FileBase PeterP-2013-09-03_dataset1 ElecNo 13 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 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38090 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 38090 points ------ Starting initial clusters from distinct float masks Not enough masks (244) to generate starting clusters (300), so starting with (245) clusters instead. Assigned 245 initial classes from 244 unique masks. Deleting Class 181 (2 points): Lose 7.054983 but Gain 1706.605233 Iteration 0F (5.501508 sec): 244 clusters Score: Raw -2969327.095991 + Penalty 260620.056785 = -2708707.039205 nChanged 11812 Deleting Class 216 (3 points): Lose 31.888624 but Gain 1592.578876 Iteration 1F (9.678363 sec): 232 clusters Score: Raw -2999095.215398 + Penalty 254933.292678 = -2744161.922721 nChanged 4118 Deleting Class 169 (4 points): Lose 45.063455 but Gain 1583.008656 Iteration 2F (13.700373 sec): 227 clusters Score: Raw -3005153.474880 + Penalty 253885.562886 = -2751267.911994 nChanged 2316 Deleting Class 235 (2 points): Lose 14.900513 but Gain 1550.035100 Iteration 3F (17.693636 sec): 226 clusters Score: Raw -3008347.652117 + Penalty 250766.922502 = -2757580.729615 nChanged 1760 Deleting Class 222 (5 points): Lose 38.053947 but Gain 1566.702544 Iteration 4Q (18.263989 sec): 224 clusters Score: Raw -3010485.823748 + Penalty 247506.286413 = -2762979.537334 nChanged 1549 Deleting Class 101 (2 points): Lose 11.985625 but Gain 1538.257508 Iteration 5Q (18.792277 sec): 221 clusters Score: Raw -3012109.608043 + Penalty 243610.657738 = -2768498.950306 nChanged 1461 Deleting Class 145 (6 points): Lose 61.488606 but Gain 1570.448078 Iteration 6Q (19.297988 sec): 218 clusters Score: Raw -3013450.460264 + Penalty 242019.230664 = -2771431.229601 nChanged 1524 Deleting Class 220 (1 points): Lose 8.314241 but Gain 1551.407175 Iteration 7Q (19.815416 sec): 217 clusters Score: Raw -3014704.672316 + Penalty 239837.644322 = -2774867.027994 nChanged 1510 Deleting Class 182 (1 points): Lose 2.293363 but Gain 1488.667844 Iteration 8Q (20.314588 sec): 215 clusters Score: Raw -3015808.255952 + Penalty 236951.492309 = -2778856.763643 nChanged 1512 Deleting Class 204 (2 points): Lose 11.067669 but Gain 1492.238886 Iteration 9Q (20.807828 sec): 213 clusters Score: Raw -3016813.235772 + Penalty 235435.210171 = -2781378.025601 nChanged 1517 Deleting Class 53 (18 points): Lose 179.194830 but Gain 1658.769420 Iteration 10F (24.574000 sec): 212 clusters Score: Raw -3017670.517607 + Penalty 234054.398885 = -2783616.118723 nChanged 1528 Deleting Class 225 (2 points): Lose 8.951799 but Gain 1482.494966 Iteration 11Q (25.061617 sec): 211 clusters Score: Raw -3018771.435245 + Penalty 231414.672052 = -2787356.763194 nChanged 1510 Deleting Class 191 (5 points): Lose 63.061103 but Gain 1526.783510 Iteration 12Q (25.541265 sec): 209 clusters Score: Raw -3019559.066234 + Penalty 229981.619568 = -2789577.446666 nChanged 1454 Deleting Class 152 (9 points): Lose 82.415861 but Gain 1541.752292 Iteration 13Q (26.009399 sec): 208 clusters Score: Raw -3020316.293761 + Penalty 228411.437730 = -2791904.856031 nChanged 1365 Deleting Class 48 (35 points): Lose 199.211182 but Gain 1655.884461 Iteration 14Q (26.463264 sec): 207 clusters Score: Raw -3020893.524153 + Penalty 225596.394638 = -2795297.129515 nChanged 1217 Deleting Class 160 (4 points): Lose 37.735588 but Gain 1492.805351 Iteration 15Q (26.893569 sec): 205 clusters Score: Raw -3021562.750449 + Penalty 224106.968401 = -2797455.782048 nChanged 1041 Deleting Class 121 (9 points): Lose 79.807858 but Gain 1530.725973 Iteration 16Q (27.296814 sec): 204 clusters Score: Raw -3022008.832603 + Penalty 222582.716383 = -2799426.116220 nChanged 917 Deleting Class 45 (20 points): Lose 206.405289 but Gain 1648.415436 Iteration 17Q (27.683498 sec): 203 clusters Score: Raw -3022224.832371 + Penalty 221222.628168 = -2801002.204203 nChanged 827 Deleting Class 122 (11 points): Lose 96.898044 but Gain 1530.500365 Iteration 18Q (28.058532 sec): 202 clusters Score: Raw -3022536.564837 + Penalty 219868.931514 = -2802667.633324 nChanged 705 Deleting Class 223 (8 points): Lose 81.560102 but Gain 1510.152834 Iteration 19Q (28.413095 sec): 201 clusters Score: Raw -3022813.264115 + Penalty 218425.726231 = -2804387.537884 nChanged 592 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3022813.264115 + Penalty 218425.726231 = -2804387.537884Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.553966 sec): 2 clusters Score: Raw -170481.722275 + Penalty 140.114533 = -170341.607742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.557912 sec): 3 clusters Score: Raw -169156.776876 + Penalty 280.348949 = -168876.427927 nChanged 932 SP:Iteration 1F (28.561831 sec): 3 clusters Score: Raw -169923.604531 + Penalty 280.709432 = -169642.895098 nChanged 221 SP:Iteration 2F (28.565922 sec): 3 clusters Score: Raw -170067.711152 + Penalty 280.839942 = -169786.871209 nChanged 139 SP:Iteration 3F (28.570069 sec): 3 clusters Score: Raw -170146.544748 + Penalty 280.664892 = -169865.879856 nChanged 91 SP:Iteration 4Q (28.573857 sec): 3 clusters Score: Raw -170185.197849 + Penalty 280.608066 = -169904.589783 nChanged 73 SP:Iteration 5Q (28.577584 sec): 3 clusters Score: Raw -170214.092188 + Penalty 280.878042 = -169933.214146 nChanged 65 SP:Iteration 6Q (28.581271 sec): 3 clusters Score: Raw -170239.866188 + Penalty 280.737553 = -169959.128635 nChanged 42 SP:Iteration 7Q (28.584963 sec): 3 clusters Score: Raw -170256.675807 + Penalty 281.007515 = -169975.668292 nChanged 37 SP:Iteration 8Q (28.588650 sec): 3 clusters Score: Raw -170270.866941 + Penalty 281.623760 = -169989.243181 nChanged 32 SP:Iteration 9Q (28.592396 sec): 3 clusters Score: Raw -170281.378238 + Penalty 282.409327 = -169998.968911 nChanged 18 SP:Iteration 10F (28.596275 sec): 3 clusters Score: Raw -170294.193197 + Penalty 283.551824 = -170010.641373 nChanged 21 SP:Iteration 11Q (28.600096 sec): 3 clusters Score: Raw -170306.660191 + Penalty 284.644467 = -170022.015724 nChanged 23 SP:Iteration 12Q (28.603963 sec): 3 clusters Score: Raw -170315.244375 + Penalty 285.796194 = -170029.448180 nChanged 19 SP:Iteration 13Q (28.607579 sec): 3 clusters Score: Raw -170318.579952 + Penalty 286.711002 = -170031.868950 nChanged 14 SP:Iteration 14Q (28.611218 sec): 3 clusters Score: Raw -170321.666258 + Penalty 287.799563 = -170033.866695 nChanged 17 SP:Iteration 15Q (28.614822 sec): 3 clusters Score: Raw -170325.356330 + Penalty 289.219264 = -170036.137066 nChanged 20 SP:Iteration 16Q (28.618444 sec): 3 clusters Score: Raw -170331.331409 + Penalty 291.252502 = -170040.078907 nChanged 28 SP:Iteration 17Q (28.622026 sec): 3 clusters Score: Raw -170342.749465 + Penalty 294.521495 = -170048.227970 nChanged 43 SP:Iteration 18Q (28.625723 sec): 3 clusters Score: Raw -170362.532004 + Penalty 297.391024 = -170065.140980 nChanged 32 SP:Iteration 19Q (28.629287 sec): 3 clusters Score: Raw -170376.722448 + Penalty 299.860712 = -170076.861736 nChanged 32 SP:Iteration 20F (28.633140 sec): 3 clusters Score: Raw -170391.243451 + Penalty 302.943146 = -170088.300304 nChanged 39 SP:Iteration 21Q (28.636986 sec): 3 clusters Score: Raw -170412.144377 + Penalty 306.182782 = -170105.961595 nChanged 33 SP:Iteration 22Q (28.640508 sec): 3 clusters Score: Raw -170427.908267 + Penalty 309.471529 = -170118.436738 nChanged 30 SP:Iteration 23Q (28.644039 sec): 3 clusters Score: Raw -170438.193851 + Penalty 311.248905 = -170126.944946 nChanged 21 SP:Iteration 24Q (28.647659 sec): 3 clusters Score: Raw -170442.357095 + Penalty 313.466447 = -170128.890648 nChanged 17 SP:Iteration 25Q (28.651179 sec): 3 clusters Score: Raw -170445.487085 + Penalty 316.057232 = -170129.429853 nChanged 18 SP:Iteration 26Q (28.654646 sec): 3 clusters Score: Raw -170448.945605 + Penalty 319.379314 = -170129.566290 nChanged 19 SP:Iteration 27Q (28.658107 sec): 3 clusters Score: Raw -170454.879268 + Penalty 323.712889 = -170131.166379 nChanged 28 SP:Iteration 28Q (28.661625 sec): 3 clusters Score: Raw -170465.081398 + Penalty 330.120406 = -170134.960992 nChanged 37 SP:Iteration 29Q (28.665136 sec): 3 clusters Score: Raw -170484.147996 + Penalty 338.057234 = -170146.090762 nChanged 42 SP:Iteration 30F (28.669240 sec): 3 clusters Score: Raw -170513.814156 + Penalty 347.610342 = -170166.203815 nChanged 45 SP:Iteration 31Q (28.672745 sec): 3 clusters Score: Raw -170555.779470 + Penalty 356.090359 = -170199.689111 nChanged 37 SP:Iteration 32Q (28.676083 sec): 3 clusters Score: Raw -170586.377181 + Penalty 363.335995 = -170223.041186 nChanged 30 SP:Iteration 33Q (28.679371 sec): 3 clusters Score: Raw -170604.393733 + Penalty 369.688005 = -170234.705729 nChanged 21 SP:Iteration 34Q (28.682616 sec): 3 clusters Score: Raw -170612.694049 + Penalty 371.652177 = -170241.041872 nChanged 12 SP:Iteration 35Q (28.685964 sec): 3 clusters Score: Raw -170614.972142 + Penalty 373.076694 = -170241.895448 nChanged 4 SP:Iteration 36Q (28.689211 sec): 3 clusters Score: Raw -170615.302452 + Penalty 373.383909 = -170241.918543 nChanged 3 SP:Iteration 37Q (28.692411 sec): 3 clusters Score: Raw -170615.599786 + Penalty 374.540531 = -170241.059255 nChanged 4 SP:Iteration 38F (28.696154 sec): 3 clusters Score: Raw -170615.912337 + Penalty 375.064055 = -170240.848283 nChanged 2 SP:Iteration 39F (28.700116 sec): 3 clusters Score: Raw -170615.976933 + Penalty 375.277241 = -170240.699692 nChanged 2 SP:Iteration 40F (28.704121 sec): 3 clusters Score: Raw -170616.206243 + Penalty 375.571908 = -170240.634335 nChanged 1 SP:Iteration 41F (28.707870 sec): 3 clusters Score: Raw -170616.198000 + Penalty 376.119688 = -170240.078312 nChanged 1 SP:Iteration 42F (28.711640 sec): 3 clusters Score: Raw -170616.266860 + Penalty 376.059382 = -170240.207477 nChanged 2 SP:Iteration 43Q (28.714839 sec): 3 clusters Score: Raw -170616.629218 + Penalty 375.037974 = -170241.591244 nChanged 1 SP:Iteration 44Q (28.718070 sec): 3 clusters Score: Raw -170616.669154 + Penalty 374.503229 = -170242.165925 nChanged 1 SP:Iteration 45Q (28.721263 sec): 3 clusters Score: Raw -170616.727146 + Penalty 375.042201 = -170241.684945 nChanged 1 SP:Iteration 46F (28.725021 sec): 3 clusters Score: Raw -170616.787695 + Penalty 375.042201 = -170241.745494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.728813 sec): 2 clusters Score: Raw -102048.852442 + Penalty 116.432634 = -101932.419808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.731159 sec): 3 clusters Score: Raw -101268.508366 + Penalty 271.928030 = -100996.580336 nChanged 564 SP:Iteration 1F (28.733668 sec): 3 clusters Score: Raw -101916.922546 + Penalty 271.979266 = -101644.943280 nChanged 83 SP:Iteration 2F (28.736241 sec): 3 clusters Score: Raw -102017.680400 + Penalty 116.432634 = -101901.247766 nChanged 27 SP:Iteration 3Q (28.738067 sec): 2 clusters Score: Raw -102048.852442 + Penalty 116.432634 = -101932.419808 nChanged 0 SP:Iteration 4F (28.739860 sec): 2 clusters Score: Raw -102048.852442 + Penalty 116.432634 = -101932.419808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.740841 sec): 2 clusters Score: Raw -12064.918540 + Penalty 283.249881 = -11781.668659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.741339 sec): 3 clusters Score: Raw -12026.517766 + Penalty 567.876654 = -11458.641113 nChanged 33 SP:Iteration 1F (28.741818 sec): 3 clusters Score: Raw -12068.679739 + Penalty 572.342114 = -11496.337625 nChanged 7 SP:Iteration 2Q (28.742298 sec): 3 clusters Score: Raw -12080.868546 + Penalty 573.846737 = -11507.021809 nChanged 4 SP:Iteration 3Q (28.742769 sec): 3 clusters Score: Raw -12086.949685 + Penalty 573.999331 = -11512.950353 nChanged 3 SP:Iteration 4Q (28.743231 sec): 3 clusters Score: Raw -12089.711200 + Penalty 574.390970 = -11515.320230 nChanged 1 SP:Iteration 5Q (28.743710 sec): 3 clusters Score: Raw -12090.435919 + Penalty 574.390970 = -11516.044949 nChanged 0 SP:Iteration 6F (28.744190 sec): 3 clusters Score: Raw -12090.435919 + Penalty 574.390970 = -11516.044949 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.754905 sec): 2 clusters Score: Raw -186704.330341 + Penalty 422.362276 = -186281.968065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.759096 sec): 3 clusters Score: Raw -185410.434873 + Penalty 854.893717 = -184555.541155 nChanged 935 SP:Iteration 1F (28.763173 sec): 3 clusters Score: Raw -186100.185137 + Penalty 875.416019 = -185224.769118 nChanged 277 SP:Iteration 2F (28.767587 sec): 3 clusters Score: Raw -186334.473235 + Penalty 892.473003 = -185442.000232 nChanged 187 SP:Iteration 3F (28.771998 sec): 3 clusters Score: Raw -186551.513114 + Penalty 904.571157 = -185646.941957 nChanged 167 SP:Iteration 4F (28.776045 sec): 3 clusters Score: Raw -186935.780986 + Penalty 911.226201 = -186024.554785 nChanged 137 SP:Iteration 5F (28.780050 sec): 3 clusters Score: Raw -187135.170295 + Penalty 910.882446 = -186224.287849 nChanged 64 SP:Iteration 6Q (28.783794 sec): 3 clusters Score: Raw -187204.260365 + Penalty 911.628842 = -186292.631523 nChanged 43 SP:Iteration 7Q (28.787427 sec): 3 clusters Score: Raw -187253.986967 + Penalty 911.784021 = -186342.202947 nChanged 25 SP:Iteration 8Q (28.790942 sec): 3 clusters Score: Raw -187280.442128 + Penalty 912.288187 = -186368.153941 nChanged 11 SP:Iteration 9Q (28.794409 sec): 3 clusters Score: Raw -187289.690371 + Penalty 912.969162 = -186376.721209 nChanged 12 SP:Iteration 10F (28.798541 sec): 3 clusters Score: Raw -187295.634256 + Penalty 913.802338 = -186381.831918 nChanged 9 SP:Iteration 11Q (28.802240 sec): 3 clusters Score: Raw -187299.901134 + Penalty 914.460932 = -186385.440203 nChanged 10 SP:Iteration 12Q (28.805677 sec): 3 clusters Score: Raw -187302.748271 + Penalty 914.631194 = -186388.117077 nChanged 4 SP:Iteration 13Q (28.809153 sec): 3 clusters Score: Raw -187303.961217 + Penalty 914.724191 = -186389.237026 nChanged 1 SP:Iteration 14Q (28.812582 sec): 3 clusters Score: Raw -187304.442208 + Penalty 914.724191 = -186389.718017 nChanged 0 SP:Iteration 15F (28.816612 sec): 3 clusters Score: Raw -187304.442208 + Penalty 914.724191 = -186389.718017 nChanged 0 Score: Raw -3045346.053902 + Penalty 219100.591035 = -2826245.462867 Splitting cluster 4 changes total score from -2804387.537884 to -2826245.462867 So it's getting split into cluster 45. Memory request: 0.08 GB would take us to total of 0.43 GB. Trying to split cluster 5 (17877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.407200 sec): 2 clusters Score: Raw -1419997.813592 + Penalty 282.223455 = -1419715.590137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.441115 sec): 3 clusters Score: Raw -1407933.182461 + Penalty 592.274117 = -1407340.908343 nChanged 8611 SP:Iteration 1F (32.474584 sec): 3 clusters Score: Raw -1418006.232274 + Penalty 677.691663 = -1417328.540611 nChanged 1631 SP:Iteration 2F (32.507600 sec): 3 clusters Score: Raw -1419824.697698 + Penalty 660.369026 = -1419164.328671 nChanged 150 SP:Iteration 3Q (32.537381 sec): 3 clusters Score: Raw -1419980.888034 + Penalty 795.585197 = -1419185.302836 nChanged 31 SP:Iteration 4Q (32.565128 sec): 3 clusters Score: Raw -1420033.685467 + Penalty 849.514418 = -1419184.171049 nChanged 4 SP:Iteration 5F (32.599111 sec): 3 clusters Score: Raw -1420043.348375 + Penalty 910.598993 = -1419132.749382 nChanged 2 SP:Iteration 6F (32.634684 sec): 3 clusters Score: Raw -1420053.334104 + Penalty 910.598993 = -1419142.735111 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.647340 sec): 2 clusters Score: Raw -59461.383077 + Penalty 498.392912 = -58962.990165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648785 sec): 3 clusters Score: Raw -59082.568391 + Penalty 998.320819 = -58084.247572 nChanged 250 SP:Iteration 1F (32.650223 sec): 3 clusters Score: Raw -59222.938932 + Penalty 1002.951737 = -58219.987195 nChanged 95 SP:Iteration 2F (32.651634 sec): 3 clusters Score: Raw -59297.510033 + Penalty 1005.801597 = -58291.708436 nChanged 58 SP:Iteration 3F (32.653047 sec): 3 clusters Score: Raw -59348.479714 + Penalty 1007.214728 = -58341.264986 nChanged 56 SP:Iteration 4F (32.654459 sec): 3 clusters Score: Raw -59407.560796 + Penalty 1005.900608 = -58401.660188 nChanged 27 SP:Iteration 5Q (32.655880 sec): 3 clusters Score: Raw -59431.890824 + Penalty 1003.341811 = -58428.549013 nChanged 16 SP:Iteration 6Q (32.657293 sec): 3 clusters Score: Raw -59444.582489 + Penalty 998.712603 = -58445.869886 nChanged 11 SP:Iteration 7Q (32.658723 sec): 3 clusters Score: Raw -59453.201729 + Penalty 1000.744256 = -58452.457473 nChanged 6 SP:Iteration 8Q (32.660161 sec): 3 clusters Score: Raw -59458.922853 + Penalty 998.919806 = -58460.003047 nChanged 6 SP:Iteration 9Q (32.661583 sec): 3 clusters Score: Raw -59464.039739 + Penalty 997.728899 = -58466.310840 nChanged 4 SP:Iteration 10F (32.663024 sec): 3 clusters Score: Raw -59466.982264 + Penalty 996.843724 = -58470.138540 nChanged 4 SP:Iteration 11Q (32.664463 sec): 3 clusters Score: Raw -59471.560527 + Penalty 994.789798 = -58476.770728 nChanged 2 SP:Iteration 12Q (32.665861 sec): 3 clusters Score: Raw -59472.673931 + Penalty 996.586308 = -58476.087622 nChanged 1 SP:Iteration 13F (32.667283 sec): 3 clusters Score: Raw -59473.294568 + Penalty 996.828788 = -58476.465780 nChanged 2 SP:Iteration 14Q (32.668594 sec): 3 clusters Score: Raw -59474.223109 + Penalty 994.986653 = -58479.236456 nChanged 2 SP:Iteration 15Q (32.669936 sec): 3 clusters Score: Raw -59475.612613 + Penalty 998.364832 = -58477.247781 nChanged 2 SP:Iteration 16F (32.671341 sec): 3 clusters Score: Raw -59477.052006 + Penalty 1000.941344 = -58476.110661 nChanged 1 SP:Iteration 17F (32.672839 sec): 3 clusters Score: Raw -59477.164745 + Penalty 1003.535069 = -58473.629676 nChanged 2 SP:Iteration 18F (32.674328 sec): 3 clusters Score: Raw -59478.243024 + Penalty 1004.976104 = -58473.266920 nChanged 1 SP:Iteration 19F (32.675804 sec): 3 clusters Score: Raw -59478.406623 + Penalty 1004.976104 = -58473.430519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.678387 sec): 2 clusters Score: Raw -36112.347293 + Penalty 962.634426 = -35149.712868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.679393 sec): 3 clusters Score: Raw -36059.714897 + Penalty 1925.155866 = -34134.559032 nChanged 96 SP:Iteration 1F (32.680399 sec): 3 clusters Score: Raw -36198.985087 + Penalty 1925.509587 = -34273.475500 nChanged 24 SP:Iteration 2F (32.681371 sec): 3 clusters Score: Raw -36238.376180 + Penalty 1925.801988 = -34312.574192 nChanged 10 SP:Iteration 3Q (32.682313 sec): 3 clusters Score: Raw -36255.295756 + Penalty 1925.798958 = -34329.496798 nChanged 7 SP:Iteration 4Q (32.683247 sec): 3 clusters Score: Raw -36269.596442 + Penalty 1925.682909 = -34343.913533 nChanged 6 SP:Iteration 5Q (32.684178 sec): 3 clusters Score: Raw -36280.159080 + Penalty 1925.870124 = -34354.288956 nChanged 6 SP:Iteration 6Q (32.685114 sec): 3 clusters Score: Raw -36293.352774 + Penalty 1926.070363 = -34367.282411 nChanged 3 SP:Iteration 7Q (32.686043 sec): 3 clusters Score: Raw -36295.522668 + Penalty 1926.192502 = -34369.330167 nChanged 2 SP:Iteration 8Q (32.686971 sec): 3 clusters Score: Raw -36298.759082 + Penalty 1926.435957 = -34372.323125 nChanged 5 SP:Iteration 9Q (32.687907 sec): 3 clusters Score: Raw -36304.314670 + Penalty 1926.708261 = -34377.606409 nChanged 3 SP:Iteration 10F (32.688876 sec): 3 clusters Score: Raw -36305.736638 + Penalty 1926.708261 = -34379.028377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690355 sec): 2 clusters Score: Raw -6121.519777 + Penalty 294.987671 = -5826.532106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690701 sec): 3 clusters Score: Raw -6119.203632 + Penalty 603.033653 = -5516.169979 nChanged 6 SP:Iteration 1F (32.691040 sec): 3 clusters Score: Raw -6129.179397 + Penalty 603.273303 = -5525.906094 nChanged 1 SP:Iteration 2Q (32.691374 sec): 3 clusters Score: Raw -6130.447752 + Penalty 603.273303 = -5527.174449 nChanged 0 SP:Iteration 3F (32.691711 sec): 3 clusters Score: Raw -6130.447752 + Penalty 603.273303 = -5527.174449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.692678 sec): 2 clusters Score: Raw -3802.111510 + Penalty 369.255865 = -3432.855645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.693016 sec): 3 clusters Score: Raw -3973.551943 + Penalty 728.208962 = -3245.342981 nChanged 6 SP:Iteration 1F (32.693370 sec): 3 clusters Score: Raw -4007.167314 + Penalty 728.208962 = -3278.958352 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 10 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698526 sec): 2 clusters Score: Raw -79611.258614 + Penalty 594.384261 = -79016.874353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.700363 sec): 3 clusters Score: Raw -79175.749778 + Penalty 1196.597257 = -77979.152521 nChanged 319 SP:Iteration 1F (32.702214 sec): 3 clusters Score: Raw -79406.663056 + Penalty 1198.133699 = -78208.529357 nChanged 88 SP:Iteration 2F (32.704030 sec): 3 clusters Score: Raw -79459.806293 + Penalty 1197.860905 = -78261.945388 nChanged 36 SP:Iteration 3Q (32.705801 sec): 3 clusters Score: Raw -79478.737750 + Penalty 1196.341746 = -78282.396004 nChanged 22 SP:Iteration 4Q (32.707749 sec): 3 clusters Score: Raw -79492.604468 + Penalty 1198.481224 = -78294.123244 nChanged 19 SP:Iteration 5Q (32.709649 sec): 3 clusters Score: Raw -79506.213479 + Penalty 1198.485343 = -78307.728136 nChanged 16 SP:Iteration 6Q (32.711452 sec): 3 clusters Score: Raw -79516.266594 + Penalty 1201.478521 = -78314.788073 nChanged 12 SP:Iteration 7Q (32.713193 sec): 3 clusters Score: Raw -79522.545355 + Penalty 1202.057687 = -78320.487668 nChanged 9 SP:Iteration 8Q (32.714977 sec): 3 clusters Score: Raw -79527.343975 + Penalty 1202.803181 = -78324.540794 nChanged 9 SP:Iteration 9Q (32.716756 sec): 3 clusters Score: Raw -79531.694013 + Penalty 1206.568986 = -78325.125027 nChanged 10 SP:Iteration 10F (32.718620 sec): 3 clusters Score: Raw -79540.696771 + Penalty 1206.503586 = -78334.193184 nChanged 18 SP:Iteration 11Q (32.720397 sec): 3 clusters Score: Raw -79552.922191 + Penalty 1207.194925 = -78345.727266 nChanged 13 SP:Iteration 12Q (32.722193 sec): 3 clusters Score: Raw -79563.694503 + Penalty 1208.621294 = -78355.073209 nChanged 6 SP:Iteration 13Q (32.724063 sec): 3 clusters Score: Raw -79567.600640 + Penalty 1210.870823 = -78356.729817 nChanged 5 SP:Iteration 14Q (32.725921 sec): 3 clusters Score: Raw -79571.735472 + Penalty 1211.680905 = -78360.054567 nChanged 6 SP:Iteration 15Q (32.727680 sec): 3 clusters Score: Raw -79575.501342 + Penalty 1216.175999 = -78359.325343 nChanged 8 SP:Iteration 16F (32.729465 sec): 3 clusters Score: Raw -79580.793538 + Penalty 1217.765959 = -78363.027578 nChanged 7 SP:Iteration 17Q (32.731200 sec): 3 clusters Score: Raw -79584.907253 + Penalty 1221.523630 = -78363.383623 nChanged 8 SP:Iteration 18Q (32.732922 sec): 3 clusters Score: Raw -79590.324887 + Penalty 1225.552775 = -78364.772112 nChanged 10 SP:Iteration 19Q (32.734626 sec): 3 clusters Score: Raw -79594.737144 + Penalty 1230.321586 = -78364.415558 nChanged 8 SP:Iteration 20F (32.736426 sec): 3 clusters Score: Raw -79598.215277 + Penalty 1232.810849 = -78365.404428 nChanged 7 SP:Iteration 21Q (32.738083 sec): 3 clusters Score: Raw -79600.589359 + Penalty 1236.195361 = -78364.393998 nChanged 5 SP:Iteration 22F (32.739879 sec): 3 clusters Score: Raw -79603.327822 + Penalty 1238.316729 = -78365.011093 nChanged 5 SP:Iteration 23Q (32.741702 sec): 3 clusters Score: Raw -79607.679204 + Penalty 1240.699406 = -78366.979799 nChanged 2 SP:Iteration 24Q (32.743485 sec): 3 clusters Score: Raw -79610.501132 + Penalty 1242.363967 = -78368.137165 nChanged 1 SP:Iteration 25Q (32.745225 sec): 3 clusters Score: Raw -79610.954267 + Penalty 1242.363967 = -78368.590300 nChanged 0 SP:Iteration 26F (32.747000 sec): 3 clusters Score: Raw -79610.954267 + Penalty 1242.363967 = -78368.590300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.755015 sec): 2 clusters Score: Raw -12575.564927 + Penalty 179.511791 = -12396.053136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.755504 sec): 3 clusters Score: Raw -12513.103169 + Penalty 353.208104 = -12159.895065 nChanged 48 SP:Iteration 1F (32.755974 sec): 3 clusters Score: Raw -12548.978877 + Penalty 353.368052 = -12195.610826 nChanged 13 SP:Iteration 2F (32.756468 sec): 3 clusters Score: Raw -12559.225266 + Penalty 352.357384 = -12206.867883 nChanged 12 SP:Iteration 3F (32.756940 sec): 3 clusters Score: Raw -12572.967226 + Penalty 346.776011 = -12226.191215 nChanged 8 SP:Iteration 4F (32.757407 sec): 3 clusters Score: Raw -12584.633792 + Penalty 349.492415 = -12235.141377 nChanged 3 SP:Iteration 5Q (32.757865 sec): 3 clusters Score: Raw -12587.710767 + Penalty 351.142617 = -12236.568150 nChanged 2 SP:Iteration 6Q (32.758323 sec): 3 clusters Score: Raw -12588.287207 + Penalty 352.123712 = -12236.163495 nChanged 1 SP:Iteration 7F (32.758789 sec): 3 clusters Score: Raw -12590.663514 + Penalty 356.580517 = -12234.082997 nChanged 3 SP:Iteration 8F (32.759255 sec): 3 clusters Score: Raw -12596.171097 + Penalty 359.360614 = -12236.810483 nChanged 1 SP:Iteration 9Q (32.759722 sec): 3 clusters Score: Raw -12596.261338 + Penalty 359.360614 = -12236.900724 nChanged 0 SP:Iteration 10F (32.760202 sec): 3 clusters Score: Raw -12596.261338 + Penalty 359.360614 = -12236.900724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.762128 sec): 2 clusters Score: Raw -21984.313444 + Penalty 166.266762 = -21818.046682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.762814 sec): 3 clusters Score: Raw -21824.539382 + Penalty 338.064419 = -21486.474962 nChanged 105 SP:Iteration 1F (32.763517 sec): 3 clusters Score: Raw -21907.498533 + Penalty 339.852577 = -21567.645957 nChanged 18 SP:Iteration 2F (32.764182 sec): 3 clusters Score: Raw -21916.978082 + Penalty 335.292300 = -21581.685782 nChanged 21 SP:Iteration 3F (32.764843 sec): 3 clusters Score: Raw -21933.571671 + Penalty 364.450989 = -21569.120683 nChanged 26 SP:Iteration 4F (32.765488 sec): 3 clusters Score: Raw -21965.487709 + Penalty 557.754113 = -21407.733596 nChanged 15 SP:Iteration 5F (32.766123 sec): 3 clusters Score: Raw -21982.465316 + Penalty 166.266762 = -21816.198553 nChanged 1 SP:Iteration 6Q (32.766667 sec): 2 clusters Score: Raw -21984.313444 + Penalty 166.266762 = -21818.046682 nChanged 0 SP:Iteration 7F (32.767199 sec): 2 clusters Score: Raw -21984.313444 + Penalty 166.266762 = -21818.046682 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.776571 sec): 2 clusters Score: Raw -151952.997837 + Penalty 202.796089 = -151750.201748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.780147 sec): 3 clusters Score: Raw -150805.027414 + Penalty 404.274556 = -150400.752858 nChanged 810 SP:Iteration 1F (32.783478 sec): 3 clusters Score: Raw -151240.986475 + Penalty 404.383413 = -150836.603062 nChanged 177 SP:Iteration 2F (32.786792 sec): 3 clusters Score: Raw -151338.478396 + Penalty 404.877116 = -150933.601281 nChanged 167 SP:Iteration 3F (32.790135 sec): 3 clusters Score: Raw -151450.013985 + Penalty 409.110214 = -151040.903771 nChanged 180 