalty 1324.593816 = -40756.701004 nChanged 45 SP:Iteration 2F (63.470299 sec): 3 clusters Score: Raw -42129.858019 + Penalty 1340.086157 = -40789.771863 nChanged 32 SP:Iteration 3F (63.471300 sec): 3 clusters Score: Raw -42162.578866 + Penalty 1357.322873 = -40805.255993 nChanged 22 SP:Iteration 4Q (63.472314 sec): 3 clusters Score: Raw -42186.379859 + Penalty 1373.720906 = -40812.658953 nChanged 22 SP:Iteration 5Q (63.473413 sec): 3 clusters Score: Raw -42212.224795 + Penalty 1388.933798 = -40823.290997 nChanged 13 SP:Iteration 6Q (63.474439 sec): 3 clusters Score: Raw -42229.005902 + Penalty 1401.848465 = -40827.157437 nChanged 9 SP:Iteration 7Q (63.475464 sec): 3 clusters Score: Raw -42239.122956 + Penalty 1404.508508 = -40834.614447 nChanged 2 SP:Iteration 8Q (63.476460 sec): 3 clusters Score: Raw -42240.535402 + Penalty 1406.502579 = -40834.032823 nChanged 3 SP:Iteration 9F (63.477501 sec): 3 clusters Score: Raw -42242.323233 + Penalty 1409.850717 = -40832.472516 nChanged 3 SP:Iteration 10F (63.478547 sec): 3 clusters Score: Raw -42246.012216 + Penalty 1413.107614 = -40832.904602 nChanged 2 SP:Iteration 11Q (63.479538 sec): 3 clusters Score: Raw -42248.312208 + Penalty 1417.492834 = -40830.819374 nChanged 3 SP:Iteration 12F (63.480564 sec): 3 clusters Score: Raw -42250.896553 + Penalty 1419.320993 = -40831.575560 nChanged 2 SP:Iteration 13Q (63.481525 sec): 3 clusters Score: Raw -42252.125692 + Penalty 1419.320993 = -40832.804699 nChanged 0 SP:Iteration 14F (63.482531 sec): 3 clusters Score: Raw -42252.125692 + Penalty 1419.320993 = -40832.804699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.483149 sec): 2 clusters Score: Raw -3661.787788 + Penalty 140.270098 = -3521.517690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.483474 sec): 3 clusters Score: Raw -3694.002982 + Penalty 288.092279 = -3405.910703 nChanged 8 SP:Iteration 1F (63.483792 sec): 3 clusters Score: Raw -3699.943438 + Penalty 288.092279 = -3411.851160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.484261 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.484449 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 Time taken for this iteration:62.768075 seconds. 300->13 Clusters: Score -2184542.710684, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 213 (time per iteration =298.195061 ms) Total iterations: 1363 (time per iteration =46.599815 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5279888125.000000 (time per metric unit =12.029715ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 131997203125.000000 (time per metric unit=481.188590ps) That took 63.515548 seconds.