SP:Iteration 4F (32.793426 sec): 3 clusters Score: Raw -151590.259921 + Penalty 418.327551 = -151171.932370 nChanged 153 SP:Iteration 5F (32.796706 sec): 3 clusters Score: Raw -151723.407702 + Penalty 429.607072 = -151293.800630 nChanged 111 SP:Iteration 6F (32.799978 sec): 3 clusters Score: Raw -151825.994971 + Penalty 458.043657 = -151367.951314 nChanged 95 SP:Iteration 7F (32.803318 sec): 3 clusters Score: Raw -151927.172900 + Penalty 481.830252 = -151445.342648 nChanged 66 SP:Iteration 8Q (32.806644 sec): 3 clusters Score: Raw -151994.990232 + Penalty 497.794348 = -151497.195884 nChanged 35 SP:Iteration 9Q (32.810008 sec): 3 clusters Score: Raw -152017.320619 + Penalty 511.642469 = -151505.678150 nChanged 25 SP:Iteration 10F (32.813365 sec): 3 clusters Score: Raw -152037.230907 + Penalty 522.110578 = -151515.120329 nChanged 22 SP:Iteration 11Q (32.816273 sec): 3 clusters Score: Raw -152052.275473 + Penalty 517.429097 = -151534.846376 nChanged 17 SP:Iteration 12Q (32.819192 sec): 3 clusters Score: Raw -152059.828404 + Penalty 515.600765 = -151544.227639 nChanged 12 SP:Iteration 13Q (32.822143 sec): 3 clusters Score: Raw -152063.656895 + Penalty 514.627194 = -151549.029701 nChanged 5 SP:Iteration 14Q (32.825314 sec): 3 clusters Score: Raw -152064.711600 + Penalty 516.271970 = -151548.439630 nChanged 2 SP:Iteration 15F (32.828708 sec): 3 clusters Score: Raw -152065.152607 + Penalty 517.050516 = -151548.102091 nChanged 3 SP:Iteration 16F (32.831991 sec): 3 clusters Score: Raw -152065.776392 + Penalty 515.245076 = -151550.531315 nChanged 2 SP:Iteration 17Q (32.834976 sec): 3 clusters Score: Raw -152066.112363 + Penalty 515.732992 = -151550.379371 nChanged 3 SP:Iteration 18F (32.838313 sec): 3 clusters Score: Raw -152067.646142 + Penalty 515.601478 = -151552.044665 nChanged 3 SP:Iteration 19Q (32.841377 sec): 3 clusters Score: Raw -152069.302986 + Penalty 516.036213 = -151553.266773 nChanged 2 SP:Iteration 20F (32.844922 sec): 3 clusters Score: Raw -152069.623142 + Penalty 515.680564 = -151553.942578 nChanged 1 SP:Iteration 21Q (32.847811 sec): 3 clusters Score: Raw -152069.691135 + Penalty 516.466295 = -151553.224840 nChanged 1 SP:Iteration 22F (32.851103 sec): 3 clusters Score: Raw -152069.780343 + Penalty 516.466295 = -151553.314049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.853257 sec): 2 clusters Score: Raw -273.605437 + Penalty 128.719764 = -144.885673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.853492 sec): 3 clusters Score: Raw -263.903665 + Penalty 250.274171 = -13.629494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.855818 sec): 2 clusters Score: Raw -46365.921317 + Penalty 830.754344 = -45535.166973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.857020 sec): 3 clusters Score: Raw -46204.120734 + Penalty 1664.448136 = -44539.672598 nChanged 139 SP:Iteration 1F (32.858188 sec): 3 clusters Score: Raw -46355.639548 + Penalty 1667.048100 = -44688.591448 nChanged 40 SP:Iteration 2F (32.859353 sec): 3 clusters Score: Raw -46395.573441 + Penalty 1667.893457 = -44727.679984 nChanged 17 SP:Iteration 3Q (32.860444 sec): 3 clusters Score: Raw -46415.323685 + Penalty 1669.100298 = -44746.223387 nChanged 14 SP:Iteration 4Q (32.861529 sec): 3 clusters Score: Raw -46432.889423 + Penalty 1669.005509 = -44763.883914 nChanged 10 SP:Iteration 5Q (32.862616 sec): 3 clusters Score: Raw -46442.470158 + Penalty 1670.510306 = -44771.959852 nChanged 9 SP:Iteration 6Q (32.863729 sec): 3 clusters Score: Raw -46459.565749 + Penalty 1670.395542 = -44789.170207 nChanged 8 SP:Iteration 7Q (32.864804 sec): 3 clusters Score: Raw -46469.939358 + Penalty 1670.778007 = -44799.161351 nChanged 6 SP:Iteration 8Q (32.865879 sec): 3 clusters Score: Raw -46480.052461 + Penalty 1671.504271 = -44808.548190 nChanged 7 SP:Iteration 9Q (32.866953 sec): 3 clusters Score: Raw -46488.826887 + Penalty 1672.229659 = -44816.597228 nChanged 5 SP:Iteration 10F (32.868065 sec): 3 clusters Score: Raw -46493.362757 + Penalty 1672.232586 = -44821.130171 nChanged 4 SP:Iteration 11Q (32.869164 sec): 3 clusters Score: Raw -46494.899002 + Penalty 1672.090760 = -44822.808243 nChanged 1 SP:Iteration 12Q (32.870236 sec): 3 clusters Score: Raw -46496.706493 + Penalty 1672.090760 = -44824.615734 nChanged 0 SP:Iteration 13F (32.871346 sec): 3 clusters Score: Raw -46496.706493 + Penalty 1672.090760 = -44824.615734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.871860 sec): 2 clusters Score: Raw -357.687711 + Penalty 138.438780 = -219.248931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.872084 sec): 3 clusters Score: Raw -347.983556 + Penalty 276.877560 = -71.105996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.872785 sec): 2 clusters Score: Raw -6549.978393 + Penalty 338.249737 = -6211.728656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.873147 sec): 3 clusters Score: Raw -6554.084251 + Penalty 676.007682 = -5878.076569 nChanged 5 SP:Iteration 1F (32.873525 sec): 3 clusters Score: Raw -6557.606886 + Penalty 677.065769 = -5880.541117 nChanged 1 SP:Iteration 2Q (32.873888 sec): 3 clusters Score: Raw -6558.944486 + Penalty 677.065769 = -5881.878717 nChanged 0 SP:Iteration 3F (32.874242 sec): 3 clusters Score: Raw -6558.944486 + Penalty 677.065769 = -5881.878717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.875783 sec): 2 clusters Score: Raw -30355.167237 + Penalty 307.983674 = -30047.183563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.876683 sec): 3 clusters Score: Raw -30184.347904 + Penalty 617.936493 = -29566.411411 nChanged 126 SP:Iteration 1F (32.877543 sec): 3 clusters Score: Raw -30275.117611 + Penalty 618.198891 = -29656.918720 nChanged 34 SP:Iteration 2F (32.878385 sec): 3 clusters Score: Raw -30298.771519 + Penalty 619.043932 = -29679.727587 nChanged 15 SP:Iteration 3Q (32.879255 sec): 3 clusters Score: Raw -30314.012907 + Penalty 620.206627 = -29693.806280 nChanged 11 SP:Iteration 4Q (32.880090 sec): 3 clusters Score: Raw -30327.224862 + Penalty 620.744679 = -29706.480183 nChanged 10 SP:Iteration 5Q (32.880926 sec): 3 clusters Score: Raw -30334.800544 + Penalty 621.455548 = -29713.344995 nChanged 5 SP:Iteration 6Q (32.881764 sec): 3 clusters Score: Raw -30337.468125 + Penalty 623.592262 = -29713.875863 nChanged 5 SP:Iteration 7Q (32.882600 sec): 3 clusters Score: Raw -30339.080724 + Penalty 624.486833 = -29714.593891 nChanged 3 SP:Iteration 8Q (32.883428 sec): 3 clusters Score: Raw -30339.989664 + Penalty 625.049246 = -29714.940418 nChanged 1 SP:Iteration 9Q (32.884256 sec): 3 clusters Score: Raw -30340.083324 + Penalty 625.049246 = -29715.034078 nChanged 0 SP:Iteration 10F (32.885092 sec): 3 clusters Score: Raw -30340.083324 + Penalty 625.049246 = -29715.034078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.885714 sec): 2 clusters Score: Raw -4401.791108 + Penalty 388.210517 = -4013.580591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.886022 sec): 3 clusters Score: Raw -4437.985802 + Penalty 784.444536 = -3653.541266 nChanged 1 SP:Iteration 1Q (32.886321 sec): 3 clusters Score: Raw -4440.010779 + Penalty 784.444536 = -3655.566243 nChanged 0 SP:Iteration 2F (32.886627 sec): 3 clusters Score: Raw -4440.010779 + Penalty 784.444536 = -3655.566243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.887972 sec): 2 clusters Score: Raw -26625.268216 + Penalty 281.025211 = -26344.243004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.888757 sec): 3 clusters Score: Raw -26452.402023 + Penalty 569.643114 = -25882.758908 nChanged 107 SP:Iteration 1F (32.889527 sec): 3 clusters Score: Raw -26536.114265 + Penalty 590.288950 = -25945.825315 nChanged 48 SP:Iteration 2F (32.890306 sec): 3 clusters Score: Raw -26600.863751 + Penalty 614.927871 = -25985.935879 nChanged 38 SP:Iteration 3F (32.891077 sec): 3 clusters Score: Raw -26648.766568 + Penalty 632.077037 = -26016.689531 nChanged 17 SP:Iteration 4F (32.891822 sec): 3 clusters Score: Raw -26669.027941 + Penalty 632.153148 = -26036.874793 nChanged 5 SP:Iteration 5Q (32.892532 sec): 3 clusters Score: Raw -26672.931323 + Penalty 634.386954 = -26038.544369 nChanged 1 SP:Iteration 6Q (32.893233 sec): 3 clusters Score: Raw -26673.112405 + Penalty 634.386954 = -26038.725451 nChanged 0 SP:Iteration 7F (32.893973 sec): 3 clusters Score: Raw -26673.112405 + Penalty 634.386954 = -26038.725451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.895207 sec): 2 clusters Score: Raw -14723.337458 + Penalty 37.837410 = -14685.500047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.895732 sec): 3 clusters Score: Raw -14605.083798 + Penalty 77.467635 = -14527.616163 nChanged 81 SP:Iteration 1F (32.896245 sec): 3 clusters Score: Raw -14673.549852 + Penalty 75.060949 = -14598.488903 nChanged 13 SP:Iteration 2F (32.896758 sec): 3 clusters Score: Raw -14684.139769 + Penalty 73.651958 = -14610.487811 nChanged 4 SP:Iteration 3Q (32.897267 sec): 3 clusters Score: Raw -14688.079185 + Penalty 73.937142 = -14614.142043 nChanged 4 SP:Iteration 4Q (32.897776 sec): 3 clusters Score: Raw -14689.624536 + Penalty 74.210494 = -14615.414042 nChanged 3 SP:Iteration 5Q (32.898285 sec): 3 clusters Score: Raw -14691.384577 + Penalty 74.664283 = -14616.720294 nChanged 5 SP:Iteration 6Q (32.898793 sec): 3 clusters Score: Raw -14694.324443 + Penalty 75.170082 = -14619.154361 nChanged 4 SP:Iteration 7Q (32.899303 sec): 3 clusters Score: Raw -14696.814600 + Penalty 75.674821 = -14621.139779 nChanged 4 SP:Iteration 8Q (32.899841 sec): 3 clusters Score: Raw -14698.166510 + Penalty 75.962968 = -14622.203542 nChanged 2 SP:Iteration 9Q (32.900350 sec): 3 clusters Score: Raw -14698.572247 + Penalty 76.116361 = -14622.455886 nChanged 1 SP:Iteration 10F (32.900863 sec): 3 clusters Score: Raw -14698.789040 + Penalty 76.276134 = -14622.512906 nChanged 1 SP:Iteration 11Q (32.901375 sec): 3 clusters Score: Raw -14698.945980 + Penalty 76.510372 = -14622.435608 nChanged 4 SP:Iteration 12F (32.901888 sec): 3 clusters Score: Raw -14699.745343 + Penalty 76.785075 = -14622.960268 nChanged 2 SP:Iteration 13Q (32.902400 sec): 3 clusters Score: Raw -14700.283275 + Penalty 76.933033 = -14623.350242 nChanged 1 SP:Iteration 14Q (32.902909 sec): 3 clusters Score: Raw -14700.375198 + Penalty 76.933033 = -14623.442166 nChanged 0 SP:Iteration 15F (32.903422 sec): 3 clusters Score: Raw -14700.375198 + Penalty 76.933033 = -14623.442166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.903953 sec): 2 clusters Score: Raw -263.045401 + Penalty 102.993524 = -160.051876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.904168 sec): 3 clusters Score: Raw -256.286646 + Penalty 203.483242 = -52.803403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.904681 sec): 2 clusters Score: Raw -1141.846479 + Penalty 229.263478 = -912.583001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.904917 sec): 3 clusters Score: Raw -1143.575528 + Penalty 450.476737 = -693.098791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.905391 sec): 2 clusters Score: Raw -243.745571 + Penalty 65.097472 = -178.648099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.905603 sec): 3 clusters Score: Raw -240.591839 + Penalty 138.445928 = -102.145910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.906467 sec): 2 clusters Score: Raw -10611.643916 + Penalty 144.871126 = -10466.772789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.906996 sec): 3 clusters Score: Raw -10589.206710 + Penalty 281.244958 = -10307.961752 nChanged 40 SP:Iteration 1F (32.907482 sec): 3 clusters Score: Raw -10662.883678 + Penalty 288.467429 = -10374.416249 nChanged 9 SP:Iteration 2F (32.907964 sec): 3 clusters Score: Raw -10691.007699 + Penalty 288.423515 = -10402.584184 nChanged 3 SP:Iteration 3Q (32.908420 sec): 3 clusters Score: Raw -10695.282680 + Penalty 291.009690 = -10404.272990 nChanged 2 SP:Iteration 4Q (32.908876 sec): 3 clusters Score: Raw -10700.922371 + Penalty 291.590063 = -10409.332308 nChanged 1 SP:Iteration 5Q (32.909324 sec): 3 clusters Score: Raw -10702.210425 + Penalty 293.232725 = -10408.977700 nChanged 1 SP:Iteration 6F (32.909804 sec): 3 clusters Score: Raw -10702.803090 + Penalty 293.232725 = -10409.570365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.910301 sec): 2 clusters Score: Raw -782.201216 + Penalty 234.511127 = -547.690089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.910528 sec): 3 clusters Score: Raw -786.787457 + Penalty 459.774924 = -327.012533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.911126 sec): 2 clusters Score: Raw -4259.513109 + Penalty 469.097994 = -3790.415115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.911453 sec): 3 clusters Score: Raw -4314.006990 + Penalty 940.343870 = -3373.663120 nChanged 2 SP:Iteration 1Q (32.911743 sec): 3 clusters Score: Raw -4320.845940 + Penalty 940.343870 = -3380.502070 nChanged 0 SP:Iteration 2F (32.912041 sec): 3 clusters Score: Raw -4320.845940 + Penalty 940.343870 = -3380.502070 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 28 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.914949 sec): 2 clusters Score: Raw -76928.083576 + Penalty 422.695709 = -76505.387868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.916717 sec): 3 clusters Score: Raw -76477.364601 + Penalty 837.947066 = -75639.417535 nChanged 331 SP:Iteration 1F (32.918431 sec): 3 clusters Score: Raw -76731.498648 + Penalty 829.419399 = -75902.079249 nChanged 105 SP:Iteration 2F (32.920162 sec): 3 clusters Score: Raw -76838.717464 + Penalty 822.995530 = -76015.721934 nChanged 67 SP:Iteration 3F (32.921921 sec): 3 clusters Score: Raw -76893.643213 + Penalty 821.684244 = -76071.958970 nChanged 44 SP:Iteration 4F (32.923677 sec): 3 clusters Score: Raw -76932.501119 + Penalty 821.857282 = -76110.643837 nChanged 33 SP:Iteration 5Q (32.925426 sec): 3 clusters Score: Raw -76954.091457 + Penalty 822.455994 = -76131.635463 nChanged 19 SP:Iteration 6Q (32.927217 sec): 3 clusters Score: Raw -76966.070766 + Penalty 823.926901 = -76142.143865 nChanged 13 SP:Iteration 7Q (32.928975 sec): 3 clusters Score: Raw -76970.867079 + Penalty 824.360181 = -76146.506898 nChanged 8 SP:Iteration 8Q (32.930647 sec): 3 clusters Score: Raw -76973.631193 + Penalty 825.591480 = -76148.039713 nChanged 7 SP:Iteration 9Q (32.932319 sec): 3 clusters Score: Raw -76976.601379 + Penalty 826.139962 = -76150.461417 nChanged 7 SP:Iteration 10F (32.933991 sec): 3 clusters Score: Raw -76979.995022 + Penalty 826.007260 = -76153.987762 nChanged 6 SP:Iteration 11Q (32.935698 sec): 3 clusters Score: Raw -76981.726930 + Penalty 826.846756 = -76154.880174 nChanged 4 SP:Iteration 12Q (32.937366 sec): 3 clusters Score: Raw -76983.142231 + Penalty 827.211603 = -76155.930628 nChanged 2 SP:Iteration 13Q (32.939026 sec): 3 clusters Score: Raw -76983.517038 + Penalty 827.669411 = -76155.847626 nChanged 1 SP:Iteration 14F (32.940833 sec): 3 clusters Score: Raw -76983.788107 + Penalty 827.890186 = -76155.897921 nChanged 1 SP:Iteration 15Q (32.942594 sec): 3 clusters Score: Raw -76983.962932 + Penalty 828.426176 = -76155.536757 nChanged 2 SP:Iteration 16F (32.944393 sec): 3 clusters Score: Raw -76984.785707 + Penalty 828.426176 = -76156.359531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.944987 sec): 2 clusters Score: Raw -2194.795411 + Penalty 376.083682 = -1818.711729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.945249 sec): 3 clusters Score: Raw -2212.739478 + Penalty 751.006773 = -1461.732705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.945726 sec): 2 clusters Score: Raw -256.941934 + Penalty 88.856109 = -168.085825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.945939 sec): 3 clusters Score: Raw -250.799042 + Penalty 181.534145 = -69.264897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.947377 sec): 2 clusters Score: Raw -31511.712248 + Penalty 706.376593 = -30805.335655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.948211 sec): 3 clusters Score: Raw -31401.674388 + Penalty 1412.753186 = -29988.921202 nChanged 88 SP:Iteration 1F (32.949027 sec): 3 clusters Score: Raw -31477.061811 + Penalty 1412.046219 = -30065.015592 nChanged 20 SP:Iteration 2F (32.949874 sec): 3 clusters Score: Raw -31501.742034 + Penalty 1410.884933 = -30090.857102 nChanged 5 SP:Iteration 3Q (32.950713 sec): 3 clusters Score: Raw -31506.695416 + Penalty 1410.362799 = -30096.332617 nChanged 3 SP:Iteration 4Q (32.951559 sec): 3 clusters Score: Raw -31509.719361 + Penalty 1409.820135 = -30099.899227 nChanged 3 SP:Iteration 5Q (32.952403 sec): 3 clusters Score: Raw -31511.538487 + Penalty 1408.920328 = -30102.618159 nChanged 4 SP:Iteration 6Q (32.953240 sec): 3 clusters Score: Raw -31513.401622 + Penalty 1408.920328 = -30104.481294 nChanged 0 SP:Iteration 7F (32.954088 sec): 3 clusters Score: Raw -31513.401622 + Penalty 1408.920328 = -30104.481294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.954796 sec): 2 clusters Score: Raw -7565.239536 + Penalty 657.621333 = -6907.618204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.955171 sec): 3 clusters Score: Raw -7641.680069 + Penalty 1315.242665 = -6326.437404 nChanged 3 SP:Iteration 1Q (32.955521 sec): 3 clusters Score: Raw -7657.354604 + Penalty 1315.077026 = -6342.277578 nChanged 1 SP:Iteration 2Q (32.955865 sec): 3 clusters Score: Raw -7658.465412 + Penalty 1315.077026 = -6343.388386 nChanged 0 SP:Iteration 3F (32.956226 sec): 3 clusters Score: Raw -7658.465412 + Penalty 1315.077026 = -6343.388386 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.958926 sec): 2 clusters Score: Raw -70870.912356 + Penalty 440.882789 = -70430.029567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.960563 sec): 3 clusters Score: Raw -70433.802023 + Penalty 884.695205 = -69549.106818 nChanged 328 SP:Iteration 1F (32.962188 sec): 3 clusters Score: Raw -70664.148022 + Penalty 895.679213 = -69768.468809 nChanged 104 SP:Iteration 2F (32.963762 sec): 3 clusters Score: Raw -70748.715797 + Penalty 910.795119 = -69837.920678 nChanged 60 SP:Iteration 3F (32.965330 sec): 3 clusters Score: Raw -70799.140504 + Penalty 925.394835 = -69873.745669 nChanged 41 SP:Iteration 4F (32.967032 sec): 3 clusters Score: Raw -70834.418094 + Penalty 937.356825 = -69897.061270 nChanged 34 SP:Iteration 5Q (32.968709 sec): 3 clusters Score: Raw -70864.948082 + Penalty 944.982869 = -69919.965214 nChanged 22 SP:Iteration 6Q (32.970380 sec): 3 clusters Score: Raw -70882.017868 + Penalty 952.419930 = -69929.597938 nChanged 16 SP:Iteration 7Q (32.971968 sec): 3 clusters Score: Raw -70898.551155 + Penalty 958.928048 = -69939.623107 nChanged 16 SP:Iteration 8Q (32.973542 sec): 3 clusters Score: Raw -70913.399327 + Penalty 964.817358 = -69948.581969 nChanged 12 SP:Iteration 9Q (32.975208 sec): 3 clusters Score: Raw -70924.466216 + Penalty 969.985172 = -69954.481043 nChanged 13 SP:Iteration 10F (32.976903 sec): 3 clusters Score: Raw -70932.211246 + Penalty 974.243314 = -69957.967932 nChanged 6 SP:Iteration 11Q (32.978483 sec): 3 clusters Score: Raw -70935.352184 + Penalty 977.112320 = -69958.239864 nChanged 2 SP:Iteration 12Q (32.979964 sec): 3 clusters Score: Raw -70937.011396 + Penalty 980.558001 = -69956.453395 nChanged 3 SP:Iteration 13F (32.981542 sec): 3 clusters Score: Raw -70939.556201 + Penalty 981.760154 = -69957.796048 nChanged 2 SP:Iteration 14Q (32.982989 sec): 3 clusters Score: Raw -70940.334359 + Penalty 983.564798 = -69956.769561 nChanged 2 SP:Iteration 15F (32.984561 sec): 3 clusters Score: Raw -70941.782340 + Penalty 985.580430 = -69956.201910 nChanged 3 SP:Iteration 16F (32.986154 sec): 3 clusters Score: Raw -70942.587176 + Penalty 987.971456 = -69954.615720 nChanged 3 SP:Iteration 17F (32.987724 sec): 3 clusters Score: Raw -70943.363912 + Penalty 990.177597 = -69953.186315 nChanged 3 SP:Iteration 18F (32.989296 sec): 3 clusters Score: Raw -70946.537855 + Penalty 991.013330 = -69955.524525 nChanged 2 SP:Iteration 19Q (32.990808 sec): 3 clusters Score: Raw -70946.624929 + Penalty 991.013330 = -69955.611599 nChanged 0 SP:Iteration 20F (32.992533 sec): 3 clusters Score: Raw -70946.624929 + Penalty 991.013330 = -69955.611599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.993862 sec): 2 clusters Score: Raw -25009.327839 + Penalty 683.721868 = -24325.605971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.994614 sec): 3 clusters Score: Raw -24950.853084 + Penalty 1367.514344 = -23583.338740 nChanged 72 SP:Iteration 1F (32.995350 sec): 3 clusters Score: Raw -25038.556206 + Penalty 1367.672282 = -23670.883924 nChanged 16 SP:Iteration 2F (32.996064 sec): 3 clusters Score: Raw -25061.273774 + Penalty 1368.486548 = -23692.787225 nChanged 10 SP:Iteration 3Q (32.996760 sec): 3 clusters Score: Raw -25075.942002 + Penalty 1369.282626 = -23706.659376 nChanged 3 SP:Iteration 4Q (32.997453 sec): 3 clusters Score: Raw -25082.394045 + Penalty 1369.640599 = -23712.753445 nChanged 4 SP:Iteration 5Q (32.998149 sec): 3 clusters Score: Raw -25088.661730 + Penalty 1369.893315 = -23718.768415 nChanged 1 SP:Iteration 6Q (32.998837 sec): 3 clusters Score: Raw -25091.105304 + Penalty 1369.649887 = -23721.455417 nChanged 1 SP:Iteration 7Q (32.999524 sec): 3 clusters Score: Raw -25092.504275 + Penalty 1369.649887 = -23722.854389 nChanged 0 SP:Iteration 8F (33.000234 sec): 3 clusters Score: Raw -25092.504275 + Penalty 1369.649887 = -23722.854389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.000749 sec): 2 clusters Score: Raw -1014.248132 + Penalty 225.831495 = -788.416637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.000987 sec): 3 clusters Score: Raw -1025.399026 + Penalty 444.654693 = -580.744333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.001827 sec): 2 clusters Score: Raw -11475.269824 + Penalty 492.544379 = -10982.725445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.002299 sec): 3 clusters Score: Raw -11481.189174 + Penalty 986.718660 = -10494.470514 nChanged 22 SP:Iteration 1F (33.002760 sec): 3 clusters Score: Raw -11516.075823 + Penalty 987.445304 = -10528.630519 nChanged 5 SP:Iteration 2Q (33.003208 sec): 3 clusters Score: Raw -11526.310321 + Penalty 988.762392 = -10537.547928 nChanged 3 SP:Iteration 3Q (33.003654 sec): 3 clusters Score: Raw -11531.589296 + Penalty 988.762392 = -10542.826904 nChanged 0 SP:Iteration 4F (33.004111 sec): 3 clusters Score: Raw -11531.589296 + Penalty 988.762392 = -10542.826904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.004892 sec): 2 clusters Score: Raw -9146.676520 + Penalty 370.932163 = -8775.744357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.005309 sec): 3 clusters Score: Raw -9137.745963 + Penalty 746.681353 = -8391.064610 nChanged 14 SP:Iteration 1F (33.005720 sec): 3 clusters Score: Raw -9157.228984 + Penalty 748.605958 = -8408.623026 nChanged 4 SP:Iteration 2Q (33.006125 sec): 3 clusters Score: Raw -9162.789546 + Penalty 755.319743 = -8407.469803 nChanged 2 SP:Iteration 3F (33.006549 sec): 3 clusters Score: Raw -9166.314990 + Penalty 757.201798 = -8409.113192 nChanged 3 SP:Iteration 4Q (33.006977 sec): 3 clusters Score: Raw -9170.188506 + Penalty 757.116524 = -8413.071982 nChanged 1 SP:Iteration 5Q (33.007378 sec): 3 clusters Score: Raw -9171.460253 + Penalty 757.587549 = -8413.872704 nChanged 1 SP:Iteration 6Q (33.007774 sec): 3 clusters Score: Raw -9174.599143 + Penalty 753.601733 = -8420.997410 nChanged 1 SP:Iteration 7Q (33.008170 sec): 3 clusters Score: Raw -9178.293512 + Penalty 749.251061 = -8429.042451 nChanged 2 SP:Iteration 8Q (33.008593 sec): 3 clusters Score: Raw -9183.738417 + Penalty 749.251061 = -8434.487356 nChanged 0 SP:Iteration 9F (33.009003 sec): 3 clusters Score: Raw -9183.738417 + Penalty 749.251061 = -8434.487356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.010428 sec): 2 clusters Score: Raw -16410.512577 + Penalty 597.438892 = -15813.073685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.010982 sec): 3 clusters Score: Raw -16366.681938 + Penalty 1198.250750 = -15168.431188 nChanged 27 SP:Iteration 1F (33.011529 sec): 3 clusters Score: Raw -16403.696859 + Penalty 1200.361410 = -15203.335449 nChanged 9 SP:Iteration 2Q (33.012077 sec): 3 clusters Score: Raw -16420.613515 + Penalty 1200.218885 = -15220.394630 nChanged 5 SP:Iteration 3Q (33.012632 sec): 3 clusters Score: Raw -16426.146657 + Penalty 1199.586946 = -15226.559711 nChanged 2 SP:Iteration 4Q (33.013181 sec): 3 clusters Score: Raw -16430.978140 + Penalty 1199.297617 = -15231.680523 nChanged 3 SP:Iteration 5Q (33.013721 sec): 3 clusters Score: Raw -16438.219791 + Penalty 1199.297617 = -15238.922174 nChanged 0 SP:Iteration 6F (33.014267 sec): 3 clusters Score: Raw -16438.219791 + Penalty 1199.297617 = -15238.922174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.014897 sec): 2 clusters Score: Raw -2461.983716 + Penalty 38.708044 = -2423.275672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.015155 sec): 3 clusters Score: Raw -2475.442076 + Penalty 77.651721 = -2397.790354 nChanged 9 SP:Iteration 1F (33.015406 sec): 3 clusters Score: Raw -2489.559127 + Penalty 75.972270 = -2413.586857 nChanged 1 SP:Iteration 2Q (33.015644 sec): 3 clusters Score: Raw -2490.441550 + Penalty 75.972270 = -2414.469280 nChanged 0 SP:Iteration 3F (33.015887 sec): 3 clusters Score: Raw -2490.441550 + Penalty 75.972270 = -2414.469280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.017383 sec): 2 clusters Score: Raw -29952.517511 + Penalty 940.462379 = -29012.055132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.018284 sec): 3 clusters Score: Raw -29940.670523 + Penalty 1880.900105 = -28059.770418 nChanged 69 SP:Iteration 1F (33.019139 sec): 3 clusters Score: Raw -30044.003106 + Penalty 1880.926931 = -28163.076175 nChanged 18 SP:Iteration 2Q (33.019958 sec): 3 clusters Score: Raw -30077.124892 + Penalty 1880.919260 = -28196.205632 nChanged 9 SP:Iteration 3Q (33.020768 sec): 3 clusters Score: Raw -30093.866018 + Penalty 1880.893338 = -28212.972680 nChanged 4 SP:Iteration 4Q (33.021575 sec): 3 clusters Score: Raw -30100.696056 + Penalty 1880.931386 = -28219.764669 nChanged 1 SP:Iteration 5Q (33.022416 sec): 3 clusters Score: Raw -30103.489215 + Penalty 1880.938391 = -28222.550824 nChanged 1 SP:Iteration 6Q (33.023223 sec): 3 clusters Score: Raw -30104.293180 + Penalty 1880.938391 = -28223.354789 nChanged 0 SP:Iteration 7F (33.024077 sec): 3 clusters Score: Raw -30104.293180 + Penalty 1880.938391 = -28223.354789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.024638 sec): 2 clusters Score: Raw -2130.325626 + Penalty 323.356967 = -1806.968659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.024897 sec): 3 clusters Score: Raw -2164.455526 + Penalty 648.170097 = -1516.285429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.025408 sec): 2 clusters Score: Raw -1434.128748 + Penalty 269.952154 = -1164.176594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.025679 sec): 3 clusters Score: Raw -1429.225602 + Penalty 541.736512 = -887.489090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.026211 sec): 2 clusters Score: Raw -1692.957086 + Penalty 369.484543 = -1323.472543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.026459 sec): 3 clusters Score: Raw -1739.235906 + Penalty 732.697425 = -1006.538481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.027537 sec): 2 clusters Score: Raw -20795.395716 + Penalty 739.567885 = -20055.827831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.028160 sec): 3 clusters Score: Raw -20740.614649 + Penalty 1479.253102 = -19261.361547 nChanged 37 SP:Iteration 1F (33.028775 sec): 3 clusters Score: Raw -20803.633532 + Penalty 1479.439567 = -19324.193964 nChanged 13 SP:Iteration 2F (33.029388 sec): 3 clusters Score: Raw -20826.218660 + Penalty 1479.633937 = -19346.584723 nChanged 4 SP:Iteration 3Q (33.029990 sec): 3 clusters Score: Raw -20831.759425 + Penalty 1479.528984 = -19352.230441 nChanged 2 SP:Iteration 4Q (33.030600 sec): 3 clusters Score: Raw -20834.873916 + Penalty 1479.690731 = -19355.183186 nChanged 1 SP:Iteration 5Q (33.031185 sec): 3 clusters Score: Raw -20836.601150 + Penalty 1480.178584 = -19356.422566 nChanged 2 SP:Iteration 6Q (33.031769 sec): 3 clusters Score: Raw -20840.024961 + Penalty 1480.178584 = -19359.846377 nChanged 0 SP:Iteration 7F (33.032367 sec): 3 clusters Score: Raw -20840.024961 + Penalty 1480.178584 = -19359.846377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.034686 sec): 2 clusters Score: Raw -58376.238033 + Penalty 888.753790 = -57487.484243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.036057 sec): 3 clusters Score: Raw -58142.963008 + Penalty 1779.497307 = -56363.465701 nChanged 157 SP:Iteration 1F (33.037436 sec): 3 clusters Score: Raw -58296.017884 + Penalty 1782.132005 = -56513.885879 nChanged 48 SP:Iteration 2F (33.038792 sec): 3 clusters Score: Raw -58352.312606 + Penalty 1783.694683 = -56568.617923 nChanged 37 SP:Iteration 3F (33.040154 sec): 3 clusters Score: Raw -58386.343192 + Penalty 1784.558067 = -56601.785125 nChanged 16 SP:Iteration 4Q (33.041620 sec): 3 clusters Score: Raw -58403.675945 + Penalty 1783.792040 = -56619.883905 nChanged 10 SP:Iteration 5Q (33.043028 sec): 3 clusters Score: Raw -58412.038575 + Penalty 1783.131997 = -56628.906578 nChanged 9 SP:Iteration 6Q (33.044428 sec): 3 clusters Score: Raw -58420.168720 + Penalty 1782.353566 = -56637.815154 nChanged 6 SP:Iteration 7Q (33.045759 sec): 3 clusters Score: Raw -58425.917300 + Penalty 1781.869247 = -56644.048053 nChanged 10 SP:Iteration 8Q (33.047084 sec): 3 clusters Score: Raw -58437.024091 + Penalty 1781.275629 = -56655.748462 nChanged 10 SP:Iteration 9Q (33.048407 sec): 3 clusters Score: Raw -58446.343014 + Penalty 1781.035424 = -56665.307590 nChanged 6 SP:Iteration 10F (33.049750 sec): 3 clusters Score: Raw -58450.138582 + Penalty 1780.429552 = -56669.709029 nChanged 3 SP:Iteration 11Q (33.051069 sec): 3 clusters Score: Raw -58452.286487 + Penalty 1780.451867 = -56671.834619 nChanged 2 SP:Iteration 12Q (33.052393 sec): 3 clusters Score: Raw -58453.992384 + Penalty 1780.682069 = -56673.310315 nChanged 1 SP:Iteration 13Q (33.053714 sec): 3 clusters Score: Raw -58454.597418 + Penalty 1780.682069 = -56673.915348 nChanged 0 SP:Iteration 14F (33.055054 sec): 3 clusters Score: Raw -58454.597418 + Penalty 1780.682069 = -56673.915348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.057205 sec): 2 clusters Score: Raw -17231.585337 + Penalty 452.734991 = -16778.850346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.057817 sec): 3 clusters Score: Raw -17157.383135 + Penalty 908.970940 = -16248.412195 nChanged 50 SP:Iteration 1F (33.058386 sec): 3 clusters Score: Raw -17217.647726 + Penalty 920.393508 = -16297.254218 nChanged 19 SP:Iteration 2F (33.058953 sec): 3 clusters Score: Raw -17252.411875 + Penalty 932.214913 = -16320.196962 nChanged 9 SP:Iteration 3Q (33.059510 sec): 3 clusters Score: Raw -17265.380883 + Penalty 939.139283 = -16326.241600 nChanged 7 SP:Iteration 4Q (33.060062 sec): 3 clusters Score: Raw -17285.288310 + Penalty 955.036114 = -16330.252196 nChanged 12 SP:Iteration 5F (33.060628 sec): 3 clusters Score: Raw -17301.312259 + Penalty 962.598653 = -16338.713606 nChanged 7 SP:Iteration 6Q (33.061171 sec): 3 clusters Score: Raw -17312.468080 + Penalty 963.028419 = -16349.439661 nChanged 1 SP:Iteration 7Q (33.061711 sec): 3 clusters Score: Raw -17313.435497 + Penalty 968.326531 = -16345.108967 nChanged 2 SP:Iteration 8F (33.062276 sec): 3 clusters Score: Raw -17315.754376 + Penalty 970.141173 = -16345.613203 nChanged 2 SP:Iteration 9Q (33.062817 sec): 3 clusters Score: Raw -17317.954595 + Penalty 975.187195 = -16342.767400 nChanged 2 SP:Iteration 10F (33.063387 sec): 3 clusters Score: Raw -17320.081864 + Penalty 975.187195 = -16344.894669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.063947 sec): 2 clusters Score: Raw -472.996628 + Penalty 216.523770 = -256.472859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.064166 sec): 3 clusters Score: Raw -459.720104 + Penalty 437.064096 = -22.656008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.064680 sec): 2 clusters Score: Raw -1676.145236 + Penalty 421.892447 = -1254.252788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.064924 sec): 3 clusters Score: Raw -1689.820558 + Penalty 846.508060 = -843.312498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.065759 sec): 2 clusters Score: Raw -10014.717087 + Penalty 448.435480 = -9566.281607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.066213 sec): 3 clusters Score: Raw -10025.398348 + Penalty 904.229351 = -9121.168997 nChanged 16 SP:Iteration 1F (33.066662 sec): 3 clusters Score: Raw -10055.657741 + Penalty 909.112672 = -9146.545069 nChanged 5 SP:Iteration 2Q (33.067100 sec): 3 clusters Score: Raw -10062.629116 + Penalty 914.763747 = -9147.865369 nChanged 2 SP:Iteration 3Q (33.067537 sec): 3 clusters Score: Raw -10066.651677 + Penalty 914.763747 = -9151.887930 nChanged 0 SP:Iteration 4F (33.067985 sec): 3 clusters Score: Raw -10066.651677 + Penalty 914.763747 = -9151.887930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.069128 sec): 2 clusters Score: Raw -22377.958716 + Penalty 743.895216 = -21634.063500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.069825 sec): 3 clusters Score: Raw -22343.527105 + Penalty 1484.018212 = -20859.508893 nChanged 41 SP:Iteration 1F (33.070474 sec): 3 clusters Score: Raw -22410.883659 + Penalty 1487.294733 = -20923.588926 nChanged 14 SP:Iteration 2F (33.071137 sec): 3 clusters Score: Raw -22428.175555 + Penalty 1488.828897 = -20939.346658 nChanged 3 SP:Iteration 3Q (33.071763 sec): 3 clusters Score: Raw -22432.551281 + Penalty 1491.079738 = -20941.471544 nChanged 4 SP:Iteration 4Q (33.072394 sec): 3 clusters Score: Raw -22436.768610 + Penalty 1492.588075 = -20944.180536 nChanged 2 SP:Iteration 5Q (33.073050 sec): 3 clusters Score: Raw -22439.710061 + Penalty 1494.025019 = -20945.685042 nChanged 2 SP:Iteration 6Q (33.073697 sec): 3 clusters Score: Raw -22444.220735 + Penalty 1494.627730 = -20949.593005 nChanged 1 SP:Iteration 7Q (33.074370 sec): 3 clusters Score: Raw -22446.045187 + Penalty 1494.627730 = -20951.417457 nChanged 0 SP:Iteration 8F (33.075050 sec): 3 clusters Score: Raw -22446.045187 + Penalty 1494.627730 = -20951.417457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.075717 sec): 2 clusters Score: Raw -6251.768849 + Penalty 618.252658 = -5633.516191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.076055 sec): 3 clusters Score: Raw -6349.127687 + Penalty 1235.566178 = -5113.561509 nChanged 1 SP:Iteration 1Q (33.076370 sec): 3 clusters Score: Raw -6351.009241 + Penalty 1235.566178 = -5115.443063 nChanged 0 SP:Iteration 2F (33.076703 sec): 3 clusters Score: Raw -6351.009241 + Penalty 1235.566178 = -5115.443063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.077215 sec): 2 clusters Score: Raw -1276.911737 + Penalty 322.042274 = -954.869463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.077453 sec): 3 clusters Score: Raw -1297.512474 + Penalty 640.203045 = -657.309429 nChanged 1 SP:Iteration 1F (33.077687 sec): 3 clusters Score: Raw -1302.306995 + Penalty 640.203045 = -662.103950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.078238 sec): 2 clusters Score: Raw -2869.543282 + Penalty 464.461344 = -2405.081938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.078512 sec): 3 clusters Score: Raw -2931.462177 + Penalty 929.142386 = -2002.319791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.079091 sec): 2 clusters Score: Raw -3428.980302 + Penalty 365.167569 = -3063.812734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.079380 sec): 3 clusters Score: Raw -3455.803806 + Penalty 730.335137 = -2725.468669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.080494 sec): 2 clusters Score: Raw -22654.170657 + Penalty 866.224634 = -21787.946023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.081135 sec): 3 clusters Score: Raw -22676.540845 + Penalty 1731.609896 = -20944.930949 nChanged 29 SP:Iteration 1F (33.081759 sec): 3 clusters Score: Raw -22733.146991 + Penalty 1731.208918 = -21001.938073 nChanged 9 SP:Iteration 2Q (33.082378 sec): 3 clusters Score: Raw -22762.574216 + Penalty 1730.828178 = -21031.746039 nChanged 3 SP:Iteration 3Q (33.082991 sec): 3 clusters Score: Raw -22768.419877 + Penalty 1730.633072 = -21037.786805 nChanged 2 SP:Iteration 4Q (33.083608 sec): 3 clusters Score: Raw -22774.175556 + Penalty 1730.480705 = -21043.694851 nChanged 1 SP:Iteration 5Q (33.084215 sec): 3 clusters Score: Raw -22776.981493 + Penalty 1730.467425 = -21046.514067 nChanged 2 SP:Iteration 6Q (33.084822 sec): 3 clusters Score: Raw -22780.656532 + Penalty 1730.362405 = -21050.294127 nChanged 1 SP:Iteration 7Q (33.085428 sec): 3 clusters Score: Raw -22782.592991 + Penalty 1730.172084 = -21052.420907 nChanged 1 SP:Iteration 8Q (33.086033 sec): 3 clusters Score: Raw -22782.902077 + Penalty 1730.172084 = -21052.729993 nChanged 0 SP:Iteration 9F (33.086664 sec): 3 clusters Score: Raw -22782.902077 + Penalty 1730.172084 = -21052.729993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.087230 sec): 2 clusters Score: Raw -1922.759118 + Penalty 371.127329 = -1551.631789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.087484 sec): 3 clusters Score: Raw -1934.138958 + Penalty 736.409866 = -1197.729092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.088431 sec): 2 clusters Score: Raw -15935.779442 + Penalty 789.706792 = -15146.072650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.088966 sec): 3 clusters Score: Raw -15991.276071 + Penalty 1579.420739 = -14411.855332 nChanged 16 SP:Iteration 1F (33.089473 sec): 3 clusters Score: Raw -16031.777967 + Penalty 1579.214762 = -14452.563205 nChanged 5 SP:Iteration 2Q (33.089967 sec): 3 clusters Score: Raw -16045.203508 + Penalty 1579.214762 = -14465.988746 nChanged 0 SP:Iteration 3F (33.090488 sec): 3 clusters Score: Raw -16045.203508 + Penalty 1579.214762 = -14465.988746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.091555 sec): 2 clusters Score: Raw -21700.775646 + Penalty 885.840021 = -20814.935625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.092188 sec): 3 clusters Score: Raw -21779.904505 + Penalty 1771.692970 = -20008.211535 nChanged 22 SP:Iteration 1F (33.092816 sec): 3 clusters Score: Raw -21824.460326 + Penalty 1771.713072 = -20052.747254 nChanged 6 SP:Iteration 2Q (33.093412 sec): 3 clusters Score: Raw -21847.221122 + Penalty 1771.710546 = -20075.510576 nChanged 1 SP:Iteration 3Q (33.094007 sec): 3 clusters Score: Raw -21849.888993 + Penalty 1771.706861 = -20078.182131 nChanged 1 SP:Iteration 4Q (33.094600 sec): 3 clusters Score: Raw -21850.916438 + Penalty 1771.706861 = -20079.209577 nChanged 0 SP:Iteration 5F (33.095221 sec): 3 clusters Score: Raw -21850.916438 + Penalty 1771.706861 = -20079.209577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.095718 sec): 2 clusters Score: Raw -543.751630 + Penalty 196.083138 = -347.668492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.095943 sec): 3 clusters Score: Raw -539.077164 + Penalty 388.702967 = -150.374197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.096429 sec): 2 clusters Score: Raw -466.561628 + Penalty 195.164733 = -271.396894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.096646 sec): 3 clusters Score: Raw -455.034455 + Penalty 391.058807 = -63.975648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.097255 sec): 2 clusters Score: Raw -4764.544498 + Penalty 418.314484 = -4346.230014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.097564 sec): 3 clusters Score: Raw -4778.166698 + Penalty 838.985060 = -3939.181637 nChanged 3 SP:Iteration 1F (33.097868 sec): 3 clusters Score: Raw -4783.947615 + Penalty 838.985060 = -3944.962554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.098374 sec): 2 clusters Score: Raw -1362.995247 + Penalty 282.666878 = -1080.328369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.098612 sec): 3 clusters Score: Raw -1361.081359 + Penalty 565.210134 = -795.871225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.099294 sec): 2 clusters Score: Raw -6399.384102 + Penalty 689.410294 = -5709.973808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.099646 sec): 3 clusters Score: Raw -6594.329593 + Penalty 1378.788917 = -5215.540675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.100421 sec): 2 clusters Score: Raw -9468.585175 + Penalty 441.651744 = -9026.933431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.100828 sec): 3 clusters Score: Raw -9474.703715 + Penalty 885.035195 = -8589.668520 nChanged 10 SP:Iteration 1F (33.101230 sec): 3 clusters Score: Raw -9500.338967 + Penalty 884.126348 = -8616.212619 nChanged 1 SP:Iteration 2Q (33.101623 sec): 3 clusters Score: Raw -9501.830750 + Penalty 884.126348 = -8617.704402 nChanged 0 SP:Iteration 3F (33.102025 sec): 3 clusters Score: Raw -9501.830750 + Penalty 884.126348 = -8617.704402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.102627 sec): 2 clusters Score: Raw -4192.314544 + Penalty 402.074499 = -3790.240044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.102931 sec): 3 clusters Score: Raw -4224.468349 + Penalty 802.900115 = -3421.568235 nChanged 2 SP:Iteration 1Q (33.103224 sec): 3 clusters Score: Raw -4231.617946 + Penalty 802.153907 = -3429.464039 nChanged 1 SP:Iteration 2Q (33.103511 sec): 3 clusters Score: Raw -4236.119784 + Penalty 802.153907 = -3433.965877 nChanged 0 SP:Iteration 3F (33.103809 sec): 3 clusters Score: Raw -4236.119784 + Penalty 802.153907 = -3433.965877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.104291 sec): 2 clusters Score: Raw -448.592450 + Penalty 171.118681 = -277.473769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.104512 sec): 3 clusters Score: Raw -441.412285 + Penalty 344.600458 = -96.811827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.104979 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.105171 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.107134 sec): 2 clusters Score: Raw -43081.210434 + Penalty 510.562937 = -42570.647498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.108269 sec): 3 clusters Score: Raw -42823.061165 + Penalty 1023.960248 = -41799.100917 nChanged 159 SP:Iteration 1F (33.109356 sec): 3 clusters Score: Raw -42940.139881 + Penalty 1025.557446 = -41914.582435 nChanged 38 SP:Iteration 2F (33.110441 sec): 3 clusters Score: Raw -42974.351182 + Penalty 1026.667941 = -41947.683241 nChanged 22 SP:Iteration 3Q (33.111523 sec): 3 clusters Score: Raw -42993.924393 + Penalty 1027.059813 = -41966.864580 nChanged 20 SP:Iteration 4Q (33.112604 sec): 3 clusters Score: Raw -43007.714967 + Penalty 1028.715394 = -41978.999573 nChanged 14 SP:Iteration 5Q (33.113673 sec): 3 clusters Score: Raw -43018.056243 + Penalty 1028.290593 = -41989.765650 nChanged 12 SP:Iteration 6Q (33.114733 sec): 3 clusters Score: Raw -43024.313532 + Penalty 1030.619574 = -41993.693958 nChanged 7 SP:Iteration 7Q (33.115790 sec): 3 clusters Score: Raw -43028.513589 + Penalty 1032.431219 = -41996.082370 nChanged 7 SP:Iteration 8Q (33.116849 sec): 3 clusters Score: Raw -43034.586415 + Penalty 1038.692758 = -41995.893656 nChanged 10 SP:Iteration 9F (33.117959 sec): 3 clusters Score: Raw -43042.484945 + Penalty 1041.896690 = -42000.588255 nChanged 11 SP:Iteration 10F (33.119042 sec): 3 clusters Score: Raw -43050.449387 + Penalty 1049.062113 = -42001.387274 nChanged 11 SP:Iteration 11Q (33.120091 sec): 3 clusters Score: Raw -43057.815495 + Penalty 1056.630365 = -42001.185130 nChanged 8 SP:Iteration 12F (33.121166 sec): 3 clusters Score: Raw -43067.889403 + Penalty 1063.708048 = -42004.181355 nChanged 9 SP:Iteration 13Q (33.122205 sec): 3 clusters Score: Raw -43076.014304 + Penalty 1071.825693 = -42004.188611 nChanged 6 SP:Iteration 14Q (33.123231 sec): 3 clusters Score: Raw -43078.929997 + Penalty 1074.793956 = -42004.136041 nChanged 3 SP:Iteration 15F (33.124346 sec): 3 clusters Score: Raw -43080.510822 + Penalty 1076.986271 = -42003.524551 nChanged 3 SP:Iteration 16F (33.125431 sec): 3 clusters Score: Raw -43082.877433 + Penalty 1077.973506 = -42004.903927 nChanged 2 SP:Iteration 17Q (33.126445 sec): 3 clusters Score: Raw -43084.948605 + Penalty 1073.744462 = -42011.204143 nChanged 3 SP:Iteration 18Q (33.127458 sec): 3 clusters Score: Raw -43086.958857 + Penalty 1080.874446 = -42006.084411 nChanged 5 SP:Iteration 19F (33.128567 sec): 3 clusters Score: Raw -43090.714365 + Penalty 1082.587946 = -42008.126418 nChanged 5 SP:Iteration 20F (33.129665 sec): 3 clusters Score: Raw -43096.355530 + Penalty 1083.199944 = -42013.155587 nChanged 5 SP:Iteration 21Q (33.130695 sec): 3 clusters Score: Raw -43100.516942 + Penalty 1079.526995 = -42020.989947 nChanged 1 SP:Iteration 22Q (33.131690 sec): 3 clusters Score: Raw -43101.820517 + Penalty 1079.526995 = -42022.293522 nChanged 0 SP:Iteration 23F (33.132779 sec): 3 clusters Score: Raw -43101.820517 + Penalty 1079.526995 = -42022.293522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.133308 sec): 2 clusters Score: Raw -925.975329 + Penalty 194.982787 = -730.992542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.133540 sec): 3 clusters Score: Raw -929.833245 + Penalty 392.675578 = -537.157667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.134034 sec): 2 clusters Score: Raw -916.375916 + Penalty 270.332002 = -646.043914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.134262 sec): 3 clusters Score: Raw -913.748720 + Penalty 541.061230 = -372.687490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.134753 sec): 2 clusters Score: Raw -822.196369 + Penalty 119.733029 = -702.463340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.134981 sec): 3 clusters Score: Raw -825.715716 + Penalty 237.963074 = -587.752641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.135497 sec): 2 clusters Score: Raw -1687.430904 + Penalty 322.906761 = -1364.524143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.135742 sec): 3 clusters Score: Raw -1698.356655 + Penalty 645.808249 = -1052.548406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.136289 sec): 2 clusters Score: Raw -2522.821706 + Penalty 265.661460 = -2257.160247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.136556 sec): 3 clusters Score: Raw -2545.801725 + Penalty 516.216178 = -2029.585547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.137035 sec): 2 clusters Score: Raw -408.867434 + Penalty 109.583246 = -299.284188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.137256 sec): 2 clusters Score: Raw -408.867434 + Penalty 109.583246 = -299.284188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.137939 sec): 2 clusters Score: Raw -7078.136394 + Penalty 419.805656 = -6658.330738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.138303 sec): 3 clusters Score: Raw -7074.178132 + Penalty 839.611312 = -6234.566821 nChanged 9 SP:Iteration 1F (33.138661 sec): 3 clusters Score: Raw -7093.548267 + Penalty 839.611312 = -6253.936956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.139140 sec): 2 clusters Score: Raw -338.413629 + Penalty 136.650055 = -201.763574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.139345 sec): 3 clusters Score: Raw -342.351799 + Penalty 195.138821 = -147.212978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.140001 sec): 2 clusters Score: Raw -4979.324916 + Penalty 379.651730 = -4599.673187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.140324 sec): 3 clusters Score: Raw -4991.206861 + Penalty 771.220536 = -4219.986325 nChanged 9 SP:Iteration 1F (33.140650 sec): 3 clusters Score: Raw -5011.108109 + Penalty 780.379468 = -4230.728641 nChanged 2 SP:Iteration 2Q (33.140957 sec): 3 clusters Score: Raw -5020.130173 + Penalty 785.629723 = -4234.500449 nChanged 1 SP:Iteration 3Q (33.141262 sec): 3 clusters Score: Raw -5021.022215 + Penalty 785.629723 = -4235.392492 nChanged 0 SP:Iteration 4F (33.141578 sec): 3 clusters Score: Raw -5021.022215 + Penalty 785.629723 = -4235.392492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.142101 sec): 2 clusters Score: Raw -1855.035668 + Penalty 437.183636 = -1417.852032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.142350 sec): 3 clusters Score: Raw -1874.393173 + Penalty 867.886627 = -1006.506546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.142955 sec): 2 clusters Score: Raw -4400.682562 + Penalty 249.720305 = -4150.962257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.143267 sec): 3 clusters Score: Raw -4397.154897 + Penalty 498.608603 = -3898.546294 nChanged 9 SP:Iteration 1F (33.143568 sec): 3 clusters Score: Raw -4412.605365 + Penalty 502.866456 = -3909.738908 nChanged 2 SP:Iteration 2Q (33.143861 sec): 3 clusters Score: Raw -4416.615462 + Penalty 506.285159 = -3910.330303 nChanged 1 SP:Iteration 3Q (33.144154 sec): 3 clusters Score: Raw -4418.253847 + Penalty 516.080154 = -3902.173693 nChanged 2 SP:Iteration 4F (33.144453 sec): 3 clusters Score: Raw -4420.144508 + Penalty 516.080154 = -3904.064353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.145252 sec): 2 clusters Score: Raw -10653.773138 + Penalty 461.742755 = -10192.030383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.145694 sec): 3 clusters Score: Raw -10643.477053 + Penalty 920.110481 = -9723.366572 nChanged 19 SP:Iteration 1F (33.146127 sec): 3 clusters Score: Raw -10670.747479 + Penalty 928.281242 = -9742.466237 nChanged 7 SP:Iteration 2F (33.146568 sec): 3 clusters Score: Raw -10682.171399 + Penalty 933.167980 = -9749.003419 nChanged 3 SP:Iteration 3Q (33.146994 sec): 3 clusters Score: Raw -10687.257209 + Penalty 934.816670 = -9752.440539 nChanged 1 SP:Iteration 4Q (33.147443 sec): 3 clusters Score: Raw -10687.996827 + Penalty 939.997010 = -9747.999817 nChanged 2 SP:Iteration 5F (33.147873 sec): 3 clusters Score: Raw -10688.874379 + Penalty 943.430512 = -9745.443867 nChanged 3 SP:Iteration 6F (33.148304 sec): 3 clusters Score: Raw -10692.011065 + Penalty 948.556484 = -9743.454581 nChanged 3 SP:Iteration 7F (33.148734 sec): 3 clusters Score: Raw -10696.566461 + Penalty 961.769679 = -9734.796782 nChanged 4 SP:Iteration 8F (33.149163 sec): 3 clusters Score: Raw -10710.842743 + Penalty 966.602677 = -9744.240066 nChanged 1 SP:Iteration 9Q (33.149571 sec): 3 clusters Score: Raw -10710.987189 + Penalty 966.183187 = -9744.804001 nChanged 1 SP:Iteration 10F (33.150000 sec): 3 clusters Score: Raw -10712.766509 + Penalty 966.183187 = -9746.583322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.150495 sec): 2 clusters Score: Raw -631.821744 + Penalty 78.854248 = -552.967495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.150711 sec): 3 clusters Score: Raw -630.347754 + Penalty 157.310385 = -473.037369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.151506 sec): 2 clusters Score: Raw -10893.838414 + Penalty 550.194682 = -10343.643732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.151935 sec): 3 clusters Score: Raw -10875.598793 + Penalty 1100.381834 = -9775.216959 nChanged 12 SP:Iteration 1F (33.152362 sec): 3 clusters Score: Raw -10893.612808 + Penalty 1100.828294 = -9792.784514 nChanged 4 SP:Iteration 2Q (33.152782 sec): 3 clusters Score: Raw -10900.930078 + Penalty 1101.539640 = -9799.390437 nChanged 3 SP:Iteration 3Q (33.153202 sec): 3 clusters Score: Raw -10903.759758 + Penalty 1101.539640 = -9802.220118 nChanged 0 SP:Iteration 4F (33.153624 sec): 3 clusters Score: Raw -10903.759758 + Penalty 1101.539640 = -9802.220118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.154103 sec): 2 clusters Score: Raw -354.641671 + Penalty 156.192152 = -198.449520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.154320 sec): 3 clusters Score: Raw -350.580779 + Penalty 312.384303 = -38.196476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.155020 sec): 2 clusters Score: Raw -7915.557710 + Penalty 434.916983 = -7480.640728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.155391 sec): 3 clusters Score: Raw -7896.609046 + Penalty 879.265874 = -7017.343172 nChanged 18 SP:Iteration 1F (33.155757 sec): 3 clusters Score: Raw -7926.031533 + Penalty 895.893498 = -7030.138035 nChanged 9 SP:Iteration 2F (33.156123 sec): 3 clusters Score: Raw -7939.402444 + Penalty 905.780380 = -7033.622064 nChanged 4 SP:Iteration 3Q (33.156491 sec): 3 clusters Score: Raw -7944.980304 + Penalty 910.112133 = -7034.868171 nChanged 1 SP:Iteration 4Q (33.156850 sec): 3 clusters Score: Raw -7946.225533 + Penalty 906.901097 = -7039.324435 nChanged 1 SP:Iteration 5Q (33.157220 sec): 3 clusters Score: Raw -7946.907551 + Penalty 906.901097 = -7040.006453 nChanged 0 SP:Iteration 6F (33.157585 sec): 3 clusters Score: Raw -7946.907551 + Penalty 906.901097 = -7040.006453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.158123 sec): 2 clusters Score: Raw -2106.717893 + Penalty 391.794655 = -1714.923238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.158379 sec): 3 clusters Score: Raw -2151.413371 + Penalty 782.789508 = -1368.623864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.158932 sec): 2 clusters Score: Raw -2402.079439 + Penalty 478.604343 = -1923.475096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.159194 sec): 3 clusters Score: Raw -2456.925769 + Penalty 957.470223 = -1499.455546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.159675 sec): 2 clusters Score: Raw -440.289239 + Penalty 169.059164 = -271.230075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.159894 sec): 3 clusters Score: Raw -434.999787 + Penalty 346.186075 = -88.813713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.160488 sec): 2 clusters Score: Raw -4442.202873 + Penalty 406.315434 = -4035.887439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.160789 sec): 3 clusters Score: Raw -4446.986479 + Penalty 810.005909 = -3636.980570 nChanged 1 SP:Iteration 1Q (33.161083 sec): 3 clusters Score: Raw -4448.815492 + Penalty 810.005909 = -3638.809583 nChanged 0 SP:Iteration 2F (33.161379 sec): 3 clusters Score: Raw -4448.815492 + Penalty 810.005909 = -3638.809583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.161887 sec): 2 clusters Score: Raw -1365.146358 + Penalty 238.497406 = -1126.648952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.162128 sec): 3 clusters Score: Raw -1371.606672 + Penalty 478.030964 = -893.575708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.162640 sec): 2 clusters Score: Raw -1269.979296 + Penalty 337.191429 = -932.787867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.162879 sec): 3 clusters Score: Raw -1298.306545 + Penalty 674.382858 = -623.923686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.163482 sec): 2 clusters Score: Raw -4824.586198 + Penalty 594.049849 = -4230.536349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.163791 sec): 3 clusters Score: Raw -4906.802835 + Penalty 1191.114437 = -3715.688398 nChanged 3 SP:Iteration 1F (33.164097 sec): 3 clusters Score: Raw -4921.929919 + Penalty 1191.114437 = -3730.815482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.164578 sec): 2 clusters Score: Raw -440.679250 + Penalty 143.601684 = -297.077566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.164791 sec): 3 clusters Score: Raw -436.752775 + Penalty 251.414121 = -185.338654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.165267 sec): 2 clusters Score: Raw -364.211324 + Penalty 146.091166 = -218.120158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.165482 sec): 3 clusters Score: Raw -351.298174 + Penalty 292.182331 = -59.115843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.165984 sec): 2 clusters Score: Raw -1062.234315 + Penalty 317.198499 = -745.035816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.166217 sec): 3 clusters Score: Raw -1084.271670 + Penalty 634.396998 = -449.874672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.166723 sec): 2 clusters Score: Raw -801.258927 + Penalty 234.014782 = -567.244145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.166948 sec): 3 clusters Score: Raw -801.280609 + Penalty 454.356706 = -346.923903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.167496 sec): 2 clusters Score: Raw -2900.737288 + Penalty 511.996249 = -2388.741039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.167764 sec): 3 clusters Score: Raw -2957.455051 + Penalty 1023.916236 = -1933.538815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.168262 sec): 2 clusters Score: Raw -1092.578396 + Penalty 276.363963 = -816.214432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.168494 sec): 3 clusters Score: Raw -1094.217020 + Penalty 542.286935 = -551.930085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.168975 sec): 2 clusters Score: Raw -551.765614 + Penalty 210.115293 = -341.650322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.169195 sec): 3 clusters Score: Raw -540.709705 + Penalty 420.230586 = -120.479119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.169693 sec): 2 clusters Score: Raw -948.891496 + Penalty 81.902496 = -866.989000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.169921 sec): 3 clusters Score: Raw -952.166087 + Penalty 180.784734 = -771.381352 nChanged 1 SP:Iteration 1F (33.170146 sec): 3 clusters Score: Raw -956.338096 + Penalty 180.784734 = -775.553362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.170658 sec): 2 clusters Score: Raw -1257.082872 + Penalty 254.824271 = -1002.258601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.170894 sec): 3 clusters Score: Raw -1255.546109 + Penalty 526.876800 = -728.669310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.171505 sec): 2 clusters Score: Raw -4907.207898 + Penalty 632.150017 = -4275.057881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.171818 sec): 3 clusters Score: Raw -5050.589903 + Penalty 1264.409401 = -3786.180502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.172309 sec): 2 clusters Score: Raw -768.347756 + Penalty 224.684272 = -543.663484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.172553 sec): 3 clusters Score: Raw -781.933048 + Penalty 449.801296 = -332.131752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.173060 sec): 2 clusters Score: Raw -888.590624 + Penalty 236.292370 = -652.298254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.173286 sec): 3 clusters Score: Raw -887.259231 + Penalty 480.667202 = -406.592029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.173761 sec): 2 clusters Score: Raw -351.558913 + Penalty 126.443939 = -225.114974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.173985 sec): 2 clusters Score: Raw -351.558913 + Penalty 126.443939 = -225.114974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.174461 sec): 2 clusters Score: Raw -336.777982 + Penalty 92.167447 = -244.610536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.174671 sec): 3 clusters Score: Raw -332.180205 + Penalty 158.277535 = -173.902670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.175145 sec): 2 clusters Score: Raw -228.390907 + Penalty 54.244851 = -174.146056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.175347 sec): 3 clusters Score: Raw -235.465403 + Penalty 84.113808 = -151.351596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.175850 sec): 2 clusters Score: Raw -1167.477075 + Penalty 234.419135 = -933.057939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.176086 sec): 3 clusters Score: Raw -1163.993585 + Penalty 469.995083 = -693.998502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.176584 sec): 2 clusters Score: Raw -1061.651244 + Penalty 264.035488 = -797.615756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.176818 sec): 3 clusters Score: Raw -1071.197836 + Penalty 525.721992 = -545.475844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.177319 sec): 2 clusters Score: Raw -1120.226382 + Penalty 313.576634 = -806.649748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.177560 sec): 3 clusters Score: Raw -1115.220272 + Penalty 630.662117 = -484.558154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.178069 sec): 2 clusters Score: Raw -894.670884 + Penalty 272.399201 = -622.271683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.178303 sec): 3 clusters Score: Raw -894.214305 + Penalty 547.090049 = -347.124255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.178840 sec): 2 clusters Score: Raw -565.116504 + Penalty 225.639627 = -339.476876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.179082 sec): 3 clusters Score: Raw -552.959391 + Penalty 451.279255 = -101.680136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.179570 sec): 2 clusters Score: Raw -366.247017 + Penalty 160.632404 = -205.614613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.179788 sec): 3 clusters Score: Raw -357.590684 + Penalty 160.632404 = -196.958281 nChanged 1 SP:Iteration 1F (33.179982 sec): 2 clusters Score: Raw -366.247017 + Penalty 160.632404 = -205.614613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.180482 sec): 2 clusters Score: Raw -1220.462131 + Penalty 347.451353 = -873.010778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.180713 sec): 3 clusters Score: Raw -1229.753859 + Penalty 686.168317 = -543.585542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.181253 sec): 2 clusters Score: Raw -1589.404640 + Penalty 340.980663 = -1248.423977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.181496 sec): 3 clusters Score: Raw -1616.428685 + Penalty 683.587062 = -932.841623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.182026 sec): 2 clusters Score: Raw -2387.603111 + Penalty 414.265420 = -1973.337691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.182279 sec): 3 clusters Score: Raw -2405.983588 + Penalty 808.802953 = -1597.180635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.182758 sec): 2 clusters Score: Raw -459.966371 + Penalty 172.970675 = -286.995697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.182974 sec): 3 clusters Score: Raw -448.676839 + Penalty 339.548776 = -109.128063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.183453 sec): 2 clusters Score: Raw -533.905969 + Penalty 180.851907 = -353.054062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.183670 sec): 3 clusters Score: Raw -525.989219 + Penalty 372.114848 = -153.874370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.184296 sec): 2 clusters Score: Raw -5879.420533 + Penalty 485.744422 = -5393.676110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.184618 sec): 3 clusters Score: Raw -5882.877997 + Penalty 970.585072 = -4912.292924 nChanged 2 SP:Iteration 1Q (33.184933 sec): 3 clusters Score: Raw -5891.544791 + Penalty 970.585072 = -4920.959719 nChanged 0 SP:Iteration 2F (33.185250 sec): 3 clusters Score: Raw -5891.544791 + Penalty 970.585072 = -4920.959719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.185744 sec): 2 clusters Score: Raw -974.907298 + Penalty 287.805910 = -687.101388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.185971 sec): 3 clusters Score: Raw -988.271257 + Penalty 579.321998 = -408.949258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.186462 sec): 2 clusters Score: Raw -978.588273 + Penalty 328.092197 = -650.496075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.186685 sec): 3 clusters Score: Raw -960.713202 + Penalty 328.092197 = -632.621005 nChanged 2 SP:Iteration 1F (33.186886 sec): 2 clusters Score: Raw -978.588273 + Penalty 328.092197 = -650.496075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.187445 sec): 2 clusters Score: Raw -3130.002950 + Penalty 326.743941 = -2803.259009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.187719 sec): 3 clusters Score: Raw -3148.631739 + Penalty 646.968982 = -2501.662757 nChanged 1 SP:Iteration 1Q (33.187985 sec): 3 clusters Score: Raw -3150.957118 + Penalty 646.968982 = -2503.988137 nChanged 0 SP:Iteration 2F (33.188253 sec): 3 clusters Score: Raw -3150.957118 + Penalty 646.968982 = -2503.988137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.188739 sec): 2 clusters Score: Raw -626.400384 + Penalty 201.630050 = -424.770334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.188982 sec): 3 clusters Score: Raw -623.103515 + Penalty 400.385799 = -222.717715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.189454 sec): 2 clusters Score: Raw -261.509253 + Penalty 105.897170 = -155.612083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.189664 sec): 3 clusters Score: Raw -255.300884 + Penalty 203.689153 = -51.611731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.190154 sec): 2 clusters Score: Raw -922.253764 + Penalty 258.973257 = -663.280507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.190379 sec): 3 clusters Score: Raw -913.606207 + Penalty 511.322695 = -402.283513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.190898 sec): 2 clusters Score: Raw -1992.356492 + Penalty 427.307679 = -1565.048813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.191146 sec): 3 clusters Score: Raw -2002.685730 + Penalty 859.744927 = -1142.940803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.191637 sec): 2 clusters Score: Raw -614.491373 + Penalty 147.868498 = -466.622875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.191857 sec): 3 clusters Score: Raw -607.324073 + Penalty 312.232467 = -295.091605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.192397 sec): 2 clusters Score: Raw -2499.266434 + Penalty 254.155510 = -2245.110923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.192658 sec): 3 clusters Score: Raw -2517.403404 + Penalty 503.971192 = -2013.432213 nChanged 1 SP:Iteration 1Q (33.192912 sec): 3 clusters Score: Raw -2520.606025 + Penalty 503.971192 = -2016.634833 nChanged 0 SP:Iteration 2F (33.193168 sec): 3 clusters Score: Raw -2520.606025 + Penalty 503.971192 = -2016.634833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.193637 sec): 2 clusters Score: Raw -280.988461 + Penalty 142.562709 = -138.425753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.193834 sec): 2 clusters Score: Raw -280.988461 + Penalty 142.562709 = -138.425753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.194325 sec): 2 clusters Score: Raw -971.218765 + Penalty 258.309950 = -712.908815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.194551 sec): 3 clusters Score: Raw -983.670795 + Penalty 514.284563 = -469.386232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.195033 sec): 2 clusters Score: Raw -672.464908 + Penalty 226.929056 = -445.535852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.195253 sec): 3 clusters Score: Raw -704.063476 + Penalty 453.858113 = -250.205363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.195721 sec): 2 clusters Score: Raw -263.608710 + Penalty 108.402648 = -155.206062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.195949 sec): 3 clusters Score: Raw -256.291010 + Penalty 222.187052 = -34.103958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.196431 sec): 2 clusters Score: Raw -779.714067 + Penalty 289.532396 = -490.181671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.196649 sec): 3 clusters Score: Raw -766.774955 + Penalty 579.064792 = -187.710163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.197122 sec): 2 clusters Score: Raw -348.805348 + Penalty 118.224584 = -230.580764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.197334 sec): 3 clusters Score: Raw -341.514134 + Penalty 250.807326 = -90.706808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.197805 sec): 2 clusters Score: Raw -360.799434 + Penalty 137.640778 = -223.158655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.198017 sec): 3 clusters Score: Raw -351.024023 + Penalty 277.582542 = -73.441480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.198489 sec): 2 clusters Score: Raw -264.517159 + Penalty 129.332769 = -135.184390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.198683 sec): 2 clusters Score: Raw -264.517159 + Penalty 129.332769 = -135.184390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.199176 sec): 2 clusters Score: Raw -1147.893614 + Penalty 352.204291 = -795.689324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.199404 sec): 3 clusters Score: Raw -1147.916590 + Penalty 705.759627 = -442.156963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.199938 sec): 2 clusters Score: Raw -2549.123447 + Penalty 439.767207 = -2109.356240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.200198 sec): 3 clusters Score: Raw -2627.722806 + Penalty 876.091343 = -1751.631463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.200732 sec): 2 clusters Score: Raw -2651.268679 + Penalty 460.341854 = -2190.926825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.200993 sec): 3 clusters Score: Raw -2695.338765 + Penalty 916.579715 = -1778.759051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.201470 sec): 2 clusters Score: Raw -464.764327 + Penalty 209.085471 = -255.678856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.201667 sec): 2 clusters Score: Raw -464.764327 + Penalty 209.085471 = -255.678856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.202147 sec): 2 clusters Score: Raw -754.715599 + Penalty 283.182508 = -471.533090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.202367 sec): 3 clusters Score: Raw -753.221236 + Penalty 566.365017 = -186.856220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.202899 sec): 2 clusters Score: Raw -2470.201354 + Penalty 431.821071 = -2038.380283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.203173 sec): 3 clusters Score: Raw -2539.536482 + Penalty 861.361811 = -1678.174671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.203647 sec): 2 clusters Score: Raw -378.648615 + Penalty 185.817942 = -192.830673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.203860 sec): 3 clusters Score: Raw -363.031718 + Penalty 371.635884 = 8.604166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.204325 sec): 2 clusters Score: Raw -174.204677 + Penalty 64.888317 = -109.316360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.204532 sec): 3 clusters Score: Raw -165.905986 + Penalty 129.776633 = -36.129353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.205021 sec): 2 clusters Score: Raw -926.784808 + Penalty 331.305172 = -595.479637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.205249 sec): 3 clusters Score: Raw -946.678470 + Penalty 662.610343 = -284.068127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.205722 sec): 2 clusters Score: Raw -357.266292 + Penalty 136.474555 = -220.791737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.205934 sec): 3 clusters Score: Raw -350.327749 + Penalty 272.949111 = -77.378638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.206444 sec): 2 clusters Score: Raw -1803.729938 + Penalty 427.152691 = -1376.577247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.206687 sec): 3 clusters Score: Raw -1844.590881 + Penalty 852.714766 = -991.876115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.207165 sec): 2 clusters Score: Raw -540.930987 + Penalty 209.628479 = -331.302508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.207382 sec): 3 clusters Score: Raw -538.815462 + Penalty 400.863545 = -137.951917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.207853 sec): 2 clusters Score: Raw -374.297882 + Penalty 181.913657 = -192.384224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.208065 sec): 3 clusters Score: Raw -363.079332 + Penalty 373.004544 = 9.925212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.208535 sec): 2 clusters Score: Raw -175.751179 + Penalty 65.114628 = -110.636551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.208742 sec): 3 clusters Score: Raw -167.256974 + Penalty 130.229255 = -37.027718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.209228 sec): 2 clusters Score: Raw -846.009900 + Penalty 282.146501 = -563.863398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.209452 sec): 3 clusters Score: Raw -841.428586 + Penalty 557.217894 = -284.210692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.209924 sec): 2 clusters Score: Raw -360.126322 + Penalty 167.144767 = -192.981555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.210154 sec): 3 clusters Score: Raw -352.084344 + Penalty 340.552791 = -11.531552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.210678 sec): 2 clusters Score: Raw -1988.410322 + Penalty 436.245083 = -1552.165239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.210927 sec): 3 clusters Score: Raw -2037.519799 + Penalty 865.933559 = -1171.586240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.211394 sec): 2 clusters Score: Raw -175.929340 + Penalty 61.933545 = -113.995794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.211598 sec): 3 clusters Score: Raw -166.586849 + Penalty 123.867091 = -42.719758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.212083 sec): 2 clusters Score: Raw -809.624900 + Penalty 228.689724 = -580.935176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.212305 sec): 3 clusters Score: Raw -805.908263 + Penalty 461.296767 = -344.611496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.212813 sec): 2 clusters Score: Raw -1639.134325 + Penalty 354.273240 = -1284.861085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.213054 sec): 3 clusters Score: Raw -1666.633137 + Penalty 708.552410 = -958.080727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.213525 sec): 2 clusters Score: Raw -339.714770 + Penalty 116.769642 = -222.945128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.213738 sec): 3 clusters Score: Raw -336.338151 + Penalty 233.539284 = -102.798867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.214228 sec): 2 clusters Score: Raw -971.711592 + Penalty 242.691001 = -729.020590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.214455 sec): 3 clusters Score: Raw -977.724781 + Penalty 481.497833 = -496.226948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.214933 sec): 2 clusters Score: Raw -549.865147 + Penalty 192.326866 = -357.538282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.215151 sec): 3 clusters Score: Raw -542.064266 + Penalty 384.653732 = -157.410534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.215622 sec): 2 clusters Score: Raw -358.031522 + Penalty 164.618583 = -193.412938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.215835 sec): 3 clusters Score: Raw -352.741183 + Penalty 329.237167 = -23.504016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216304 sec): 2 clusters Score: Raw -258.744560 + Penalty 92.647994 = -166.096566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.216498 sec): 2 clusters Score: Raw -258.744560 + Penalty 92.647994 = -166.096566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 177 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216988 sec): 2 clusters Score: Raw -477.067169 + Penalty 205.326938 = -271.740231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.217205 sec): 3 clusters Score: Raw -461.851423 + Penalty 418.448581 = -43.402842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.217684 sec): 2 clusters Score: Raw -660.244285 + Penalty 278.182697 = -382.061588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.217903 sec): 3 clusters Score: Raw -657.373361 + Penalty 544.458106 = -112.915255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.218399 sec): 2 clusters Score: Raw -1087.739707 + Penalty 252.085773 = -835.653934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.218628 sec): 3 clusters Score: Raw -1087.439292 + Penalty 504.171546 = -583.267746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219116 sec): 2 clusters Score: Raw -515.530274 + Penalty 161.286105 = -354.244169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.219339 sec): 3 clusters Score: Raw -514.056574 + Penalty 322.572209 = -191.484365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219829 sec): 2 clusters Score: Raw -442.071690 + Penalty 128.362067 = -313.709623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.220048 sec): 3 clusters Score: Raw -434.801352 + Penalty 251.331740 = -183.469612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.220524 sec): 2 clusters Score: Raw -266.450773 + Penalty 110.480480 = -155.970292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.220733 sec): 3 clusters Score: Raw -257.184145 + Penalty 240.930197 = -16.253948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 187 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.221210 sec): 2 clusters Score: Raw -554.137084 + Penalty 202.123489 = -352.013595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.221426 sec): 3 clusters Score: Raw -544.246715 + Penalty 406.646974 = -137.599741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 188 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.221949 sec): 2 clusters Score: Raw -2106.565049 + Penalty 364.759469 = -1741.805580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.222200 sec): 3 clusters Score: Raw -2127.697910 + Penalty 730.184901 = -1397.513009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.222671 sec): 2 clusters Score: Raw -270.089989 + Penalty 115.622903 = -154.467086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.222880 sec): 3 clusters Score: Raw -260.330775 + Penalty 237.254324 = -23.076451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.223346 sec): 2 clusters Score: Raw -180.358315 + Penalty 89.268510 = -91.089805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.223553 sec): 3 clusters Score: Raw -172.206580 + Penalty 178.537021 = 6.330441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.224054 sec): 2 clusters Score: Raw -553.588462 + Penalty 199.294807 = -354.293655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.224270 sec): 3 clusters Score: Raw -544.444407 + Penalty 388.722660 = -155.721747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.224761 sec): 2 clusters Score: Raw -989.469793 + Penalty 321.443691 = -668.026102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.224987 sec): 3 clusters Score: Raw -969.492036 + Penalty 642.887382 = -326.604654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.225456 sec): 2 clusters Score: Raw -274.528584 + Penalty 140.286716 = -134.241868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.225651 sec): 2 clusters Score: Raw -274.528584 + Penalty 140.286716 = -134.241868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.226126 sec): 2 clusters Score: Raw -466.193525 + Penalty 206.651736 = -259.541789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.226342 sec): 3 clusters Score: Raw -453.280378 + Penalty 419.575811 = -33.704568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.226814 sec): 2 clusters Score: Raw -330.867871 + Penalty 89.778120 = -241.089752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.227028 sec): 3 clusters Score: Raw -329.535652 + Penalty 179.556239 = -149.979413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.227498 sec): 2 clusters Score: Raw -263.906517 + Penalty 112.751325 = -151.155192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.227707 sec): 3 clusters Score: Raw -256.644326 + Penalty 227.242437 = -29.401889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.228183 sec): 2 clusters Score: Raw -453.639894 + Penalty 199.419406 = -254.220488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.228402 sec): 3 clusters Score: Raw -444.974301 + Penalty 391.038159 = -53.936142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.228879 sec): 2 clusters Score: Raw -570.577517 + Penalty 239.578590 = -330.998927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.229097 sec): 3 clusters Score: Raw -557.126897 + Penalty 479.157180 = -77.969718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.229574 sec): 2 clusters Score: Raw -388.747222 + Penalty 68.430600 = -320.316622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.229783 sec): 3 clusters Score: Raw -393.771340 + Penalty 116.661047 = -277.110293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.230267 sec): 2 clusters Score: Raw -547.216305 + Penalty 201.625476 = -345.590828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.230483 sec): 3 clusters Score: Raw -539.266735 + Penalty 426.033123 = -113.233612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 203 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.230975 sec): 2 clusters Score: Raw -455.221398 + Penalty 171.718847 = -283.502551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.231189 sec): 3 clusters Score: Raw -446.651251 + Penalty 350.443278 = -96.207973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.231660 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.231872 sec): 3 clusters Score: Raw -348.197058 + Penalty 133.858010 = -214.339048 nChanged 1 SP:Iteration 1F (33.232065 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 207 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.232556 sec): 2 clusters Score: Raw -996.103827 + Penalty 296.802618 = -699.301210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.232785 sec): 3 clusters Score: Raw -1013.072332 + Penalty 590.797985 = -422.274347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.233242 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.233427 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.233898 sec): 2 clusters Score: Raw -376.066469 + Penalty 172.650024 = -203.416444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.234110 sec): 3 clusters Score: Raw -362.375311 + Penalty 345.300049 = -17.075262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.234572 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.234764 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.235242 sec): 2 clusters Score: Raw -555.468012 + Penalty 175.028626 = -380.439386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.235459 sec): 3 clusters Score: Raw -545.089950 + Penalty 342.687622 = -202.402328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 213 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.235940 sec): 2 clusters Score: Raw -766.189328 + Penalty 291.902049 = -474.287279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.236161 sec): 3 clusters Score: Raw -753.478154 + Penalty 605.474269 = -148.003885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 214 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.236657 sec): 2 clusters Score: Raw -1241.331725 + Penalty 345.783519 = -895.548206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.236889 sec): 3 clusters Score: Raw -1245.476294 + Penalty 689.270510 = -556.205784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.237359 sec): 2 clusters Score: Raw -267.680221 + Penalty 98.966956 = -168.713265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.237584 sec): 3 clusters Score: Raw -258.393824 + Penalty 195.777262 = -62.616562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.238075 sec): 2 clusters Score: Raw -864.205969 + Penalty 301.470067 = -562.735902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.238299 sec): 3 clusters Score: Raw -848.577732 + Penalty 608.440900 = -240.136832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.238769 sec): 2 clusters Score: Raw -178.305387 + Penalty 85.638486 = -92.666901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.238976 sec): 3 clusters Score: Raw -169.872817 + Penalty 171.276972 = 1.404155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.239443 sec): 2 clusters Score: Raw -172.604913 + Penalty 59.057140 = -113.547773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.239637 sec): 2 clusters Score: Raw -172.604913 + Penalty 59.057140 = -113.547773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240102 sec): 2 clusters Score: Raw -176.196913 + Penalty 74.331420 = -101.865493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240295 sec): 2 clusters Score: Raw -176.196913 + Penalty 74.331420 = -101.865493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240749 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240931 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.241452 sec): 2 clusters Score: Raw -1697.410722 + Penalty 136.141604 = -1561.269118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.241701 sec): 3 clusters Score: Raw -1708.238605 + Penalty 279.318615 = -1428.919990 nChanged 1 SP:Iteration 1Q (33.241944 sec): 3 clusters Score: Raw -1710.574433 + Penalty 285.746604 = -1424.827829 nChanged 1 SP:Iteration 2F (33.242188 sec): 3 clusters Score: Raw -1715.248780 + Penalty 285.746604 = -1429.502176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.242666 sec): 2 clusters Score: Raw -565.033897 + Penalty 223.314231 = -341.719666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.242883 sec): 3 clusters Score: Raw -555.014949 + Penalty 446.628462 = -108.386487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243336 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.243517 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 242 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243988 sec): 2 clusters Score: Raw -340.795304 + Penalty 126.154824 = -214.640480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.244201 sec): 3 clusters Score: Raw -336.198250 + Penalty 252.309648 = -83.888602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 244 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.244713 sec): 2 clusters Score: Raw -988.209086 + Penalty 205.672394 = -782.536692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.244942 sec): 3 clusters Score: Raw -1000.573098 + Penalty 406.164090 = -594.409007 nChanged 0 Deleting Class 100 (31 points): Lose 149.854345 but Gain 1572.628590 Iteration 20F (36.817292 sec): 201 clusters Score: Raw -3023614.044240 + Penalty 216737.030202 = -2806877.014038 nChanged 688 Deleting Class 147 (12 points): Lose 73.036579 but Gain 1495.004927 Iteration 21Q (37.172693 sec): 199 clusters Score: Raw -3023917.322209 + Penalty 215266.298490 = -2808651.023718 nChanged 494 Deleting Class 142 (8 points): Lose 49.049422 but Gain 1468.616854 Iteration 22Q (37.502399 sec): 198 clusters Score: Raw -3024133.907703 + Penalty 213782.310531 = -2810351.597172 nChanged 431 Deleting Class 82 (19 points): Lose 148.002548 but Gain 1566.099673 Iteration 23Q (37.821988 sec): 197 clusters Score: Raw -3024249.325753 + Penalty 212172.356245 = -2812076.969507 nChanged 379 Deleting Class 129 (10 points): Lose 85.150105 but Gain 1502.928338 Iteration 24Q (38.138393 sec): 196 clusters Score: Raw -3024370.954624 + Penalty 210770.613226 = -2813600.341398 nChanged 299 Deleting Class 50 (18 points): Lose 123.418740 but Gain 1539.593629 Iteration 25Q (38.441216 sec): 195 clusters Score: Raw -3024372.964711 + Penalty 209167.645086 = -2815205.319625 nChanged 247 Deleting Class 213 (8 points): Lose 67.327593 but Gain 1480.636623 Iteration 26Q (38.733307 sec): 194 clusters Score: Raw -3024414.042784 + Penalty 207824.350428 = -2816589.692356 nChanged 219 Deleting Class 157 (10 points): Lose 117.877410 but Gain 1517.646365 Iteration 27Q (39.022729 sec): 193 clusters Score: Raw -3024405.093112 + Penalty 206471.498217 = -2817933.594895 nChanged 182 Deleting Class 178 (7 points): Lose 110.002859 but Gain 1507.875167 Iteration 28Q (39.305679 sec): 192 clusters Score: Raw -3024409.719971 + Penalty 205045.241817 = -2819364.478154 nChanged 162 Deleting Class 106 (54 points): Lose 275.616504 but Gain 1662.954771 Iteration 29Q (39.584665 sec): 191 clusters Score: Raw -3024219.167683 + Penalty 203769.848330 = -2820449.319353 nChanged 191 Deleting Class 193 (11 points): Lose 88.872456 but Gain 1477.303757 Iteration 30F (42.956714 sec): 190 clusters Score: Raw -3024337.529696 + Penalty 202412.683571 = -2821924.846125 nChanged 140 Deleting Class 155 (5 points): Lose 26.095623 but Gain 1413.562245 Iteration 31Q (43.244727 sec): 189 clusters Score: Raw -3024404.127389 + Penalty 200997.330035 = -2823406.797355 nChanged 115 Deleting Class 219 (9 points): Lose 62.306547 but Gain 1447.197516 Iteration 32Q (43.529582 sec): 188 clusters Score: Raw -3024388.307139 + Penalty 199581.693964 = -2824806.613174 nChanged 116 Deleting Class 159 (19 points): Lose 145.424865 but Gain 1530.166353 Iteration 33Q (43.811606 sec): 187 clusters Score: Raw -3024289.144211 + Penalty 198107.955901 = -2826181.188310 nChanged 113 Deleting Class 49 (5 points): Lose 34.536597 but Gain 1419.022924 Iteration 34Q (44.092420 sec): 186 clusters Score: Raw -3024320.035984 + Penalty 196729.118699 = -2827590.917285 nChanged 95 Deleting Class 90 (26 points): Lose 192.270831 but Gain 1549.425669 Iteration 35Q (44.374270 sec): 185 clusters Score: Raw -3024175.446009 + Penalty 195476.727686 = -2828698.718322 nChanged 104 Deleting Class 195 (6 points): Lose 48.622977 but Gain 1414.271221 Iteration 36Q (44.653204 sec): 184 clusters Score: Raw -3024241.822287 + Penalty 194205.847658 = -2830035.974629 nChanged 78 Deleting Class 137 (3 points): Lose 14.532819 but Gain 1368.735545 Iteration 37Q (44.926723 sec): 183 clusters Score: Raw -3024266.954433 + Penalty 192843.126761 = -2831423.827672 nChanged 60 Deleting Class 162 (4 points): Lose 32.685651 but Gain 1384.101400 Iteration 38Q (45.197413 sec): 182 clusters Score: Raw -3024248.590230 + Penalty 191463.085910 = -2832785.504320 nChanged 50 Deleting Class 214 (16 points): Lose 106.921119 but Gain 1456.355526 Iteration 39Q (45.457181 sec): 181 clusters Score: Raw -3024152.825673 + Penalty 190016.057365 = -2834136.768308 nChanged 53 Deleting Class 200 (6 points): Lose 61.891325 but Gain 1410.348223 Iteration 40F (48.656567 sec): 180 clusters Score: Raw -3024119.953086 + Penalty 188702.132114 = -2835417.820972 nChanged 40 Deleting Class 120 (13 points): Lose 82.187920 but Gain 1428.806023 Iteration 41Q (48.912475 sec): 179 clusters Score: Raw -3024076.731033 + Penalty 187316.895210 = -2836759.835823 nChanged 38 Deleting Class 67 (72 points): Lose 343.021999 but Gain 1686.452039 Iteration 42Q (49.166234 sec): 178 clusters Score: Raw -3023773.813743 + Penalty 185703.951877 = -2838069.861866 nChanged 106 Deleting Class 153 (8 points): Lose 98.924054 but Gain 1436.407845 Iteration 43Q (49.428534 sec): 177 clusters Score: Raw -3023849.110494 + Penalty 184302.872489 = -2839546.238005 nChanged 45 Deleting Class 177 (6 points): Lose 51.215210 but Gain 1384.207016 Iteration 44Q (49.682564 sec): 176 clusters Score: Raw -3023836.971633 + Penalty 182935.358807 = -2840901.612826 nChanged 46 Deleting Class 134 (25 points): Lose 185.043682 but Gain 1510.755248 Iteration 45Q (49.942730 sec): 175 clusters Score: Raw -3023676.240599 + Penalty 181553.883798 = -2842122.356801 nChanged 60 Deleting Class 165 (11 points): Lose 74.193254 but Gain 1396.116648 Iteration 46Q (50.203904 sec): 174 clusters Score: Raw -3023676.163190 + Penalty 180188.902127 = -2843487.261063 nChanged 43 Deleting Class 167 (22 points): Lose 175.034981 but Gain 1488.619264 Iteration 47Q (50.457975 sec): 173 clusters Score: Raw -3023532.124969 + Penalty 178773.274568 = -2844758.850401 nChanged 52 Deleting Class 95 (58 points): Lose 270.250765 but Gain 1578.422333 Iteration 48Q (50.711579 sec): 172 clusters Score: Raw -3023321.914086 + Penalty 177533.966677 = -2845787.947408 nChanged 98 Deleting Class 151 (5 points): Lose 62.342426 but Gain 1370.274853 Iteration 49Q (50.967681 sec): 171 clusters Score: Raw -3023430.148265 + Penalty 176196.695071 = -2847233.453195 nChanged 59 Deleting Class 194 (3 points): Lose 39.783340 but Gain 1346.883881 Iteration 50F (53.990918 sec): 170 clusters Score: Raw -3023439.258663 + Penalty 174886.969228 = -2848552.289435 nChanged 57 Deleting Class 224 (2 points): Lose 6.462816 but Gain 1303.171518 Iteration 51Q (54.240596 sec): 169 clusters Score: Raw -3023480.962919 + Penalty 173600.667657 = -2849880.295262 nChanged 56 Deleting Class 150 (30 points): Lose 166.629518 but Gain 1453.891819 Iteration 52Q (54.491660 sec): 168 clusters Score: Raw -3023382.622940 + Penalty 172289.763546 = -2851092.859394 nChanged 94 Deleting Class 117 (6 points): Lose 46.029217 but Gain 1328.292515 Iteration 53Q (54.745272 sec): 167 clusters Score: Raw -3023434.299833 + Penalty 170936.197675 = -2852498.102158 nChanged 65 Deleting Class 233 (6 points): Lose 33.907306 but Gain 1314.603400 Iteration 54Q (54.992672 sec): 166 clusters Score: Raw -3023439.736567 + Penalty 169631.465175 = -2853808.271392 nChanged 63 Deleting Class 115 (12 points): Lose 55.580076 but Gain 1331.041742 Iteration 55Q (55.238799 sec): 165 clusters Score: Raw -3023410.902340 + Penalty 168291.367143 = -2855119.535197 nChanged 77 Deleting Class 190 (2 points): Lose 86.929383 but Gain 1358.410052 Iteration 56Q (55.485818 sec): 164 clusters Score: Raw -3023369.181868 + Penalty 166955.089883 = -2856414.091985 nChanged 80 Deleting Class 94 (14 points): Lose 91.466016 but Gain 1347.676831 Iteration 57Q (55.732987 sec): 163 clusters Score: Raw -3023332.507705 + Penalty 165622.077890 = -2857710.429815 nChanged 83 Deleting Class 124 (24 points): Lose 106.599965 but Gain 1354.747337 Iteration 58Q (55.979408 sec): 162 clusters Score: Raw -3023269.847117 + Penalty 164438.271438 = -2858831.575679 nChanged 91 Deleting Class 64 (5 points): Lose 31.603436 but Gain 1279.043087 Iteration 59Q (56.226461 sec): 161 clusters Score: Raw -3023299.905211 + Penalty 163186.865280 = -2860113.039932 nChanged 65 Deleting Class 166 (3 points): Lose 97.764600 but Gain 1338.140329 Iteration 60F (59.070017 sec): 160 clusters Score: Raw -3023291.172878 + Penalty 161933.310140 = -2861357.862737 nChanged 58 Deleting Class 148 (31 points): Lose 159.145183 but Gain 1397.583469 Iteration 61Q (59.311153 sec): 159 clusters Score: Raw -3023193.470856 + Penalty 160819.171558 = -2862374.299299 nChanged 67 Deleting Class 198 (6 points): Lose 51.523215 but Gain 1286.714492 Iteration 62Q (59.554114 sec): 158 clusters Score: Raw -3023263.829068 + Penalty 159731.723200 = -2863532.105869 nChanged 49 Deleting Class 56 (32 points): Lose 178.310137 but Gain 1409.299410 Iteration 63Q (59.802179 sec): 157 clusters Score: Raw -3023141.043901 + Penalty 158394.963651 = -2864746.080250 nChanged 64 Deleting Class 32 (102 points): Lose 351.622833 but Gain 1583.424753 Iteration 64Q (60.042811 sec): 156 clusters Score: Raw -3022874.531475 + Penalty 156978.777051 = -2865895.754423 nChanged 138 Deleting Class 207 (11 points): Lose 74.935357 but Gain 1305.556211 Iteration 65Q (60.286773 sec): 155 clusters Score: Raw -3023026.646079 + Penalty 155770.137154 = -2867256.508924 nChanged 62 Deleting Class 175 (4 points): Lose 32.251306 but Gain 1252.510754 Iteration 66Q (60.530421 sec): 154 clusters Score: Raw -3023052.077409 + Penalty 154544.947138 = -2868507.130271 nChanged 56 Deleting Class 14 (3 points): Lose 16.090568 but Gain 1235.830308 Iteration 67Q (60.764804 sec): 153 clusters Score: Raw -3023067.041671 + Penalty 153337.158688 = -2869729.882983 nChanged 47 Deleting Class 210 (3 points): Lose 20.664506 but Gain 1236.403514 Iteration 68Q (61.000148 sec): 152 clusters Score: Raw -3023073.453358 + Penalty 152108.204794 = -2870965.248564 nChanged 30 Deleting Class 59 (24 points): Lose 115.756785 but Gain 1330.768220 Iteration 69Q (61.232406 sec): 151 clusters Score: Raw -3022970.641837 + Penalty 150907.643813 = -2872062.998024 nChanged 55 Deleting Class 171 (22 points): Lose 109.732911 but Gain 1336.765706 Iteration 70F (63.903949 sec): 150 clusters Score: Raw -3022955.754827 + Penalty 149613.559694 = -2873342.195132 nChanged 68 Deleting Class 128 (12 points): Lose 70.794280 but Gain 1285.092470 Iteration 71Q (64.136894 sec): 149 clusters Score: Raw -3022949.105024 + Penalty 148422.220282 = -2874526.884742 nChanged 53 Deleting Class 119 (4 points): Lose 11.309340 but Gain 1222.181656 Iteration 72Q (64.368215 sec): 148 clusters Score: Raw -3022987.716066 + Penalty 147219.894645 = -2875767.821422 nChanged 44 Deleting Class 116 (12 points): Lose 75.856444 but Gain 1284.886775 Iteration 73Q (64.599803 sec): 147 clusters Score: Raw -3022934.756790 + Penalty 146015.606541 = -2876919.150249 nChanged 41 Deleting Class 43 (19 points): Lose 114.779310 but Gain 1323.584815 Iteration 74Q (64.836767 sec): 146 clusters Score: Raw -3022857.414068 + Penalty 144959.068461 = -2877898.345607 nChanged 45 Deleting Class 161 (6 points): Lose 31.921664 but Gain 1234.038289 Iteration 75Q (65.073658 sec): 145 clusters Score: Raw -3022902.660170 + Penalty 143766.277609 = -2879136.382561 nChanged 27 Deleting Class 98 (12 points): Lose 150.221621 but Gain 1346.415507 Iteration 76Q (65.308208 sec): 144 clusters Score: Raw -3022787.062808 + Penalty 142467.732482 = -2880319.330326 nChanged 27 Deleting Class 123 (21 points): Lose 105.095597 but Gain 1296.762992 Iteration 77Q (65.542510 sec): 143 clusters Score: Raw -3022760.792922 + Penalty 141250.408097 = -2881510.384825 nChanged 37 Deleting Class 187 (7 points): Lose 54.134469 but Gain 1245.587954 Iteration 78Q (65.774663 sec): 142 clusters Score: Raw -3022811.634400 + Penalty 139994.275100 = -2882817.359299 nChanged 18 Deleting Class 89 (25 points): Lose 122.862797 but Gain 1313.595977 Iteration 79Q (66.006448 sec): 141 clusters Score: Raw -3022711.058088 + Penalty 138701.101732 = -2884009.956356 nChanged 33 Deleting Class 54 (81 points): Lose 366.343893 but Gain 1555.248694 Iteration 80F (68.513655 sec): 140 clusters Score: Raw -3022399.653553 + Penalty 137242.217496 = -2885157.436057 nChanged 87 Deleting Class 103 (7 points): Lose 47.653960 but Gain 1236.468867 Iteration 81Q (68.739910 sec): 139 clusters Score: Raw -3022526.367010 + Penalty 136024.669774 = -2886501.697236 nChanged 30 Deleting Class 202 (7 points): Lose 45.749704 but Gain 1229.172060 Iteration 82Q (68.960713 sec): 138 clusters Score: Raw -3022519.668547 + Penalty 134822.454632 = -2887697.213915 nChanged 20 Deleting Class 188 (24 points): Lose 111.079223 but Gain 1290.586268 Iteration 83Q (69.179199 sec): 137 clusters Score: Raw -3022439.032217 + Penalty 133555.559125 = -2888883.473092 nChanged 32 Deleting Class 74 (11 points): Lose 76.510370 but Gain 1253.183575 Iteration 84Q (69.398640 sec): 136 clusters Score: Raw -3022402.074062 + Penalty 132299.361279 = -2890102.712782 nChanged 17 Deleting Class 146 (5 points): Lose 47.434614 but Gain 1215.694612 Iteration 85Q (69.620914 sec): 135 clusters Score: Raw -3022374.559321 + Penalty 131006.559701 = -2891367.999620 nChanged 12 Deleting Class 63 (7 points): Lose 44.231569 but Gain 1211.941236 Iteration 86Q (69.838144 sec): 134 clusters Score: Raw -3022372.982875 + Penalty 129796.521970 = -2892576.460905 nChanged 12 Deleting Class 154 (30 points): Lose 214.710361 but Gain 1382.428402 Iteration 87Q (70.055272 sec): 133 clusters Score: Raw -3022170.748826 + Penalty 128432.193857 = -2893738.554970 nChanged 38 Deleting Class 99 (12 points): Lose 56.863062 but Gain 1216.812778 Iteration 88Q (70.273612 sec): 132 clusters Score: Raw -3022189.967533 + Penalty 127210.936913 = -2894979.030620 nChanged 25 Deleting Class 133 (10 points): Lose 32.154031 but Gain 1186.307537 Iteration 89Q (70.490715 sec): 131 clusters Score: Raw -3022190.259002 + Penalty 126053.023103 = -2896137.235899 nChanged 31 Deleting Class 170 (9 points): Lose 38.004163 but Gain 1190.197606 Iteration 90F (72.857598 sec): 130 clusters Score: Raw -3022186.952633 + Penalty 124903.633099 = -2897283.319534 nChanged 22 Deleting Class 180 (11 points): Lose 74.288767 but Gain 1239.705178 Iteration 91Q (73.069868 sec): 129 clusters Score: Raw -3022141.538382 + Penalty 123735.411626 = -2898406.126756 nChanged 22 Deleting Class 55 (14 points): Lose 136.462582 but Gain 1287.129131 Iteration 92Q (73.283860 sec): 128 clusters Score: Raw -3022031.167879 + Penalty 122471.963610 = -2899559.204269 nChanged 25 Deleting Class 29 (30 points): Lose 151.922822 but Gain 1301.063636 Iteration 93Q (73.497051 sec): 127 clusters Score: Raw -3021909.948483 + Penalty 121210.428668 = -2900699.519815 nChanged 37 Deleting Class 192 (6 points): Lose 28.164739 but Gain 1173.206160 Iteration 94Q (73.711235 sec): 126 clusters Score: Raw -3021932.395143 + Penalty 120046.145446 = -2901886.249698 nChanged 16 Deleting Class 87 (4 points): Lose 47.230210 but Gain 1188.397721 Iteration 95Q (73.921221 sec): 125 clusters Score: Raw -3021902.834825 + Penalty 118872.718426 = -2903030.116399 nChanged 13 Deleting Class 102 (11 points): Lose 47.153163 but Gain 1175.860020 Iteration 96Q (74.137745 sec): 124 clusters Score: Raw -3021876.181447 + Penalty 117697.199763 = -2904178.981684 nChanged 16 Deleting Class 26 (7 points): Lose 49.710313 but Gain 1173.846383 Iteration 97Q (74.353127 sec): 123 clusters Score: Raw -3021846.314131 + Penalty 116535.403725 = -2905310.910406 nChanged 11 Deleting Class 228 (2 points): Lose 15.940019 but Gain 1131.110489 Iteration 98Q (74.567395 sec): 122 clusters Score: Raw -3021850.407145 + Penalty 115397.699434 = -2906452.707711 nChanged 8 Deleting Class 113 (13 points): Lose 85.573982 but Gain 1198.832923 Iteration 99Q (74.781638 sec): 121 clusters Score: Raw -3021778.125711 + Penalty 114251.584779 = -2907526.540932 nChanged 15 Deleting Class 144 (5 points): Lose 36.019441 but Gain 1148.532606 Iteration 100F (76.921213 sec): 120 clusters Score: Raw -3021769.712453 + Penalty 113108.142101 = -2908661.570352 nChanged 10 Deleting Class 226 (3 points): Lose 37.132707 but Gain 1149.489886 Iteration 101Q (77.125742 sec): 119 clusters Score: Raw -3021740.782163 + Penalty 111972.981897 = -2909767.800266 nChanged 7 Deleting Class 203 (5 points): Lose 15.304656 but Gain 1125.386744 Iteration 102Q (77.329118 sec): 118 clusters Score: Raw -3021734.706736 + Penalty 110847.560838 = -2910887.145898 nChanged 6 Deleting Class 125 (5 points): Lose 23.605252 but Gain 1133.590798 Iteration 103Q (77.532704 sec): 117 clusters Score: Raw -3021717.474337 + Penalty 109714.518950 = -2912002.955387 nChanged 8 Deleting Class 76 (23 points): Lose 105.240325 but Gain 1214.548988 Iteration 104Q (77.734976 sec): 116 clusters Score: Raw -3021619.563405 + Penalty 108518.177302 = -2913101.386102 nChanged 24 Deleting Class 174 (6 points): Lose 25.717115 but Gain 1132.187370 Iteration 105Q (77.938774 sec): 115 clusters Score: Raw -3021627.432137 + Penalty 107391.477846 = -2914235.954292 nChanged 12 Deleting Class 189 (3 points): Lose 3.676320 but Gain 1110.088176 Iteration 106Q (78.141228 sec): 114 clusters Score: Raw -3021635.350160 + Penalty 106284.339969 = -2915351.010191 nChanged 7 Deleting Class 138 (11 points): Lose 34.811344 but Gain 1136.237146 Iteration 107Q (78.340526 sec): 113 clusters Score: Raw -3021605.018319 + Penalty 105156.783521 = -2916448.234798 nChanged 13 Deleting Class 27 (57 points): Lose 211.105810 but Gain 1305.352395 Iteration 108Q (78.540575 sec): 112 clusters Score: Raw -3021408.690081 + Penalty 104050.580179 = -2917358.109902 nChanged 61 Deleting Class 70 (5 points): Lose 35.558191 but Gain 1121.453460 Iteration 109Q (78.743249 sec): 111 clusters Score: Raw -3021481.324355 + Penalty 102919.792256 = -2918561.532099 nChanged 20 Deleting Class 97 (4 points): Lose 25.919712 but Gain 1111.543739 Iteration 110F (80.710322 sec): 110 clusters Score: Raw -3021473.411210 + Penalty 101852.367478 = -2919621.043732 nChanged 10 Deleting Class 172 (7 points): Lose 54.629416 but Gain 1133.465500 Iteration 111Q (80.908584 sec): 109 clusters Score: Raw -3021443.158676 + Penalty 100718.771626 = -2920724.387051 nChanged 12 Deleting Class 131 (7 points): Lose 15.030616 but Gain 1092.925437 Iteration 112Q (81.106135 sec): 108 clusters Score: Raw -3021438.468570 + Penalty 99631.310929 = -2921807.157641 nChanged 10 Deleting Class 91 (5 points): Lose 30.643815 but Gain 1107.956091 Iteration 113Q (81.301315 sec): 107 clusters Score: Raw -3021418.686321 + Penalty 98535.100862 = -2922883.585458 nChanged 6 Deleting Class 176 (3 points): Lose 44.451709 but Gain 1111.661958 Iteration 114Q (81.497540 sec): 106 clusters Score: Raw -3021387.221365 + Penalty 97433.535157 = -2923953.686208 nChanged 5 Deleting Class 42 (22 points): Lose 68.140192 but Gain 1132.947710 Iteration 115Q (81.690338 sec): 105 clusters Score: Raw -3021330.232795 + Penalty 96308.255471 = -2925021.977323 nChanged 28 Deleting Class 60 (172 points): Lose 564.862306 but Gain 1627.746664 Iteration 116Q (81.883581 sec): 104 clusters Score: Raw -3020794.161596 + Penalty 94754.362146 = -2926039.799449 nChanged 176 Deleting Class 197 (3 points): Lose 21.772477 but Gain 1082.518332 Iteration 117Q (82.084364 sec): 103 clusters Score: Raw -3021066.498770 + Penalty 93660.145590 = -2927406.353180 nChanged 35 Deleting Class 173 (11 points): Lose 37.005729 but Gain 1096.875666 Iteration 118Q (82.278018 sec): 102 clusters Score: Raw -3021064.731030 + Penalty 92571.356307 = -2928493.374722 nChanged 27 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3021064.731030 + Penalty 92571.356307 = -2928493.374722Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.413658 sec): 2 clusters Score: Raw -222706.767660 + Penalty 150.436984 = -222556.330676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.418963 sec): 3 clusters Score: Raw -220973.097945 + Penalty 301.071283 = -220672.026661 nChanged 1241 SP:Iteration 1F (82.423990 sec): 3 clusters Score: Raw -221913.697566 + Penalty 303.090607 = -221610.606959 nChanged 286 SP:Iteration 2F (82.429195 sec): 3 clusters Score: Raw -222128.838435 + Penalty 306.444418 = -221822.394017 nChanged 206 SP:Iteration 3F (82.434031 sec): 3 clusters Score: Raw -222281.123044 + Penalty 310.568878 = -221970.554166 nChanged 145 SP:Iteration 4F (82.439005 sec): 3 clusters Score: Raw -222372.820415 + Penalty 315.471534 = -222057.348881 nChanged 133 SP:Iteration 5Q (82.443966 sec): 3 clusters Score: Raw -222462.689822 + Penalty 317.077408 = -222145.612414 nChanged 98 SP:Iteration 6Q (82.448508 sec): 3 clusters Score: Raw -222520.521903 + Penalty 319.299057 = -222201.222846 nChanged 82 SP:Iteration 7Q (82.453125 sec): 3 clusters Score: Raw -222567.749844 + Penalty 319.634883 = -222248.114961 nChanged 68 SP:Iteration 8Q (82.457567 sec): 3 clusters Score: Raw -222604.588804 + Penalty 320.489669 = -222284.099135 nChanged 59 SP:Iteration 9Q (82.462023 sec): 3 clusters Score: Raw -222631.045630 + Penalty 323.077943 = -222307.967686 nChanged 53 SP:Iteration 10F (82.466907 sec): 3 clusters Score: Raw -222652.472075 + Penalty 324.677774 = -222327.794301 nChanged 47 SP:Iteration 11Q (82.471383 sec): 3 clusters Score: Raw -222670.351160 + Penalty 325.385948 = -222344.965212 nChanged 39 SP:Iteration 12Q (82.476048 sec): 3 clusters Score: Raw -222684.348708 + Penalty 324.917549 = -222359.431158 nChanged 29 SP:Iteration 13Q (82.480349 sec): 3 clusters Score: Raw -222693.440916 + Penalty 326.794891 = -222366.646025 nChanged 24 SP:Iteration 14Q (82.484619 sec): 3 clusters Score: Raw -222707.147953 + Penalty 325.728805 = -222381.419148 nChanged 17 SP:Iteration 15Q (82.489146 sec): 3 clusters Score: Raw -222713.004555 + Penalty 324.400360 = -222388.604194 nChanged 13 SP:Iteration 16Q (82.493731 sec): 3 clusters Score: Raw -222718.277238 + Penalty 325.200869 = -222393.076369 nChanged 15 SP:Iteration 17Q (82.497947 sec): 3 clusters Score: Raw -222723.102703 + Penalty 323.656145 = -222399.446558 nChanged 11 SP:Iteration 18Q (82.502160 sec): 3 clusters Score: Raw -222725.967358 + Penalty 324.134339 = -222401.833019 nChanged 7 SP:Iteration 19Q (82.506530 sec): 3 clusters Score: Raw -222727.315264 + Penalty 324.221884 = -222403.093379 nChanged 3 SP:Iteration 20F (82.511565 sec): 3 clusters Score: Raw -222727.879303 + Penalty 324.566892 = -222403.312411 nChanged 3 SP:Iteration 21Q (82.515838 sec): 3 clusters Score: Raw -222728.240025 + Penalty 324.746606 = -222403.493419 nChanged 2 SP:Iteration 22Q (82.520221 sec): 3 clusters Score: Raw -222728.417104 + Penalty 325.002783 = -222403.414321 nChanged 2 SP:Iteration 23F (82.525174 sec): 3 clusters Score: Raw -222728.637616 + Penalty 325.050742 = -222403.586874 nChanged 3 SP:Iteration 24Q (82.529659 sec): 3 clusters Score: Raw -222729.156120 + Penalty 325.405609 = -222403.750511 nChanged 2 SP:Iteration 25Q (82.533896 sec): 3 clusters Score: Raw -222729.483708 + Penalty 325.405609 = -222404.078100 nChanged 0 SP:Iteration 26F (82.538820 sec): 3 clusters Score: Raw -222729.483708 + Penalty 325.405609 = -222404.078100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.540280 sec): 2 clusters Score: Raw -17664.061084 + Penalty 145.031971 = -17519.029113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.540869 sec): 3 clusters Score: Raw -17513.743344 + Penalty 291.830045 = -17221.913298 nChanged 73 SP:Iteration 1F (82.541446 sec): 3 clusters Score: Raw -17575.935820 + Penalty 295.248788 = -17280.687032 nChanged 20 SP:Iteration 2F (82.542022 sec): 3 clusters Score: Raw -17586.139671 + Penalty 301.051783 = -17285.087887 nChanged 12 SP:Iteration 3F (82.542598 sec): 3 clusters Score: Raw -17589.904738 + Penalty 314.485099 = -17275.419639 nChanged 19 SP:Iteration 4F (82.543154 sec): 3 clusters Score: Raw -17610.029765 + Penalty 598.040617 = -17011.989148 nChanged 34 SP:Iteration 5F (82.543770 sec): 3 clusters Score: Raw -17657.349770 + Penalty 145.031971 = -17512.317799 nChanged 4 SP:Iteration 6Q (82.544236 sec): 2 clusters Score: Raw -17664.061084 + Penalty 145.031971 = -17519.029113 nChanged 0 SP:Iteration 7F (82.544698 sec): 2 clusters Score: Raw -17664.061084 + Penalty 145.031971 = -17519.029113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.546068 sec): 2 clusters Score: Raw -12077.550742 + Penalty 310.578749 = -11766.971993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.546557 sec): 3 clusters Score: Raw -12031.248059 + Penalty 621.359205 = -11409.888854 nChanged 34 SP:Iteration 1F (82.547026 sec): 3 clusters Score: Raw -12077.810179 + Penalty 621.729240 = -11456.080938 nChanged 9 SP:Iteration 2F (82.547496 sec): 3 clusters Score: Raw -12087.931863 + Penalty 621.340572 = -11466.591291 nChanged 3 SP:Iteration 3Q (82.547961 sec): 3 clusters Score: Raw -12093.679572 + Penalty 620.663752 = -11473.015819 nChanged 4 SP:Iteration 4Q (82.548423 sec): 3 clusters Score: Raw -12103.795914 + Penalty 619.735537 = -11484.060376 nChanged 3 SP:Iteration 5Q (82.548885 sec): 3 clusters Score: Raw -12110.628092 + Penalty 619.387327 = -11491.240765 nChanged 2 SP:Iteration 6Q (82.549345 sec): 3 clusters Score: Raw -12114.535871 + Penalty 619.051808 = -11495.484063 nChanged 2 SP:Iteration 7Q (82.549806 sec): 3 clusters Score: Raw -12115.411408 + Penalty 619.051808 = -11496.359600 nChanged 0 SP:Iteration 8F (82.550294 sec): 3 clusters Score: Raw -12115.411408 + Penalty 619.051808 = -11496.359600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.556804 sec): 2 clusters Score: Raw -139901.825120 + Penalty 373.120936 = -139528.704185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.560197 sec): 3 clusters Score: Raw -138940.348055 + Penalty 743.605433 = -138196.742622 nChanged 680 SP:Iteration 1F (82.563558 sec): 3 clusters Score: Raw -139364.851284 + Penalty 743.007859 = -138621.843425 nChanged 146 SP:Iteration 2F (82.566685 sec): 3 clusters Score: Raw -139469.878730 + Penalty 746.316139 = -138723.562591 nChanged 123 SP:Iteration 3F (82.569718 sec): 3 clusters Score: Raw -139582.375809 + Penalty 753.978401 = -138828.397407 nChanged 117 SP:Iteration 4F (82.572926 sec): 3 clusters Score: Raw -139687.493963 + Penalty 763.807028 = -138923.686935 nChanged 87 SP:Iteration 5F (82.576188 sec): 3 clusters Score: Raw -139746.486883 + Penalty 771.678878 = -138974.808004 nChanged 50 SP:Iteration 6Q (82.579205 sec): 3 clusters Score: Raw -139772.415899 + Penalty 776.201995 = -138996.213904 nChanged 29 SP:Iteration 7Q (82.582350 sec): 3 clusters Score: Raw -139784.142064 + Penalty 781.637289 = -139002.504776 nChanged 23 SP:Iteration 8Q (82.585582 sec): 3 clusters Score: Raw -139791.581050 + Penalty 786.208294 = -139005.372756 nChanged 18 SP:Iteration 9Q (82.588654 sec): 3 clusters Score: Raw -139798.588273 + Penalty 792.462726 = -139006.125548 nChanged 24 SP:Iteration 10F (82.591807 sec): 3 clusters Score: Raw -139811.623579 + Penalty 798.764848 = -139012.858730 nChanged 28 SP:Iteration 11Q (82.594758 sec): 3 clusters Score: Raw -139826.553800 + Penalty 804.241964 = -139022.311836 nChanged 26 SP:Iteration 12Q (82.597731 sec): 3 clusters Score: Raw -139836.000887 + Penalty 807.045861 = -139028.955026 nChanged 19 SP:Iteration 13Q (82.600632 sec): 3 clusters Score: Raw -139840.910322 + Penalty 810.254151 = -139030.656171 nChanged 12 SP:Iteration 14Q (82.603506 sec): 3 clusters Score: Raw -139844.395021 + Penalty 812.960402 = -139031.434619 nChanged 14 SP:Iteration 15Q (82.606523 sec): 3 clusters Score: Raw -139849.041500 + Penalty 815.711499 = -139033.330001 nChanged 14 SP:Iteration 16Q (82.609680 sec): 3 clusters Score: Raw -139852.326485 + Penalty 819.214276 = -139033.112209 nChanged 13 SP:Iteration 17F (82.612748 sec): 3 clusters Score: Raw -139855.541635 + Penalty 822.011511 = -139033.530124 nChanged 13 SP:Iteration 18Q (82.615687 sec): 3 clusters Score: Raw -139858.783675 + Penalty 826.241739 = -139032.541937 nChanged 15 SP:Iteration 19F (82.618715 sec): 3 clusters Score: Raw -139862.473552 + Penalty 829.672920 = -139032.800632 nChanged 11 SP:Iteration 20F (82.621904 sec): 3 clusters Score: Raw -139864.897233 + Penalty 832.376168 = -139032.521065 nChanged 11 SP:Iteration 21F (82.624966 sec): 3 clusters Score: Raw -139868.235530 + Penalty 835.533870 = -139032.701659 nChanged 15 SP:Iteration 22Q (82.627857 sec): 3 clusters Score: Raw -139872.095533 + Penalty 838.293242 = -139033.802291 nChanged 14 SP:Iteration 23Q (82.630864 sec): 3 clusters Score: Raw -139875.760850 + Penalty 839.710967 = -139036.049883 nChanged 12 SP:Iteration 24Q (82.633789 sec): 3 clusters Score: Raw -139879.642045 + Penalty 841.825869 = -139037.816176 nChanged 12 SP:Iteration 25Q (82.636637 sec): 3 clusters Score: Raw -139884.766417 + Penalty 848.232871 = -139036.533547 nChanged 16 SP:Iteration 26F (82.639817 sec): 3 clusters Score: Raw -139888.726473 + Penalty 851.199141 = -139037.527332 nChanged 7 SP:Iteration 27Q (82.642892 sec): 3 clusters Score: Raw -139890.195096 + Penalty 855.015671 = -139035.179425 nChanged 8 SP:Iteration 28F (82.646000 sec): 3 clusters Score: Raw -139892.325395 + Penalty 857.798406 = -139034.526989 nChanged 6 SP:Iteration 29F (82.649003 sec): 3 clusters Score: Raw -139893.072898 + Penalty 858.978308 = -139034.094590 nChanged 4 SP:Iteration 30F (82.652012 sec): 3 clusters Score: Raw -139893.639405 + Penalty 858.957428 = -139034.681978 nChanged 2 SP:Iteration 31Q (82.654824 sec): 3 clusters Score: Raw -139893.740566 + Penalty 860.450712 = -139033.289855 nChanged 6 SP:Iteration 32F (82.657829 sec): 3 clusters Score: Raw -139895.521497 + Penalty 861.902558 = -139033.618939 nChanged 6 SP:Iteration 33Q (82.660619 sec): 3 clusters Score: Raw -139896.615970 + Penalty 866.320342 = -139030.295628 nChanged 8 SP:Iteration 34F (82.663631 sec): 3 clusters Score: Raw -139898.901090 + Penalty 870.104540 = -139028.796550 nChanged 6 SP:Iteration 35F (82.666622 sec): 3 clusters Score: Raw -139900.031038 + Penalty 871.521429 = -139028.509610 nChanged 6 SP:Iteration 36F (82.669613 sec): 3 clusters Score: Raw -139900.716133 + Penalty 872.768811 = -139027.947322 nChanged 3 SP:Iteration 37F (82.672761 sec): 3 clusters Score: Raw -139900.984690 + Penalty 874.406913 = -139026.577777 nChanged 2 SP:Iteration 38F (82.676048 sec): 3 clusters Score: Raw -139901.057709 + Penalty 874.833433 = -139026.224276 nChanged 3 SP:Iteration 39F (82.679067 sec): 3 clusters Score: Raw -139901.984452 + Penalty 877.607342 = -139024.377110 nChanged 6 SP:Iteration 40F (82.682059 sec): 3 clusters Score: Raw -139904.338215 + Penalty 880.815637 = -139023.522579 nChanged 11 SP:Iteration 41F (82.685053 sec): 3 clusters Score: Raw -139908.264845 + Penalty 887.595688 = -139020.669157 nChanged 14 SP:Iteration 42F (82.688073 sec): 3 clusters Score: Raw -139912.889137 + Penalty 890.515335 = -139022.373802 nChanged 8 SP:Iteration 43Q (82.690860 sec): 3 clusters Score: Raw -139915.092037 + Penalty 894.499308 = -139020.592729 nChanged 10 SP:Iteration 44F (82.693852 sec): 3 clusters Score: Raw -139918.597534 + Penalty 899.027748 = -139019.569785 nChanged 10 SP:Iteration 45F (82.696843 sec): 3 clusters Score: Raw -139923.452944 + Penalty 901.342565 = -139022.110379 nChanged 8 SP:Iteration 46Q (82.699588 sec): 3 clusters Score: Raw -139925.413129 + Penalty 901.387917 = -139024.025212 nChanged 5 SP:Iteration 47Q (82.702313 sec): 3 clusters Score: Raw -139927.168950 + Penalty 899.695991 = -139027.472958 nChanged 5 SP:Iteration 48Q (82.705023 sec): 3 clusters Score: Raw -139930.040515 + Penalty 900.147954 = -139029.892561 nChanged 6 SP:Iteration 49Q (82.707938 sec): 3 clusters Score: Raw -139931.994150 + Penalty 901.040665 = -139030.953485 nChanged 5 SP:Iteration 50F (82.711148 sec): 3 clusters Score: Raw -139934.737815 + Penalty 900.857064 = -139033.880751 nChanged 4 SP:Iteration 51Q (82.713853 sec): 3 clusters Score: Raw -139937.305636 + Penalty 897.905738 = -139039.399899 nChanged 7 SP:Iteration 52Q (82.716589 sec): 3 clusters Score: Raw -139940.483501 + Penalty 897.468026 = -139043.015474 nChanged 3 SP:Iteration 53Q (82.719291 sec): 3 clusters Score: Raw -139944.240875 + Penalty 897.730598 = -139046.510276 nChanged 3 SP:Iteration 54Q (82.722110 sec): 3 clusters Score: Raw -139945.174819 + Penalty 898.187948 = -139046.986871 nChanged 2 SP:Iteration 55Q (82.724907 sec): 3 clusters Score: Raw -139945.348895 + Penalty 897.814827 = -139047.534067 nChanged 1 SP:Iteration 56Q (82.727675 sec): 3 clusters Score: Raw -139945.287977 + Penalty 898.436488 = -139046.851489 nChanged 1 SP:Iteration 57F (82.730798 sec): 3 clusters Score: Raw -139945.266767 + Penalty 899.311221 = -139045.955546 nChanged 1 SP:Iteration 58F (82.733922 sec): 3 clusters Score: Raw -139945.272353 + Penalty 899.311221 = -139045.961133 nChanged 0 Memory request: 0.09 GB would take us to total of 0.44 GB. Trying to split cluster 5 (20419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.829179 sec): 2 clusters Score: Raw -1621421.416567 + Penalty 289.926213 = -1621131.490354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.868142 sec): 3 clusters Score: Raw -1607617.087725 + Penalty 612.248855 = -1607004.838870 nChanged 9816 SP:Iteration 1F (82.906222 sec): 3 clusters Score: Raw -1617296.063362 + Penalty 781.104961 = -1616514.958401 nChanged 3004 SP:Iteration 2F (82.944505 sec): 3 clusters Score: Raw -1620850.440799 + Penalty 847.984751 = -1620002.456048 nChanged 476 SP:Iteration 3Q (82.983602 sec): 3 clusters Score: Raw -1621343.946354 + Penalty 934.671683 = -1620409.274671 nChanged 76 SP:Iteration 4Q (83.014263 sec): 3 clusters Score: Raw -1621418.404274 + Penalty 1059.835125 = -1620358.569149 nChanged 18 SP:Iteration 5F (83.052295 sec): 3 clusters Score: Raw -1621444.187581 + Penalty 1186.144441 = -1620258.043140 nChanged 6 SP:Iteration 6F (83.089999 sec): 3 clusters Score: Raw -1621460.656503 + Penalty 1216.207784 = -1620244.448719 nChanged 1 SP:Iteration 7F (83.128529 sec): 3 clusters Score: Raw -1621468.857459 + Penalty 1252.686208 = -1620216.171251 nChanged 2 SP:Iteration 8F (83.166500 sec): 3 clusters Score: Raw -1621475.971346 + Penalty 1285.743102 = -1620190.228244 nChanged 1 SP:Iteration 9F (83.203903 sec): 3 clusters Score: Raw -1621478.028645 + Penalty 1371.030871 = -1620106.997774 nChanged 2 SP:Iteration 10F (83.241841 sec): 3 clusters Score: Raw -1621487.948511 + Penalty 1418.548230 = -1620069.400282 nChanged 3 SP:Iteration 11F (83.279570 sec): 3 clusters Score: Raw -1621493.743723 + Penalty 1418.548230 = -1620075.195494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.294960 sec): 2 clusters Score: Raw -62523.691785 + Penalty 534.284526 = -61989.407260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.296498 sec): 3 clusters Score: Raw -62120.034329 + Penalty 1073.998883 = -61046.035446 nChanged 237 SP:Iteration 1F (83.297984 sec): 3 clusters Score: Raw -62254.233103 + Penalty 1079.881887 = -61174.351217 nChanged 83 SP:Iteration 2F (83.299455 sec): 3 clusters Score: Raw -62325.813583 + Penalty 1094.515446 = -61231.298137 nChanged 68 SP:Iteration 3F (83.300918 sec): 3 clusters Score: Raw -62396.845879 + Penalty 1125.507118 = -61271.338762 nChanged 54 SP:Iteration 4F (83.302432 sec): 3 clusters Score: Raw -62456.585846 + Penalty 1140.184884 = -61316.400962 nChanged 37 SP:Iteration 5F (83.303922 sec): 3 clusters Score: Raw -62497.305105 + Penalty 1154.790065 = -61342.515041 nChanged 17 SP:Iteration 6Q (83.305425 sec): 3 clusters Score: Raw -62518.217101 + Penalty 1180.792236 = -61337.424866 nChanged 16 SP:Iteration 7F (83.307001 sec): 3 clusters Score: Raw -62538.958865 + Penalty 1198.812135 = -61340.146730 nChanged 5 SP:Iteration 8Q (83.308504 sec): 3 clusters Score: Raw -62542.799356 + Penalty 1204.748085 = -61338.051270 nChanged 2 SP:Iteration 9F (83.310073 sec): 3 clusters Score: Raw -62543.979053 + Penalty 1203.199609 = -61340.779444 nChanged 1 SP:Iteration 10F (83.311564 sec): 3 clusters Score: Raw -62545.300572 + Penalty 1208.943274 = -61336.357297 nChanged 2 SP:Iteration 11F (83.313087 sec): 3 clusters Score: Raw -62547.240843 + Penalty 1213.455964 = -61333.784879 nChanged 1 SP:Iteration 12F (83.314588 sec): 3 clusters Score: Raw -62547.782123 + Penalty 1230.767760 = -61317.014363 nChanged 3 SP:Iteration 13F (83.316080 sec): 3 clusters Score: Raw -62553.580407 + Penalty 1244.192315 = -61309.388092 nChanged 2 SP:Iteration 14F (83.317551 sec): 3 clusters Score: Raw -62555.418124 + Penalty 1256.549641 = -61298.868484 nChanged 2 SP:Iteration 15F (83.319016 sec): 3 clusters Score: Raw -62557.245272 + Penalty 1260.159986 = -61297.085286 nChanged 1 SP:Iteration 16F (83.320525 sec): 3 clusters Score: Raw -62558.250802 + Penalty 1259.965125 = -61298.285677 nChanged 1 SP:Iteration 17Q (83.321864 sec): 3 clusters Score: Raw -62560.158156 + Penalty 1259.965125 = -61300.193031 nChanged 0 SP:Iteration 18F (83.323391 sec): 3 clusters Score: Raw -62560.158156 + Penalty 1259.965125 = -61300.193031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.325980 sec): 2 clusters Score: Raw -48900.658618 + Penalty 990.427852 = -47910.230766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.327262 sec): 3 clusters Score: Raw -48765.396177 + Penalty 1978.200413 = -46787.195764 nChanged 153 SP:Iteration 1F (83.328521 sec): 3 clusters Score: Raw -48977.707591 + Penalty 1976.297882 = -47001.409709 nChanged 52 SP:Iteration 2F (83.329778 sec): 3 clusters Score: Raw -49058.116455 + Penalty 1975.426747 = -47082.689708 nChanged 25 SP:Iteration 3Q (83.331002 sec): 3 clusters Score: Raw -49096.790556 + Penalty 1975.384222 = -47121.406334 nChanged 12 SP:Iteration 4Q (83.332242 sec): 3 clusters Score: Raw -49119.165291 + Penalty 1975.247138 = -47143.918153 nChanged 10 SP:Iteration 5Q (83.333472 sec): 3 clusters Score: Raw -49141.230169 + Penalty 1974.746691 = -47166.483478 nChanged 8 SP:Iteration 6Q (83.334694 sec): 3 clusters Score: Raw -49153.592101 + Penalty 1974.383952 = -47179.208149 nChanged 2 SP:Iteration 7Q (83.335908 sec): 3 clusters Score: Raw -49156.042526 + Penalty 1974.331191 = -47181.711335 nChanged 1 SP:Iteration 8Q (83.337115 sec): 3 clusters Score: Raw -49156.632250 + Penalty 1974.144462 = -47182.487788 nChanged 1 SP:Iteration 9Q (83.338321 sec): 3 clusters Score: Raw -49157.603032 + Penalty 1974.144462 = -47183.458569 nChanged 0 SP:Iteration 10F (83.339577 sec): 3 clusters Score: Raw -49157.603032 + Penalty 1974.144462 = -47183.458569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.340790 sec): 2 clusters Score: Raw -6012.788296 + Penalty 301.733997 = -5711.054300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.341137 sec): 3 clusters Score: Raw -6003.741011 + Penalty 613.396637 = -5390.344374 nChanged 10 SP:Iteration 1F (83.341475 sec): 3 clusters Score: Raw -6019.100763 + Penalty 617.516616 = -5401.584148 nChanged 2 SP:Iteration 2Q (83.341815 sec): 3 clusters Score: Raw -6021.828407 + Penalty 620.731304 = -5401.097104 nChanged 1 SP:Iteration 3F (83.342153 sec): 3 clusters Score: Raw -6023.161472 + Penalty 626.843641 = -5396.317830 nChanged 1 SP:Iteration 4F (83.342490 sec): 3 clusters Score: Raw -6027.274961 + Penalty 632.192775 = -5395.082186 nChanged 1 SP:Iteration 5F (83.342827 sec): 3 clusters Score: Raw -6029.865630 + Penalty 631.473830 = -5398.391800 nChanged 1 SP:Iteration 6Q (83.343156 sec): 3 clusters Score: Raw -6036.740510 + Penalty 631.473830 = -5405.266680 nChanged 0 SP:Iteration 7F (83.343492 sec): 3 clusters Score: Raw -6036.740510 + Penalty 631.473830 = -5405.266680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.344428 sec): 2 clusters Score: Raw -2971.317018 + Penalty 271.422212 = -2699.894806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.344768 sec): 3 clusters Score: Raw -3170.334552 + Penalty 538.688614 = -2631.645939 nChanged 6 SP:Iteration 1F (83.345073 sec): 3 clusters Score: Raw -3232.811081 + Penalty 544.739691 = -2688.071390 nChanged 4 SP:Iteration 2F (83.345383 sec): 3 clusters Score: Raw -3269.163403 + Penalty 563.052859 = -2706.110544 nChanged 3 SP:Iteration 3F (83.345686 sec): 3 clusters Score: Raw -3297.229660 + Penalty 572.183122 = -2725.046537 nChanged 1 SP:Iteration 4Q (83.345969 sec): 3 clusters Score: Raw -3310.368197 + Penalty 572.183122 = -2738.185075 nChanged 0 SP:Iteration 5F (83.346275 sec): 3 clusters Score: Raw -3310.368197 + Penalty 572.183122 = -2738.185075 nChanged 0 Score: Raw -3042797.750376 + Penalty 93362.989504 = -2949434.760872 Splitting cluster 9 changes total score from -2928493.374722 to -2949434.760872 So it's getting split into cluster 14. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.150805 sec): 2 clusters Score: Raw -76224.539513 + Penalty 610.919907 = -75613.619606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.152577 sec): 3 clusters Score: Raw -75791.887728 + Penalty 1225.875734 = -74566.011995 nChanged 308 SP:Iteration 1F (85.154321 sec): 3 clusters Score: Raw -75996.170815 + Penalty 1229.848694 = -74766.322121 nChanged 85 SP:Iteration 2F (85.156057 sec): 3 clusters Score: Raw -76068.323027 + Penalty 1236.080017 = -74832.243009 nChanged 59 SP:Iteration 3F (85.157806 sec): 3 clusters Score: Raw -76101.210669 + Penalty 1241.754916 = -74859.455752 nChanged 33 SP:Iteration 4Q (85.159559 sec): 3 clusters Score: Raw -76124.373948 + Penalty 1247.506832 = -74876.867116 nChanged 32 SP:Iteration 5Q (85.161286 sec): 3 clusters Score: Raw -76148.391053 + Penalty 1253.052559 = -74895.338495 nChanged 26 SP:Iteration 6Q (85.163026 sec): 3 clusters Score: Raw -76163.365605 + Penalty 1255.832223 = -74907.533382 nChanged 19 SP:Iteration 7Q (85.164744 sec): 3 clusters Score: Raw -76179.612562 + Penalty 1255.875099 = -74923.737463 nChanged 20 SP:Iteration 8Q (85.166453 sec): 3 clusters Score: Raw -76193.154498 + Penalty 1261.145095 = -74932.009402 nChanged 16 SP:Iteration 9Q (85.168161 sec): 3 clusters Score: Raw -76202.017893 + Penalty 1263.371715 = -74938.646177 nChanged 12 SP:Iteration 10F (85.170017 sec): 3 clusters Score: Raw -76212.802045 + Penalty 1265.131841 = -74947.670204 nChanged 12 SP:Iteration 11Q (85.171726 sec): 3 clusters Score: Raw -76225.353385 + Penalty 1267.380878 = -74957.972507 nChanged 16 SP:Iteration 12Q (85.173413 sec): 3 clusters Score: Raw -76238.270452 + Penalty 1268.212733 = -74970.057718 nChanged 12 SP:Iteration 13Q (85.175173 sec): 3 clusters Score: Raw -76249.044740 + Penalty 1270.809684 = -74978.235056 nChanged 10 SP:Iteration 14Q (85.176819 sec): 3 clusters Score: Raw -76256.280892 + Penalty 1274.282256 = -74981.998636 nChanged 7 SP:Iteration 15Q (85.178435 sec): 3 clusters Score: Raw -76261.301165 + Penalty 1275.898231 = -74985.402934 nChanged 3 SP:Iteration 16Q (85.180027 sec): 3 clusters Score: Raw -76263.231986 + Penalty 1277.018089 = -74986.213897 nChanged 1 SP:Iteration 17Q (85.181650 sec): 3 clusters Score: Raw -76264.423269 + Penalty 1279.002685 = -74985.420584 nChanged 3 SP:Iteration 18F (85.183407 sec): 3 clusters Score: Raw -76268.700793 + Penalty 1284.075716 = -74984.625077 nChanged 6 SP:Iteration 19F (85.185151 sec): 3 clusters Score: Raw -76275.012601 + Penalty 1286.073359 = -74988.939242 nChanged 8 SP:Iteration 20F (85.186883 sec): 3 clusters Score: Raw -76282.716899 + Penalty 1285.832485 = -74996.884414 nChanged 1 SP:Iteration 21Q (85.188556 sec): 3 clusters Score: Raw -76284.090502 + Penalty 1286.135911 = -74997.954591 nChanged 1 SP:Iteration 22Q (85.190252 sec): 3 clusters Score: Raw -76285.236990 + Penalty 1285.222185 = -75000.014805 nChanged 1 SP:Iteration 23Q (85.191942 sec): 3 clusters Score: Raw -76285.346630 + Penalty 1285.222185 = -75000.124446 nChanged 0 SP:Iteration 24F (85.193799 sec): 3 clusters Score: Raw -76285.346630 + Penalty 1285.222185 = -75000.124446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.195345 sec): 2 clusters Score: Raw -5441.317209 + Penalty 149.537606 = -5291.779603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.195678 sec): 3 clusters Score: Raw -5430.683109 + Penalty 299.930768 = -5130.752341 nChanged 16 SP:Iteration 1F (85.196003 sec): 3 clusters Score: Raw -5466.831311 + Penalty 304.956335 = -5161.874976 nChanged 4 SP:Iteration 2F (85.196328 sec): 3 clusters Score: Raw -5472.476452 + Penalty 308.285749 = -5164.190703 nChanged 2 SP:Iteration 3Q (85.196646 sec): 3 clusters Score: Raw -5474.827245 + Penalty 308.285749 = -5166.541496 nChanged 0 SP:Iteration 4F (85.196970 sec): 3 clusters Score: Raw -5474.827245 + Penalty 308.285749 = -5166.541496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.198223 sec): 2 clusters Score: Raw -15118.906734 + Penalty 154.628347 = -14964.278387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.198752 sec): 3 clusters Score: Raw -14999.883855 + Penalty 304.862422 = -14695.021433 nChanged 70 SP:Iteration 1F (85.199269 sec): 3 clusters Score: Raw -15090.830945 + Penalty 154.628347 = -14936.202598 nChanged 21 SP:Iteration 2F (85.199691 sec): 2 clusters Score: Raw -15118.906734 + Penalty 154.628347 = -14964.278387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.202339 sec): 2 clusters Score: Raw -33890.886003 + Penalty 273.559041 = -33617.326962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.203253 sec): 3 clusters Score: Raw -33693.559088 + Penalty 549.401516 = -33144.157572 nChanged 143 SP:Iteration 1F (85.204152 sec): 3 clusters Score: Raw -33802.229523 + Penalty 570.277588 = -33231.951935 nChanged 40 SP:Iteration 2F (85.205051 sec): 3 clusters Score: Raw -33839.169065 + Penalty 605.944144 = -33233.224921 nChanged 31 SP:Iteration 3F (85.205944 sec): 3 clusters Score: Raw -33871.625376 + Penalty 622.809823 = -33248.815554 nChanged 18 SP:Iteration 4Q (85.206908 sec): 3 clusters Score: Raw -33892.839273 + Penalty 639.372927 = -33253.466346 nChanged 12 SP:Iteration 5Q (85.207832 sec): 3 clusters Score: Raw -33903.610966 + Penalty 647.916200 = -33255.694766 nChanged 4 SP:Iteration 6Q (85.208723 sec): 3 clusters Score: Raw -33906.259839 + Penalty 655.505983 = -33250.753856 nChanged 3 SP:Iteration 7F (85.209617 sec): 3 clusters Score: Raw -33908.283374 + Penalty 658.064788 = -33250.218586 nChanged 2 SP:Iteration 8F (85.210509 sec): 3 clusters Score: Raw -33909.653245 + Penalty 660.748821 = -33248.904424 nChanged 1 SP:Iteration 9F (85.211402 sec): 3 clusters Score: Raw -33909.960939 + Penalty 660.748821 = -33249.212118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.220185 sec): 2 clusters Score: Raw -46988.552826 + Penalty 836.904012 = -46151.648814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.221324 sec): 3 clusters Score: Raw -46830.601230 + Penalty 1674.266961 = -45156.334269 nChanged 135 SP:Iteration 1F (85.222444 sec): 3 clusters Score: Raw -46962.830657 + Penalty 1675.065299 = -45287.765358 nChanged 36 SP:Iteration 2F (85.223634 sec): 3 clusters Score: Raw -46999.917528 + Penalty 1675.807061 = -45324.110466 nChanged 14 SP:Iteration 3Q (85.224727 sec): 3 clusters Score: Raw -47012.645066 + Penalty 1678.195420 = -45334.449646 nChanged 16 SP:Iteration 4Q (85.225819 sec): 3 clusters Score: Raw -47030.640079 + Penalty 1679.817223 = -45350.822856 nChanged 11 SP:Iteration 5Q (85.226941 sec): 3 clusters Score: Raw -47044.501313 + Penalty 1681.396339 = -45363.104974 nChanged 10 SP:Iteration 6Q (85.228057 sec): 3 clusters Score: Raw -47055.458496 + Penalty 1682.087256 = -45373.371239 nChanged 5 SP:Iteration 7Q (85.229141 sec): 3 clusters Score: Raw -47060.123677 + Penalty 1682.274198 = -45377.849478 nChanged 5 SP:Iteration 8Q (85.230224 sec): 3 clusters Score: Raw -47064.561672 + Penalty 1682.824435 = -45381.737237 nChanged 3 SP:Iteration 9Q (85.231303 sec): 3 clusters Score: Raw -47068.545428 + Penalty 1682.996377 = -45385.549052 nChanged 3 SP:Iteration 10F (85.232414 sec): 3 clusters Score: Raw -47070.526580 + Penalty 1683.539140 = -45386.987440 nChanged 3 SP:Iteration 11Q (85.233498 sec): 3 clusters Score: Raw -47071.906869 + Penalty 1684.180149 = -45387.726720 nChanged 3 SP:Iteration 12Q (85.234576 sec): 3 clusters Score: Raw -47077.552651 + Penalty 1684.331943 = -45393.220708 nChanged 3 SP:Iteration 13Q (85.235652 sec): 3 clusters Score: Raw -47079.462282 + Penalty 1684.866292 = -45394.595990 nChanged 1 SP:Iteration 14Q (85.236728 sec): 3 clusters Score: Raw -47080.448902 + Penalty 1684.866292 = -45395.582610 nChanged 0 SP:Iteration 15F (85.237865 sec): 3 clusters Score: Raw -47080.448902 + Penalty 1684.866292 = -45395.582610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.238837 sec): 2 clusters Score: Raw -175.280757 + Penalty 62.286434 = -112.994323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.239042 sec): 2 clusters Score: Raw -175.280757 + Penalty 62.286434 = -112.994323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.240373 sec): 2 clusters Score: Raw -8720.068231 + Penalty 437.950965 = -8282.117266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.240794 sec): 3 clusters Score: Raw -8733.341018 + Penalty 883.854414 = -7849.486604 nChanged 13 SP:Iteration 1F (85.241207 sec): 3 clusters Score: Raw -8756.169822 + Penalty 897.923933 = -7858.245890 nChanged 7 SP:Iteration 2F (85.241618 sec): 3 clusters Score: Raw -8770.852575 + Penalty 896.485968 = -7874.366607 nChanged 3 SP:Iteration 3Q (85.242018 sec): 3 clusters Score: Raw -8776.831077 + Penalty 896.485968 = -7880.345108 nChanged 0 SP:Iteration 4F (85.242430 sec): 3 clusters Score: Raw -8776.831077 + Penalty 896.485968 = -7880.345108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.244296 sec): 2 clusters Score: Raw -20647.330601 + Penalty 294.652080 = -20352.678521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.244947 sec): 3 clusters Score: Raw -20537.820733 + Penalty 587.388051 = -19950.432682 nChanged 72 SP:Iteration 1F (85.245587 sec): 3 clusters Score: Raw -20594.057259 + Penalty 587.801812 = -20006.255447 nChanged 20 SP:Iteration 2F (85.246225 sec): 3 clusters Score: Raw -20614.817821 + Penalty 589.107085 = -20025.710736 nChanged 15 SP:Iteration 3F (85.246862 sec): 3 clusters Score: Raw -20628.713780 + Penalty 587.453446 = -20041.260334 nChanged 8 SP:Iteration 4Q (85.247495 sec): 3 clusters Score: Raw -20638.747384 + Penalty 585.317915 = -20053.429469 nChanged 5 SP:Iteration 5Q (85.248127 sec): 3 clusters Score: Raw -20646.620413 + Penalty 585.211778 = -20061.408635 nChanged 2 SP:Iteration 6Q (85.248750 sec): 3 clusters Score: Raw -20651.676237 + Penalty 584.398992 = -20067.277245 nChanged 3 SP:Iteration 7Q (85.249371 sec): 3 clusters Score: Raw -20657.155600 + Penalty 582.790344 = -20074.365255 nChanged 3 SP:Iteration 8Q (85.249987 sec): 3 clusters Score: Raw -20658.831351 + Penalty 583.196684 = -20075.634667 nChanged 1 SP:Iteration 9Q (85.250632 sec): 3 clusters Score: Raw -20659.087450 + Penalty 583.196684 = -20075.890766 nChanged 0 SP:Iteration 10F (85.251268 sec): 3 clusters Score: Raw -20659.087450 + Penalty 583.196684 = -20075.890766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.251876 sec): 2 clusters Score: Raw -3802.221742 + Penalty 385.238616 = -3416.983126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.252174 sec): 3 clusters Score: Raw -3839.817533 + Penalty 771.028992 = -3068.788541 nChanged 3 SP:Iteration 1F (85.252466 sec): 3 clusters Score: Raw -3849.378470 + Penalty 771.028992 = -3078.349477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.253334 sec): 2 clusters Score: Raw -13414.119434 + Penalty 156.406766 = -13257.712668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.253817 sec): 3 clusters Score: Raw -13331.493794 + Penalty 323.801336 = -13007.692459 nChanged 40 SP:Iteration 1F (85.254315 sec): 3 clusters Score: Raw -13374.805949 + Penalty 339.746639 = -13035.059309 nChanged 21 SP:Iteration 2F (85.254795 sec): 3 clusters Score: Raw -13394.123911 + Penalty 377.177941 = -13016.945970 nChanged 10 SP:Iteration 3F (85.255286 sec): 3 clusters Score: Raw -13400.551063 + Penalty 439.999053 = -12960.552010 nChanged 5 SP:Iteration 4F (85.255767 sec): 3 clusters Score: Raw -13404.267859 + Penalty 511.648683 = -12892.619176 nChanged 4 SP:Iteration 5F (85.256244 sec): 3 clusters Score: Raw -13409.960231 + Penalty 156.406766 = -13253.553465 nChanged 2 SP:Iteration 6Q (85.256636 sec): 2 clusters Score: Raw -13414.119434 + Penalty 156.406766 = -13257.712668 nChanged 0 SP:Iteration 7F (85.257028 sec): 2 clusters Score: Raw -13414.119434 + Penalty 156.406766 = -13257.712668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.257812 sec): 2 clusters Score: Raw -11037.757361 + Penalty 36.633350 = -11001.124011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.258281 sec): 3 clusters Score: Raw -10942.300153 + Penalty 69.404110 = -10872.896043 nChanged 52 SP:Iteration 1F (85.258713 sec): 3 clusters Score: Raw -10990.670831 + Penalty 67.548226 = -10923.122606 nChanged 14 SP:Iteration 2F (85.259147 sec): 3 clusters Score: Raw -10999.239203 + Penalty 67.694326 = -10931.544877 nChanged 12 SP:Iteration 3F (85.259580 sec): 3 clusters Score: Raw -11007.752905 + Penalty 78.516874 = -10929.236032 nChanged 15 SP:Iteration 4F (85.260009 sec): 3 clusters Score: Raw -11032.042923 + Penalty 36.633350 = -10995.409573 nChanged 4 SP:Iteration 5Q (85.260376 sec): 2 clusters Score: Raw -11037.757361 + Penalty 36.633350 = -11001.124011 nChanged 0 SP:Iteration 6F (85.260750 sec): 2 clusters Score: Raw -11037.757361 + Penalty 36.633350 = -11001.124011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.261247 sec): 2 clusters Score: Raw -263.045401 + Penalty 102.993524 = -160.051876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.261460 sec): 3 clusters Score: Raw -255.364716 + Penalty 211.037404 = -44.327312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.261959 sec): 2 clusters Score: Raw -877.883573 + Penalty 219.879691 = -658.003882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.262185 sec): 3 clusters Score: Raw -880.601315 + Penalty 443.133828 = -437.467486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.262685 sec): 2 clusters Score: Raw -243.745571 + Penalty 65.097472 = -178.648099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.262880 sec): 2 clusters Score: Raw -243.745571 + Penalty 65.097472 = -178.648099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.263725 sec): 2 clusters Score: Raw -10199.022202 + Penalty 167.420801 = -10031.601401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.264203 sec): 3 clusters Score: Raw -10186.202468 + Penalty 330.248396 = -9855.954072 nChanged 36 SP:Iteration 1F (85.264673 sec): 3 clusters Score: Raw -10220.991640 + Penalty 321.559138 = -9899.432502 nChanged 10 SP:Iteration 2F (85.265141 sec): 3 clusters Score: Raw -10241.249946 + Penalty 320.651201 = -9920.598745 nChanged 6 SP:Iteration 3Q (85.265597 sec): 3 clusters Score: Raw -10248.393935 + Penalty 323.512085 = -9924.881851 nChanged 3 SP:Iteration 4Q (85.266053 sec): 3 clusters Score: Raw -10251.818065 + Penalty 320.145380 = -9931.672685 nChanged 3 SP:Iteration 5Q (85.266504 sec): 3 clusters Score: Raw -10255.186246 + Penalty 320.145380 = -9935.040866 nChanged 0 SP:Iteration 6F (85.266972 sec): 3 clusters Score: Raw -10255.186246 + Penalty 320.145380 = -9935.040866 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.270555 sec): 2 clusters Score: Raw -88171.590343 + Penalty 435.852174 = -87735.738169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.272684 sec): 3 clusters Score: Raw -87658.291221 + Penalty 873.361460 = -86784.929761 nChanged 380 SP:Iteration 1F (85.274740 sec): 3 clusters Score: Raw -87903.099475 + Penalty 878.284880 = -87024.814595 nChanged 97 SP:Iteration 2F (85.276700 sec): 3 clusters Score: Raw -87965.672832 + Penalty 883.555720 = -87082.117112 nChanged 59 SP:Iteration 3F (85.278670 sec): 3 clusters Score: Raw -88000.162473 + Penalty 889.197891 = -87110.964582 nChanged 46 SP:Iteration 4Q (85.280615 sec): 3 clusters Score: Raw -88032.472428 + Penalty 895.959944 = -87136.512483 nChanged 41 SP:Iteration 5Q (85.282522 sec): 3 clusters Score: Raw -88062.548028 + Penalty 899.981892 = -87162.566136 nChanged 29 SP:Iteration 6Q (85.284411 sec): 3 clusters Score: Raw -88084.646003 + Penalty 903.560765 = -87181.085238 nChanged 22 SP:Iteration 7Q (85.286334 sec): 3 clusters Score: Raw -88104.148490 + Penalty 903.911012 = -87200.237478 nChanged 20 SP:Iteration 8Q (85.288252 sec): 3 clusters Score: Raw -88120.193399 + Penalty 894.023438 = -87226.169961 nChanged 13 SP:Iteration 9Q (85.290132 sec): 3 clusters Score: Raw -88127.536234 + Penalty 886.417272 = -87241.118962 nChanged 5 SP:Iteration 10F (85.292162 sec): 3 clusters Score: Raw -88129.934740 + Penalty 878.287020 = -87251.647720 nChanged 8 SP:Iteration 11Q (85.294164 sec): 3 clusters Score: Raw -88134.345229 + Penalty 877.342723 = -87257.002506 nChanged 8 SP:Iteration 12Q (85.296100 sec): 3 clusters Score: Raw -88140.951886 + Penalty 869.819672 = -87271.132215 nChanged 7 SP:Iteration 13Q (85.297942 sec): 3 clusters Score: Raw -88146.891137 + Penalty 872.048452 = -87274.842685 nChanged 5 SP:Iteration 14Q (85.299860 sec): 3 clusters Score: Raw -88152.828788 + Penalty 872.390715 = -87280.438073 nChanged 2 SP:Iteration 15Q (85.301730 sec): 3 clusters Score: Raw -88153.760623 + Penalty 872.390715 = -87281.369908 nChanged 0 SP:Iteration 16F (85.303657 sec): 3 clusters Score: Raw -88153.760623 + Penalty 872.390715 = -87281.369908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.304599 sec): 2 clusters Score: Raw -169.376936 + Penalty 54.081469 = -115.295466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.304836 sec): 3 clusters Score: Raw -163.419067 + Penalty 108.162939 = -55.256129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.306639 sec): 2 clusters Score: Raw -36245.331075 + Penalty 763.969702 = -35481.361373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.307601 sec): 3 clusters Score: Raw -36104.356089 + Penalty 1538.436603 = -34565.919486 nChanged 103 SP:Iteration 1F (85.308544 sec): 3 clusters Score: Raw -36207.859500 + Penalty 1546.317826 = -34661.541675 nChanged 31 SP:Iteration 2F (85.309482 sec): 3 clusters Score: Raw -36250.794252 + Penalty 1549.358867 = -34701.435385 nChanged 14 SP:Iteration 3Q (85.310407 sec): 3 clusters Score: Raw -36269.353180 + Penalty 1552.618120 = -34716.735060 nChanged 9 SP:Iteration 4Q (85.311326 sec): 3 clusters Score: Raw -36280.955226 + Penalty 1553.352501 = -34727.602725 nChanged 7 SP:Iteration 5Q (85.312206 sec): 3 clusters Score: Raw -36289.555658 + Penalty 1555.827396 = -34733.728262 nChanged 4 SP:Iteration 6Q (85.313087 sec): 3 clusters Score: Raw -36295.544749 + Penalty 1559.827497 = -34735.717252 nChanged 5 SP:Iteration 7Q (85.313963 sec): 3 clusters Score: Raw -36302.103304 + Penalty 1560.988029 = -34741.115274 nChanged 1 SP:Iteration 8Q (85.314840 sec): 3 clusters Score: Raw -36302.975971 + Penalty 1561.028904 = -34741.947067 nChanged 2 SP:Iteration 9Q (85.315715 sec): 3 clusters Score: Raw -36304.857810 + Penalty 1561.267514 = -34743.590296 nChanged 1 SP:Iteration 10F (85.316609 sec): 3 clusters Score: Raw -36306.155810 + Penalty 1561.267514 = -34744.888296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.319257 sec): 2 clusters Score: Raw -68812.353151 + Penalty 440.887399 = -68371.465752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.320830 sec): 3 clusters Score: Raw -68375.663307 + Penalty 892.112868 = -67483.550439 nChanged 291 SP:Iteration 1F (85.322370 sec): 3 clusters Score: Raw -68590.469268 + Penalty 913.188700 = -67677.280568 nChanged 109 SP:Iteration 2F (85.323910 sec): 3 clusters Score: Raw -68720.602684 + Penalty 929.169979 = -67791.432706 nChanged 74 SP:Iteration 3F (85.325454 sec): 3 clusters Score: Raw -68791.543601 + Penalty 942.607839 = -67848.935762 nChanged 44 SP:Iteration 4F (85.326991 sec): 3 clusters Score: Raw -68826.766049 + Penalty 949.330238 = -67877.435810 nChanged 25 SP:Iteration 5Q (85.328492 sec): 3 clusters Score: Raw -68842.703156 + Penalty 957.030237 = -67885.672919 nChanged 15 SP:Iteration 6Q (85.329965 sec): 3 clusters Score: Raw -68854.360605 + Penalty 960.538373 = -67893.822231 nChanged 13 SP:Iteration 7Q (85.331425 sec): 3 clusters Score: Raw -68860.317932 + Penalty 964.142774 = -67896.175159 nChanged 8 SP:Iteration 8Q (85.332950 sec): 3 clusters Score: Raw -68863.340982 + Penalty 965.160664 = -67898.180318 nChanged 7 SP:Iteration 9Q (85.334389 sec): 3 clusters Score: Raw -68866.926975 + Penalty 966.520870 = -67900.406105 nChanged 6 SP:Iteration 10F (85.335918 sec): 3 clusters Score: Raw -68869.522472 + Penalty 967.773123 = -67901.749349 nChanged 4 SP:Iteration 11Q (85.337340 sec): 3 clusters Score: Raw -68871.631236 + Penalty 968.416857 = -67903.214379 nChanged 1 SP:Iteration 12Q (85.338906 sec): 3 clusters Score: Raw -68871.623740 + Penalty 969.689655 = -67901.934085 nChanged 1 SP:Iteration 13F (85.340526 sec): 3 clusters Score: Raw -68872.006827 + Penalty 969.689655 = -67902.317172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.342100 sec): 2 clusters Score: Raw -31583.296642 + Penalty 758.221839 = -30825.074803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.342956 sec): 3 clusters Score: Raw -31507.285753 + Penalty 1516.708279 = -29990.577474 nChanged 79 SP:Iteration 1F (85.343829 sec): 3 clusters Score: Raw -31614.716169 + Penalty 1516.235470 = -30098.480699 nChanged 28 SP:Iteration 2F (85.344673 sec): 3 clusters Score: Raw -31652.476476 + Penalty 1514.056171 = -30138.420304 nChanged 15 SP:Iteration 3Q (85.345537 sec): 3 clusters Score: Raw -31676.478430 + Penalty 1510.027983 = -30166.450446 nChanged 13 SP:Iteration 4Q (85.346390 sec): 3 clusters Score: Raw -31706.327481 + Penalty 1507.966082 = -30198.361399 nChanged 12 SP:Iteration 5Q (85.347240 sec): 3 clusters Score: Raw -31729.802742 + Penalty 1507.892637 = -30221.910106 nChanged 9 SP:Iteration 6Q (85.348081 sec): 3 clusters Score: Raw -31748.115834 + Penalty 1509.042494 = -30239.073339 nChanged 3 SP:Iteration 7Q (85.348913 sec): 3 clusters Score: Raw -31751.903380 + Penalty 1509.448523 = -30242.454857 nChanged 1 SP:Iteration 8Q (85.349742 sec): 3 clusters Score: Raw -31754.471239 + Penalty 1509.718216 = -30244.753022 nChanged 2 SP:Iteration 9Q (85.350569 sec): 3 clusters Score: Raw -31756.528278 + Penalty 1509.718216 = -30246.810062 nChanged 0 SP:Iteration 10F (85.351441 sec): 3 clusters Score: Raw -31756.528278 + Penalty 1509.718216 = -30246.810062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.351959 sec): 2 clusters Score: Raw -1184.525395 + Penalty 250.222688 = -934.302707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.352193 sec): 3 clusters Score: Raw -1202.241697 + Penalty 473.748442 = -728.493255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.353055 sec): 2 clusters Score: Raw -12272.157059 + Penalty 526.392901 = -11745.764158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.353537 sec): 3 clusters Score: Raw -12273.638176 + Penalty 1049.084766 = -11224.553410 nChanged 19 SP:Iteration 1F (85.354012 sec): 3 clusters Score: Raw -12303.916497 + Penalty 1050.078124 = -11253.838373 nChanged 5 SP:Iteration 2Q (85.354476 sec): 3 clusters Score: Raw -12315.182912 + Penalty 1051.196017 = -11263.986895 nChanged 3 SP:Iteration 3Q (85.354936 sec): 3 clusters Score: Raw -12321.643793 + Penalty 1051.154928 = -11270.488865 nChanged 2 SP:Iteration 4Q (85.355394 sec): 3 clusters Score: Raw -12322.384430 + Penalty 1050.319045 = -11272.065385 nChanged 1 SP:Iteration 5Q (85.355851 sec): 3 clusters Score: Raw -12323.029578 + Penalty 1050.319045 = -11272.710533 nChanged 0 SP:Iteration 6F (85.356324 sec): 3 clusters Score: Raw -12323.029578 + Penalty 1050.319045 = -11272.710533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.357482 sec): 2 clusters Score: Raw -10504.761280 + Penalty 401.593281 = -10103.168000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.357924 sec): 3 clusters Score: Raw -10487.511853 + Penalty 811.159779 = -9676.352073 nChanged 21 SP:Iteration 1F (85.358348 sec): 3 clusters Score: Raw -10523.432310 + Penalty 816.438464 = -9706.993846 nChanged 4 SP:Iteration 2Q (85.358794 sec): 3 clusters Score: Raw -10530.487248 + Penalty 817.562012 = -9712.925236 nChanged 3 SP:Iteration 3Q (85.359219 sec): 3 clusters Score: Raw -10534.935803 + Penalty 821.291464 = -9713.644339 nChanged 2 SP:Iteration 4Q (85.359640 sec): 3 clusters Score: Raw -10537.874805 + Penalty 821.291464 = -9716.583341 nChanged 0 SP:Iteration 5F (85.360071 sec): 3 clusters Score: Raw -10537.874805 + Penalty 821.291464 = -9716.583341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.361115 sec): 2 clusters Score: Raw -17700.181554 + Penalty 646.175861 = -17054.005693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.361737 sec): 3 clusters Score: Raw -17685.842754 + Penalty 1294.181470 = -16391.661284 nChanged 40 SP:Iteration 1F (85.362310 sec): 3 clusters Score: Raw -17749.627159 + Penalty 1296.743297 = -16452.883862 nChanged 11 SP:Iteration 2F (85.362881 sec): 3 clusters Score: Raw -17765.971430 + Penalty 1298.360428 = -16467.611002 nChanged 4 SP:Iteration 3Q (85.363435 sec): 3 clusters Score: Raw -17777.778103 + Penalty 1299.113949 = -16478.664153 nChanged 2 SP:Iteration 4Q (85.363987 sec): 3 clusters Score: Raw -17782.142829 + Penalty 1300.064682 = -16482.078147 nChanged 2 SP:Iteration 5Q (85.364543 sec): 3 clusters Score: Raw -17788.011447 + Penalty 1302.174823 = -16485.836624 nChanged 2 SP:Iteration 6Q (85.365089 sec): 3 clusters Score: Raw -17789.583538 + Penalty 1302.787139 = -16486.796399 nChanged 1 SP:Iteration 7Q (85.365635 sec): 3 clusters Score: Raw -17789.844728 + Penalty 1302.787139 = -16487.057589 nChanged 0 SP:Iteration 8F (85.366203 sec): 3 clusters Score: Raw -17789.844728 + Penalty 1302.787139 = -16487.057589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.366770 sec): 2 clusters Score: Raw -2324.796496 + Penalty 34.886206 = -2289.910290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.367023 sec): 3 clusters Score: Raw -2340.002632 + Penalty 71.595690 = -2268.406943 nChanged 8 SP:Iteration 1F (85.367269 sec): 3 clusters Score: Raw -2359.035879 + Penalty 73.604821 = -2285.431057 nChanged 2 SP:Iteration 2F (85.367507 sec): 3 clusters Score: Raw -2363.419122 + Penalty 75.274632 = -2288.144491 nChanged 1 SP:Iteration 3Q (85.367737 sec): 3 clusters Score: Raw -2364.077455 + Penalty 76.935704 = -2287.141751 nChanged 1 SP:Iteration 4F (85.367974 sec): 3 clusters Score: Raw -2366.818663 + Penalty 76.935704 = -2289.882959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.369564 sec): 2 clusters Score: Raw -31885.752492 + Penalty 945.967308 = -30939.785184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.370526 sec): 3 clusters Score: Raw -31847.836368 + Penalty 1890.826210 = -29957.010158 nChanged 82 SP:Iteration 1F (85.371474 sec): 3 clusters Score: Raw -31957.842744 + Penalty 1889.747089 = -30068.095655 nChanged 28 SP:Iteration 2F (85.372406 sec): 3 clusters Score: Raw -32011.475351 + Penalty 1889.573949 = -30121.901402 nChanged 17 SP:Iteration 3Q (85.373306 sec): 3 clusters Score: Raw -32042.938170 + Penalty 1890.397409 = -30152.540760 nChanged 11 SP:Iteration 4Q (85.374199 sec): 3 clusters Score: Raw -32059.607956 + Penalty 1890.142784 = -30169.465172 nChanged 9 SP:Iteration 5Q (85.375085 sec): 3 clusters Score: Raw -32073.387422 + Penalty 1889.888663 = -30183.498759 nChanged 2 SP:Iteration 6Q (85.375970 sec): 3 clusters Score: Raw -32077.320436 + Penalty 1889.755700 = -30187.564736 nChanged 3 SP:Iteration 7Q (85.376830 sec): 3 clusters Score: Raw -32087.004034 + Penalty 1889.888663 = -30197.115371 nChanged 3 SP:Iteration 8Q (85.377668 sec): 3 clusters Score: Raw -32095.445381 + Penalty 1890.282708 = -30205.162673 nChanged 2 SP:Iteration 9Q (85.378510 sec): 3 clusters Score: Raw -32098.980261 + Penalty 1890.404073 = -30208.576188 nChanged 1 SP:Iteration 10F (85.379399 sec): 3 clusters Score: Raw -32101.998237 + Penalty 1890.282708 = -30211.715529 nChanged 1 SP:Iteration 11Q (85.380234 sec): 3 clusters Score: Raw -32102.578414 + Penalty 1890.157463 = -30212.420951 nChanged 1 SP:Iteration 12Q (85.381072 sec): 3 clusters Score: Raw -32102.866540 + Penalty 1890.256237 = -30212.610303 nChanged 1 SP:Iteration 13Q (85.381908 sec): 3 clusters Score: Raw -32103.390948 + Penalty 1890.256237 = -30213.134710 nChanged 0 SP:Iteration 14F (85.382794 sec): 3 clusters Score: Raw -32103.390948 + Penalty 1890.256237 = -30213.134710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.383432 sec): 2 clusters Score: Raw -3189.344646 + Penalty 395.711530 = -2793.633116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.383711 sec): 3 clusters Score: Raw -3220.923448 + Penalty 787.179413 = -2433.744034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.385145 sec): 2 clusters Score: Raw -33282.286949 + Penalty 826.117908 = -32456.169041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.386007 sec): 3 clusters Score: Raw -33186.449686 + Penalty 1652.764495 = -31533.685192 nChanged 65 SP:Iteration 1F (85.386865 sec): 3 clusters Score: Raw -33258.607354 + Penalty 1652.320317 = -31606.287037 nChanged 13 SP:Iteration 2Q (85.387740 sec): 3 clusters Score: Raw -33277.437357 + Penalty 1651.350446 = -31626.086911 nChanged 9 SP:Iteration 3Q (85.388598 sec): 3 clusters Score: Raw -33291.890843 + Penalty 1650.683954 = -31641.206889 nChanged 7 SP:Iteration 4Q (85.389468 sec): 3 clusters Score: Raw -33298.485076 + Penalty 1650.291801 = -31648.193275 nChanged 4 SP:Iteration 5Q (85.390281 sec): 3 clusters Score: Raw -33303.076310 + Penalty 1650.394154 = -31652.682156 nChanged 4 SP:Iteration 6Q (85.391095 sec): 3 clusters Score: Raw -33307.016174 + Penalty 1650.281634 = -31656.734540 nChanged 1 SP:Iteration 7Q (85.391915 sec): 3 clusters Score: Raw -33307.507646 + Penalty 1650.281634 = -31657.226012 nChanged 0 SP:Iteration 8F (85.392738 sec): 3 clusters Score: Raw -33307.507646 + Penalty 1650.281634 = -31657.226012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.395124 sec): 2 clusters Score: Raw -57293.945245 + Penalty 436.465850 = -56857.479396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.396575 sec): 3 clusters Score: Raw -56951.222628 + Penalty 864.968987 = -56086.253642 nChanged 237 SP:Iteration 1F (85.398004 sec): 3 clusters Score: Raw -57116.554693 + Penalty 864.040450 = -56252.514243 nChanged 86 SP:Iteration 2F (85.399425 sec): 3 clusters Score: Raw -57220.016877 + Penalty 862.858391 = -56357.158486 nChanged 50 SP:Iteration 3F (85.400777 sec): 3 clusters Score: Raw -57263.887979 + Penalty 863.854828 = -56400.033151 nChanged 45 SP:Iteration 4F (85.402126 sec): 3 clusters Score: Raw -57304.226483 + Penalty 862.425566 = -56441.800917 nChanged 29 SP:Iteration 5Q (85.403425 sec): 3 clusters Score: Raw -57322.867261 + Penalty 861.090772 = -56461.776489 nChanged 13 SP:Iteration 6Q (85.404820 sec): 3 clusters Score: Raw -57331.235648 + Penalty 859.918022 = -56471.317626 nChanged 10 SP:Iteration 7Q (85.406169 sec): 3 clusters Score: Raw -57335.186432 + Penalty 859.283714 = -56475.902718 nChanged 11 SP:Iteration 8Q (85.407511 sec): 3 clusters Score: Raw -57342.311368 + Penalty 858.501460 = -56483.809908 nChanged 15 SP:Iteration 9Q (85.408818 sec): 3 clusters Score: Raw -57348.847074 + Penalty 857.669086 = -56491.177988 nChanged 6 SP:Iteration 10F (85.410182 sec): 3 clusters Score: Raw -57351.322105 + Penalty 857.572322 = -56493.749784 nChanged 8 SP:Iteration 11Q (85.411454 sec): 3 clusters Score: Raw -57355.597993 + Penalty 858.040136 = -56497.557857 nChanged 9 SP:Iteration 12Q (85.412729 sec): 3 clusters Score: Raw -57358.920566 + Penalty 858.932939 = -56499.987627 nChanged 6 SP:Iteration 13Q (85.413995 sec): 3 clusters Score: Raw -57362.499693 + Penalty 860.253635 = -56502.246058 nChanged 7 SP:Iteration 14Q (85.415260 sec): 3 clusters Score: Raw -57366.272215 + Penalty 862.557918 = -56503.714297 nChanged 8 SP:Iteration 15Q (85.416503 sec): 3 clusters Score: Raw -57372.842610 + Penalty 864.498769 = -56508.343841 nChanged 11 SP:Iteration 16Q (85.417749 sec): 3 clusters Score: Raw -57380.326017 + Penalty 868.435912 = -56511.890105 nChanged 9 SP:Iteration 17Q (85.419065 sec): 3 clusters Score: Raw -57388.531006 + Penalty 872.948960 = -56515.582047 nChanged 11 SP:Iteration 18Q (85.420346 sec): 3 clusters Score: Raw -57398.669917 + Penalty 879.286131 = -56519.383787 nChanged 13 SP:Iteration 19Q (85.421613 sec): 3 clusters Score: Raw -57407.763867 + Penalty 882.813300 = -56524.950568 nChanged 9 SP:Iteration 20F (85.422980 sec): 3 clusters Score: Raw -57414.922003 + Penalty 884.662047 = -56530.259956 nChanged 7 SP:Iteration 21Q (85.424231 sec): 3 clusters Score: Raw -57421.180621 + Penalty 887.108729 = -56534.071891 nChanged 4 SP:Iteration 22Q (85.425475 sec): 3 clusters Score: Raw -57424.147991 + Penalty 887.825822 = -56536.322169 nChanged 1 SP:Iteration 23Q (85.426736 sec): 3 clusters Score: Raw -57424.508102 + Penalty 888.666875 = -56535.841226 nChanged 1 SP:Iteration 24F (85.428094 sec): 3 clusters Score: Raw -57424.677526 + Penalty 888.666875 = -56536.010651 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.430268 sec): 2 clusters Score: Raw -55278.595369 + Penalty 887.532938 = -54391.062431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.431563 sec): 3 clusters Score: Raw -55056.954394 + Penalty 1778.747174 = -53278.207220 nChanged 178 SP:Iteration 1F (85.432837 sec): 3 clusters Score: Raw -55226.204708 + Penalty 1782.083951 = -53444.120757 nChanged 37 SP:Iteration 2F (85.434109 sec): 3 clusters Score: Raw -55279.420718 + Penalty 1785.797156 = -53493.623562 nChanged 27 SP:Iteration 3Q (85.435367 sec): 3 clusters Score: Raw -55304.652913 + Penalty 1787.670458 = -53516.982455 nChanged 13 SP:Iteration 4Q (85.436618 sec): 3 clusters Score: Raw -55319.737184 + Penalty 1789.835503 = -53529.901682 nChanged 14 SP:Iteration 5Q (85.437959 sec): 3 clusters Score: Raw -55335.502460 + Penalty 1790.038513 = -53545.463947 nChanged 14 SP:Iteration 6Q (85.439271 sec): 3 clusters Score: Raw -55346.451464 + Penalty 1790.402152 = -53556.049312 nChanged 8 SP:Iteration 7Q (85.440577 sec): 3 clusters Score: Raw -55353.061935 + Penalty 1792.212304 = -53560.849631 nChanged 5 SP:Iteration 8Q (85.441858 sec): 3 clusters Score: Raw -55358.026259 + Penalty 1793.641746 = -53564.384513 nChanged 4 SP:Iteration 9Q (85.443104 sec): 3 clusters Score: Raw -55361.091043 + Penalty 1793.774648 = -53567.316396 nChanged 4 SP:Iteration 10F (85.444374 sec): 3 clusters Score: Raw -55365.164849 + Penalty 1793.932159 = -53571.232689 nChanged 1 SP:Iteration 11Q (85.445619 sec): 3 clusters Score: Raw -55365.668001 + Penalty 1793.932159 = -53571.735842 nChanged 0 SP:Iteration 12F (85.446904 sec): 3 clusters Score: Raw -55365.668001 + Penalty 1793.932159 = -53571.735842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.448001 sec): 2 clusters Score: Raw -19383.558482 + Penalty 490.447736 = -18893.110747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.448617 sec): 3 clusters Score: Raw -19312.973263 + Penalty 976.448270 = -18336.524993 nChanged 51 SP:Iteration 1F (85.449223 sec): 3 clusters Score: Raw -19360.822043 + Penalty 981.464125 = -18379.357918 nChanged 17 SP:Iteration 2F (85.449829 sec): 3 clusters Score: Raw -19383.143487 + Penalty 987.914745 = -18395.228742 nChanged 15 SP:Iteration 3F (85.450434 sec): 3 clusters Score: Raw -19399.627837 + Penalty 994.716461 = -18404.911377 nChanged 19 SP:Iteration 4F (85.451037 sec): 3 clusters Score: Raw -19427.699929 + Penalty 998.344489 = -18429.355439 nChanged 9 SP:Iteration 5Q (85.451634 sec): 3 clusters Score: Raw -19435.058168 + Penalty 1001.714836 = -18433.343332 nChanged 3 SP:Iteration 6Q (85.452230 sec): 3 clusters Score: Raw -19437.641797 + Penalty 1004.383501 = -18433.258297 nChanged 3 SP:Iteration 7F (85.452833 sec): 3 clusters Score: Raw -19439.459384 + Penalty 1006.672661 = -18432.786723 nChanged 2 SP:Iteration 8F (85.453467 sec): 3 clusters Score: Raw -19447.726339 + Penalty 1008.249263 = -18439.477076 nChanged 1 SP:Iteration 9Q (85.454078 sec): 3 clusters Score: Raw -19448.106755 + Penalty 1009.390876 = -18438.715879 nChanged 1 SP:Iteration 10F (85.454701 sec): 3 clusters Score: Raw -19448.982097 + Penalty 1012.270925 = -18436.711172 nChanged 2 SP:Iteration 11F (85.455325 sec): 3 clusters Score: Raw -19452.787067 + Penalty 1012.312575 = -18440.474493 nChanged 2 SP:Iteration 12Q (85.455941 sec): 3 clusters Score: Raw -19454.335749 + Penalty 1013.535980 = -18440.799769 nChanged 1 SP:Iteration 13Q (85.456555 sec): 3 clusters Score: Raw -19454.754755 + Penalty 1013.535980 = -18441.218775 nChanged 0 SP:Iteration 14F (85.457177 sec): 3 clusters Score: Raw -19454.754755 + Penalty 1013.535980 = -18441.218775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.457999 sec): 2 clusters Score: Raw -10379.014012 + Penalty 465.255913 = -9913.758099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.458475 sec): 3 clusters Score: Raw -10391.373507 + Penalty 930.260421 = -9461.113086 nChanged 13 SP:Iteration 1F (85.458925 sec): 3 clusters Score: Raw -10410.904619 + Penalty 930.523464 = -9480.381155 nChanged 6 SP:Iteration 2Q (85.459362 sec): 3 clusters Score: Raw -10422.015573 + Penalty 930.145734 = -9491.869839 nChanged 4 SP:Iteration 3Q (85.459796 sec): 3 clusters Score: Raw -10433.692325 + Penalty 933.309069 = -9500.383256 nChanged 4 SP:Iteration 4Q (85.460229 sec): 3 clusters Score: Raw -10438.457544 + Penalty 934.738754 = -9503.718790 nChanged 1 SP:Iteration 5Q (85.460659 sec): 3 clusters Score: Raw -10439.102702 + Penalty 934.738754 = -9504.363948 nChanged 0 SP:Iteration 6F (85.461106 sec): 3 clusters Score: Raw -10439.102702 + Penalty 934.738754 = -9504.363948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.462516 sec): 2 clusters Score: Raw -30716.582600 + Penalty 801.641714 = -29914.940885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.463331 sec): 3 clusters Score: Raw -30640.139767 + Penalty 1604.473210 = -29035.666557 nChanged 63 SP:Iteration 1F (85.464133 sec): 3 clusters Score: Raw -30708.911880 + Penalty 1605.489422 = -29103.422458 nChanged 13 SP:Iteration 2Q (85.464930 sec): 3 clusters Score: Raw -30730.928338 + Penalty 1606.252412 = -29124.675926 nChanged 9 SP:Iteration 3Q (85.465721 sec): 3 clusters Score: Raw -30741.528044 + Penalty 1606.397992 = -29135.130052 nChanged 3 SP:Iteration 4Q (85.466510 sec): 3 clusters Score: Raw -30744.354204 + Penalty 1606.716230 = -29137.637973 nChanged 2 SP:Iteration 5Q (85.467300 sec): 3 clusters Score: Raw -30749.854464 + Penalty 1607.366334 = -29142.488131 nChanged 2 SP:Iteration 6Q (85.468108 sec): 3 clusters Score: Raw -30754.466369 + Penalty 1607.224572 = -29147.241797 nChanged 1 SP:Iteration 7Q (85.468896 sec): 3 clusters Score: Raw -30755.821025 + Penalty 1606.942486 = -29148.878539 nChanged 1 SP:Iteration 8Q (85.469684 sec): 3 clusters Score: Raw -30757.123787 + Penalty 1606.942486 = -29150.181301 nChanged 0 SP:Iteration 9F (85.470533 sec): 3 clusters Score: Raw -30757.123787 + Penalty 1606.942486 = -29150.181301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.471139 sec): 2 clusters Score: Raw -3705.124705 + Penalty 424.174511 = -3280.950194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.471428 sec): 3 clusters Score: Raw -3737.050489 + Penalty 848.311229 = -2888.739260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.472847 sec): 2 clusters Score: Raw -31036.710236 + Penalty 928.882594 = -30107.827642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.473677 sec): 3 clusters Score: Raw -31022.624275 + Penalty 1858.152996 = -29164.471279 nChanged 61 SP:Iteration 1F (85.474492 sec): 3 clusters Score: Raw -31109.619164 + Penalty 1858.312778 = -29251.306386 nChanged 13 SP:Iteration 2Q (85.475285 sec): 3 clusters Score: Raw -31126.408983 + Penalty 1858.439105 = -29267.969878 nChanged 7 SP:Iteration 3Q (85.476054 sec): 3 clusters Score: Raw -31142.876994 + Penalty 1858.581521 = -29284.295474 nChanged 2 SP:Iteration 4Q (85.476812 sec): 3 clusters Score: Raw -31146.034792 + Penalty 1858.599679 = -29287.435113 nChanged 2 SP:Iteration 5Q (85.477568 sec): 3 clusters Score: Raw -31151.091774 + Penalty 1858.482832 = -29292.608942 nChanged 2 SP:Iteration 6Q (85.478329 sec): 3 clusters Score: Raw -31161.083853 + Penalty 1858.446884 = -29302.636969 nChanged 2 SP:Iteration 7Q (85.479082 sec): 3 clusters Score: Raw -31166.106088 + Penalty 1858.525203 = -29307.580885 nChanged 1 SP:Iteration 8Q (85.479837 sec): 3 clusters Score: Raw -31169.332249 + Penalty 1858.525203 = -29310.807046 nChanged 0 SP:Iteration 9F (85.480620 sec): 3 clusters Score: Raw -31169.332249 + Penalty 1858.525203 = -29310.807046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.481726 sec): 2 clusters Score: Raw -22569.475493 + Penalty 892.199902 = -21677.275592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.482401 sec): 3 clusters Score: Raw -22592.418019 + Penalty 1784.771368 = -20807.646652 nChanged 40 SP:Iteration 1F (85.483064 sec): 3 clusters Score: Raw -22672.126006 + Penalty 1784.782671 = -20887.343335 nChanged 9 SP:Iteration 2Q (85.483699 sec): 3 clusters Score: Raw -22691.542043 + Penalty 1784.874331 = -20906.667711 nChanged 3 SP:Iteration 3Q (85.484328 sec): 3 clusters Score: Raw -22696.465242 + Penalty 1784.898359 = -20911.566884 nChanged 2 SP:Iteration 4Q (85.484956 sec): 3 clusters Score: Raw -22713.464394 + Penalty 1784.985417 = -20928.478977 nChanged 3 SP:Iteration 5Q (85.485590 sec): 3 clusters Score: Raw -22717.202776 + Penalty 1785.012189 = -20932.190587 nChanged 1 SP:Iteration 6Q (85.486197 sec): 3 clusters Score: Raw -22718.196543 + Penalty 1785.062381 = -20933.134162 nChanged 2 SP:Iteration 7Q (85.486804 sec): 3 clusters Score: Raw -22719.423480 + Penalty 1785.091710 = -20934.331770 nChanged 1 SP:Iteration 8Q (85.487410 sec): 3 clusters Score: Raw -22720.105638 + Penalty 1785.114333 = -20934.991304 nChanged 1 SP:Iteration 9Q (85.488019 sec): 3 clusters Score: Raw -22720.648885 + Penalty 1785.135845 = -20935.513040 nChanged 1 SP:Iteration 10F (85.488657 sec): 3 clusters Score: Raw -22721.368370 + Penalty 1785.135845 = -20936.232525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.489329 sec): 2 clusters Score: Raw -5675.221738 + Penalty 459.960913 = -5215.260825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.489654 sec): 3 clusters Score: Raw -5688.072579 + Penalty 927.305986 = -4760.766593 nChanged 3 SP:Iteration 1Q (85.489967 sec): 3 clusters Score: Raw -5696.027717 + Penalty 927.305986 = -4768.721731 nChanged 0 SP:Iteration 2F (85.490284 sec): 3 clusters Score: Raw -5696.027717 + Penalty 927.305986 = -4768.721731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.490790 sec): 2 clusters Score: Raw -1362.995247 + Penalty 282.666878 = -1080.328369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.491026 sec): 3 clusters Score: Raw -1367.117326 + Penalty 566.694094 = -800.423231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.491853 sec): 2 clusters Score: Raw -10648.629708 + Penalty 474.900069 = -10173.729639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.492283 sec): 3 clusters Score: Raw -10638.238599 + Penalty 945.980607 = -9692.257991 nChanged 22 SP:Iteration 1F (85.492704 sec): 3 clusters Score: Raw -10686.404339 + Penalty 947.122025 = -9739.282313 nChanged 5 SP:Iteration 2Q (85.493115 sec): 3 clusters Score: Raw -10695.688416 + Penalty 947.551729 = -9748.136688 nChanged 1 SP:Iteration 3Q (85.493525 sec): 3 clusters Score: Raw -10696.995631 + Penalty 949.123101 = -9747.872530 nChanged 1 SP:Iteration 4F (85.493942 sec): 3 clusters Score: Raw -10697.623624 + Penalty 949.123101 = -9748.500523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.494560 sec): 2 clusters Score: Raw -4736.874585 + Penalty 430.934246 = -4305.940338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.494874 sec): 3 clusters Score: Raw -4798.924956 + Penalty 862.269132 = -3936.655825 nChanged 1 SP:Iteration 1Q (85.495177 sec): 3 clusters Score: Raw -4801.792414 + Penalty 862.269132 = -3939.523282 nChanged 0 SP:Iteration 2F (85.495488 sec): 3 clusters Score: Raw -4801.792414 + Penalty 862.269132 = -3939.523282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.495953 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.496143 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.498136 sec): 2 clusters Score: Raw -46299.562620 + Penalty 551.088350 = -45748.474270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.499314 sec): 3 clusters Score: Raw -46039.402390 + Penalty 1104.291231 = -44935.111159 nChanged 161 SP:Iteration 1F (85.500527 sec): 3 clusters Score: Raw -46158.255379 + Penalty 1110.416111 = -45047.839268 nChanged 55 SP:Iteration 2F (85.501682 sec): 3 clusters Score: Raw -46202.067032 + Penalty 1115.274309 = -45086.792723 nChanged 27 SP:Iteration 3Q (85.502828 sec): 3 clusters Score: Raw -46219.696792 + Penalty 1117.834820 = -45101.861972 nChanged 21 SP:Iteration 4Q (85.504069 sec): 3 clusters Score: Raw -46233.457603 + Penalty 1115.976121 = -45117.481482 nChanged 20 SP:Iteration 5Q (85.505270 sec): 3 clusters Score: Raw -46252.346222 + Penalty 1113.130253 = -45139.215969 nChanged 19 SP:Iteration 6Q (85.506468 sec): 3 clusters Score: Raw -46268.967833 + Penalty 1108.686703 = -45160.281130 nChanged 13 SP:Iteration 7Q (85.507666 sec): 3 clusters Score: Raw -46280.169265 + Penalty 1106.111729 = -45174.057536 nChanged 11 SP:Iteration 8Q (85.508821 sec): 3 clusters Score: Raw -46291.698705 + Penalty 1108.375019 = -45183.323685 nChanged 8 SP:Iteration 9Q (85.509996 sec): 3 clusters Score: Raw -46303.986623 + Penalty 1105.013126 = -45198.973496 nChanged 7 SP:Iteration 10F (85.511219 sec): 3 clusters Score: Raw -46312.543471 + Penalty 1106.283342 = -45206.260128 nChanged 6 SP:Iteration 11Q (85.512408 sec): 3 clusters Score: Raw -46319.356229 + Penalty 1105.721556 = -45213.634673 nChanged 4 SP:Iteration 12Q (85.513588 sec): 3 clusters Score: Raw -46321.875408 + Penalty 1104.076626 = -45217.798782 nChanged 1 SP:Iteration 13Q (85.514706 sec): 3 clusters Score: Raw -46322.540109 + Penalty 1103.201710 = -45219.338399 nChanged 1 SP:Iteration 14Q (85.515821 sec): 3 clusters Score: Raw -46322.710063 + Penalty 1103.084983 = -45219.625080 nChanged 1 SP:Iteration 15Q (85.516939 sec): 3 clusters Score: Raw -46322.751910 + Penalty 1103.084983 = -45219.666926 nChanged 0 SP:Iteration 16F (85.518115 sec): 3 clusters Score: Raw -46322.751910 + Penalty 1103.084983 = -45219.666926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.518658 sec): 2 clusters Score: Raw -925.975329 + Penalty 194.982787 = -730.992542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.518889 sec): 3 clusters Score: Raw -930.968550 + Penalty 373.108143 = -557.860407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.519379 sec): 2 clusters Score: Raw -822.196369 + Penalty 119.733029 = -702.463340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.519606 sec): 3 clusters Score: Raw -824.483213 + Penalty 239.466058 = -585.017154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.520152 sec): 2 clusters Score: Raw -2691.149521 + Penalty 282.369050 = -2408.780471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.520422 sec): 3 clusters Score: Raw -2719.238971 + Penalty 555.705034 = -2163.533937 nChanged 1 SP:Iteration 1Q (85.520682 sec): 3 clusters Score: Raw -2722.901688 + Penalty 555.705034 = -2167.196654 nChanged 0 SP:Iteration 2F (85.520945 sec): 3 clusters Score: Raw -2722.901688 + Penalty 555.705034 = -2167.196654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.521428 sec): 2 clusters Score: Raw -580.079352 + Penalty 178.109214 = -401.970138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.521648 sec): 3 clusters Score: Raw -578.019056 + Penalty 366.531283 = -211.487773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.522392 sec): 2 clusters Score: Raw -9075.165248 + Penalty 485.085978 = -8590.079271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.522793 sec): 3 clusters Score: Raw -9062.311868 + Penalty 969.805184 = -8092.506684 nChanged 10 SP:Iteration 1F (85.523187 sec): 3 clusters Score: Raw -9081.301373 + Penalty 971.793809 = -8109.507563 nChanged 9 SP:Iteration 2F (85.523582 sec): 3 clusters Score: Raw -9092.056303 + Penalty 972.090030 = -8119.966273 nChanged 2 SP:Iteration 3Q (85.523971 sec): 3 clusters Score: Raw -9094.983579 + Penalty 972.877730 = -8122.105849 nChanged 1 SP:Iteration 4Q (85.524360 sec): 3 clusters Score: Raw -9096.420048 + Penalty 972.877730 = -8123.542318 nChanged 0 SP:Iteration 5F (85.524754 sec): 3 clusters Score: Raw -9096.420048 + Penalty 972.877730 = -8123.542318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.525235 sec): 2 clusters Score: Raw -426.429833 + Penalty 164.382548 = -262.047285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.525451 sec): 3 clusters Score: Raw -424.980357 + Penalty 333.107520 = -91.872837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.526163 sec): 2 clusters Score: Raw -7952.488994 + Penalty 486.021098 = -7466.467896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.526549 sec): 3 clusters Score: Raw -7957.762498 + Penalty 972.272258 = -6985.490240 nChanged 6 SP:Iteration 1F (85.526930 sec): 3 clusters Score: Raw -7968.748201 + Penalty 972.200678 = -6996.547524 nChanged 2 SP:Iteration 2Q (85.527305 sec): 3 clusters Score: Raw -7970.528906 + Penalty 972.092821 = -6998.436085 nChanged 2 SP:Iteration 3Q (85.527702 sec): 3 clusters Score: Raw -7974.025756 + Penalty 972.092821 = -7001.932935 nChanged 0 SP:Iteration 4F (85.528083 sec): 3 clusters Score: Raw -7974.025756 + Penalty 972.092821 = -7001.932935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.529146 sec): 2 clusters Score: Raw -10901.871600 + Penalty 402.376914 = -10499.494686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.529583 sec): 3 clusters Score: Raw -10879.354806 + Penalty 805.973627 = -10073.381179 nChanged 22 SP:Iteration 1F (85.530011 sec): 3 clusters Score: Raw -10911.262073 + Penalty 812.078805 = -10099.183268 nChanged 6 SP:Iteration 2Q (85.530448 sec): 3 clusters Score: Raw -10921.152757 + Penalty 830.022525 = -10091.130233 nChanged 7 SP:Iteration 3F (85.530881 sec): 3 clusters Score: Raw -10933.480607 + Penalty 847.868601 = -10085.612005 nChanged 6 SP:Iteration 4F (85.531315 sec): 3 clusters Score: Raw -10944.122122 + Penalty 863.493656 = -10080.628466 nChanged 5 SP:Iteration 5F (85.531747 sec): 3 clusters Score: Raw -10956.937958 + Penalty 878.188372 = -10078.749586 nChanged 3 SP:Iteration 6F (85.532180 sec): 3 clusters Score: Raw -10962.099238 + Penalty 894.789055 = -10067.310183 nChanged 3 SP:Iteration 7F (85.532612 sec): 3 clusters Score: Raw -10966.856148 + Penalty 917.024092 = -10049.832056 nChanged 4 SP:Iteration 8F (85.533047 sec): 3 clusters Score: Raw -10973.910628 + Penalty 926.640554 = -10047.270074 nChanged 2 SP:Iteration 9F (85.533481 sec): 3 clusters Score: Raw -10978.057078 + Penalty 932.211982 = -10045.845096 nChanged 1 SP:Iteration 10F (85.533914 sec): 3 clusters Score: Raw -10980.040946 + Penalty 938.411015 = -10041.629930 nChanged 1 SP:Iteration 11F (85.534346 sec): 3 clusters Score: Raw -10981.765378 + Penalty 944.410762 = -10037.354616 nChanged 1 SP:Iteration 12F (85.534779 sec): 3 clusters Score: Raw -10984.800269 + Penalty 944.410762 = -10040.389507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.535629 sec): 2 clusters Score: Raw -11618.904580 + Penalty 499.398121 = -11119.506460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.536086 sec): 3 clusters Score: Raw -11595.558792 + Penalty 999.692188 = -10595.866604 nChanged 21 SP:Iteration 1F (85.536536 sec): 3 clusters Score: Raw -11620.637146 + Penalty 1001.385227 = -10619.251918 nChanged 4 SP:Iteration 2Q (85.536977 sec): 3 clusters Score: Raw -11627.748098 + Penalty 1004.825004 = -10622.923094 nChanged 6 SP:Iteration 3Q (85.537419 sec): 3 clusters Score: Raw -11634.056912 + Penalty 1007.659942 = -10626.396970 nChanged 4 SP:Iteration 4Q (85.537863 sec): 3 clusters Score: Raw -11638.953487 + Penalty 1010.937846 = -10628.015640 nChanged 4 SP:Iteration 5Q (85.538304 sec): 3 clusters Score: Raw -11641.940592 + Penalty 1011.074763 = -10630.865829 nChanged 2 SP:Iteration 6Q (85.538743 sec): 3 clusters Score: Raw -11645.077160 + Penalty 1014.211407 = -10630.865753 nChanged 2 SP:Iteration 7F (85.539190 sec): 3 clusters Score: Raw -11647.365341 + Penalty 1018.645375 = -10628.719966 nChanged 3 SP:Iteration 8F (85.539636 sec): 3 clusters Score: Raw -11652.294829 + Penalty 1028.283746 = -10624.011082 nChanged 4 SP:Iteration 9F (85.540084 sec): 3 clusters Score: Raw -11655.928656 + Penalty 1032.279726 = -10623.648930 nChanged 1 SP:Iteration 10F (85.540531 sec): 3 clusters Score: Raw -11657.179154 + Penalty 1032.279726 = -10624.899428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.541024 sec): 2 clusters Score: Raw -631.821744 + Penalty 78.854248 = -552.967495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.541267 sec): 3 clusters Score: Raw -635.483305 + Penalty 162.630883 = -472.852422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.542252 sec): 2 clusters Score: Raw -17798.358448 + Penalty 621.306422 = -17177.052027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.542818 sec): 3 clusters Score: Raw -17747.458871 + Penalty 1240.723355 = -16506.735516 nChanged 25 SP:Iteration 1F (85.543354 sec): 3 clusters Score: Raw -17779.159577 + Penalty 1238.690605 = -16540.468972 nChanged 9 SP:Iteration 2Q (85.543897 sec): 3 clusters Score: Raw -17792.627996 + Penalty 1237.871390 = -16554.756606 nChanged 7 SP:Iteration 3Q (85.544435 sec): 3 clusters Score: Raw -17801.969268 + Penalty 1239.248533 = -16562.720735 nChanged 7 SP:Iteration 4Q (85.544972 sec): 3 clusters Score: Raw -17814.240467 + Penalty 1240.670564 = -16573.569903 nChanged 3 SP:Iteration 5Q (85.545506 sec): 3 clusters Score: Raw -17820.086559 + Penalty 1242.301741 = -16577.784818 nChanged 3 SP:Iteration 6Q (85.546040 sec): 3 clusters Score: Raw -17822.036814 + Penalty 1242.934588 = -16579.102226 nChanged 1 SP:Iteration 7Q (85.546573 sec): 3 clusters Score: Raw -17823.558408 + Penalty 1243.593499 = -16579.964909 nChanged 1 SP:Iteration 8Q (85.547105 sec): 3 clusters Score: Raw -17824.920032 + Penalty 1243.593499 = -16581.326532 nChanged 0 SP:Iteration 9F (85.547648 sec): 3 clusters Score: Raw -17824.920032 + Penalty 1243.593499 = -16581.326532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.548429 sec): 2 clusters Score: Raw -10077.530401 + Penalty 483.833433 = -9593.696968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.548848 sec): 3 clusters Score: Raw -10055.043904 + Penalty 967.399980 = -9087.643925 nChanged 16 SP:Iteration 1F (85.549263 sec): 3 clusters Score: Raw -10071.904946 + Penalty 966.904567 = -9105.000379 nChanged 7 SP:Iteration 2F (85.549681 sec): 3 clusters Score: Raw -10083.518686 + Penalty 966.970177 = -9116.548509 nChanged 5 SP:Iteration 3Q (85.550109 sec): 3 clusters Score: Raw -10089.708487 + Penalty 966.970177 = -9122.738310 nChanged 0 SP:Iteration 4F (85.550532 sec): 3 clusters Score: Raw -10089.708487 + Penalty 966.970177 = -9122.738310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.551134 sec): 2 clusters Score: Raw -4631.892811 + Penalty 420.753823 = -4211.138988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.551438 sec): 3 clusters Score: Raw -4634.667306 + Penalty 841.366806 = -3793.300500 nChanged 1 SP:Iteration 1Q (85.551739 sec): 3 clusters Score: Raw -4636.968576 + Penalty 840.899684 = -3796.068892 nChanged 1 SP:Iteration 2Q (85.552039 sec): 3 clusters Score: Raw -4638.714041 + Penalty 840.899684 = -3797.814358 nChanged 0 SP:Iteration 3F (85.552341 sec): 3 clusters Score: Raw -4638.714041 + Penalty 840.899684 = -3797.814358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.552852 sec): 2 clusters Score: Raw -1365.146358 + Penalty 238.497406 = -1126.648952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.553089 sec): 3 clusters Score: Raw -1376.934377 + Penalty 476.994811 = -899.939566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.553565 sec): 2 clusters Score: Raw -440.679250 + Penalty 143.601684 = -297.077566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.553778 sec): 3 clusters Score: Raw -435.965453 + Penalty 285.301769 = -150.663683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.554301 sec): 2 clusters Score: Raw -1109.877263 + Penalty 106.439831 = -1003.437432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.554531 sec): 3 clusters Score: Raw -1119.291073 + Penalty 230.137069 = -889.154005 nChanged 2 SP:Iteration 1F (85.554757 sec): 3 clusters Score: Raw -1126.581774 + Penalty 230.137069 = -896.444705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.555262 sec): 2 clusters Score: Raw -1441.531516 + Penalty 277.296109 = -1164.235406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.555500 sec): 3 clusters Score: Raw -1441.664807 + Penalty 550.633808 = -891.030999 nChanged 1 SP:Iteration 1F (85.555733 sec): 3 clusters Score: Raw -1445.556964 + Penalty 550.633808 = -894.923156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.556219 sec): 2 clusters Score: Raw -768.347756 + Penalty 224.684272 = -543.663484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.556443 sec): 3 clusters Score: Raw -783.805032 + Penalty 439.438158 = -344.366874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.556930 sec): 2 clusters Score: Raw -888.590624 + Penalty 236.292370 = -652.298254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.557157 sec): 3 clusters Score: Raw -895.548449 + Penalty 472.584740 = -422.963709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.557629 sec): 2 clusters Score: Raw -351.558913 + Penalty 126.443939 = -225.114974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.557845 sec): 3 clusters Score: Raw -344.669640 + Penalty 242.053972 = -102.615667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.558321 sec): 2 clusters Score: Raw -427.007621 + Penalty 137.566014 = -289.441607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.558534 sec): 3 clusters Score: Raw -426.553136 + Penalty 254.493403 = -172.059733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.559005 sec): 2 clusters Score: Raw -228.390907 + Penalty 54.244851 = -174.146056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.559200 sec): 2 clusters Score: Raw -228.390907 + Penalty 54.244851 = -174.146056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.559698 sec): 2 clusters Score: Raw -1260.379139 + Penalty 252.770894 = -1007.608245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.559930 sec): 3 clusters Score: Raw -1261.747938 + Penalty 508.431164 = -753.316774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.560409 sec): 2 clusters Score: Raw -533.905969 + Penalty 180.851907 = -353.054062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.560626 sec): 3 clusters Score: Raw -528.619931 + Penalty 372.370733 = -156.249197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.561281 sec): 2 clusters Score: Raw -6453.991702 + Penalty 496.367570 = -5957.624132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.561616 sec): 3 clusters Score: Raw -6465.239739 + Penalty 998.154679 = -5467.085060 nChanged 2 SP:Iteration 1Q (85.561942 sec): 3 clusters Score: Raw -6471.260983 + Penalty 1000.055510 = -5471.205473 nChanged 1 SP:Iteration 2Q (85.562266 sec): 3 clusters Score: Raw -6471.884329 + Penalty 1001.331539 = -5470.552790 nChanged 1 SP:Iteration 3F (85.562595 sec): 3 clusters Score: Raw -6473.539823 + Penalty 1001.331539 = -5472.208284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.563179 sec): 2 clusters Score: Raw -3899.763325 + Penalty 373.460010 = -3526.303315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.563471 sec): 3 clusters Score: Raw -3925.705842 + Penalty 747.513733 = -3178.192109 nChanged 3 SP:Iteration 1F (85.563757 sec): 3 clusters Score: Raw -3936.356345 + Penalty 750.130198 = -3186.226147 nChanged 1 SP:Iteration 2Q (85.564040 sec): 3 clusters Score: Raw -3937.887370 + Penalty 752.807286 = -3185.080084 nChanged 1 SP:Iteration 3F (85.564334 sec): 3 clusters Score: Raw -3939.169961 + Penalty 752.807286 = -3186.362675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.564806 sec): 2 clusters Score: Raw -261.509253 + Penalty 105.897170 = -155.612083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.565016 sec): 3 clusters Score: Raw -255.300884 + Penalty 203.689153 = -51.611731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.565501 sec): 2 clusters Score: Raw -704.994254 + Penalty 166.431430 = -538.562824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.565723 sec): 3 clusters Score: Raw -695.367588 + Penalty 377.752334 = -317.615254 nChanged 1 SP:Iteration 1F (85.565939 sec): 3 clusters Score: Raw -699.287715 + Penalty 166.431430 = -532.856285 nChanged 1 SP:Iteration 2F (85.566137 sec): 2 clusters Score: Raw -704.994254 + Penalty 166.431430 = -538.562824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.566692 sec): 2 clusters Score: Raw -2935.778229 + Penalty 287.223264 = -2648.554965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.566962 sec): 3 clusters Score: Raw -2939.023133 + Penalty 576.203051 = -2362.820082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.567446 sec): 2 clusters Score: Raw -672.464908 + Penalty 226.929056 = -445.535852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.567668 sec): 3 clusters Score: Raw -702.698594 + Penalty 456.585957 = -246.112636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.568142 sec): 2 clusters Score: Raw -263.608710 + Penalty 108.402648 = -155.206062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.568354 sec): 3 clusters Score: Raw -256.547990 + Penalty 218.792606 = -37.755384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.568828 sec): 2 clusters Score: Raw -348.805348 + Penalty 118.224584 = -230.580764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.569024 sec): 2 clusters Score: Raw -348.805348 + Penalty 118.224584 = -230.580764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.569508 sec): 2 clusters Score: Raw -174.204677 + Penalty 64.888317 = -109.316360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.569701 sec): 2 clusters Score: Raw -174.204677 + Penalty 64.888317 = -109.316360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.570174 sec): 2 clusters Score: Raw -357.266292 + Penalty 136.474555 = -220.791737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.570369 sec): 2 clusters Score: Raw -357.266292 + Penalty 136.474555 = -220.791737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.570843 sec): 2 clusters Score: Raw -175.929340 + Penalty 61.933545 = -113.995794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.571055 sec): 3 clusters Score: Raw -166.586849 + Penalty 123.867091 = -42.719758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.571556 sec): 2 clusters Score: Raw -905.664496 + Penalty 237.284535 = -668.379961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.571783 sec): 3 clusters Score: Raw -898.870016 + Penalty 474.569070 = -424.300946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.572263 sec): 2 clusters Score: Raw -442.071690 + Penalty 128.362067 = -313.709623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.572481 sec): 3 clusters Score: Raw -435.805468 + Penalty 256.696972 = -179.108495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.572958 sec): 2 clusters Score: Raw -266.450773 + Penalty 110.480480 = -155.970292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.573169 sec): 3 clusters Score: Raw -259.070066 + Penalty 209.423934 = -49.646132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.573649 sec): 2 clusters Score: Raw -417.928877 + Penalty 125.765332 = -292.163544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.573856 sec): 3 clusters Score: Raw -423.192172 + Penalty 171.511857 = -251.680315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.574333 sec): 2 clusters Score: Raw -388.747222 + Penalty 68.430600 = -320.316622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.574547 sec): 3 clusters Score: Raw -397.139989 + Penalty 147.258341 = -249.881648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.575024 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.575237 sec): 3 clusters Score: Raw -347.934741 + Penalty 133.858010 = -214.076731 nChanged 1 SP:Iteration 1F (85.575431 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.575894 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.576105 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.576566 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.576757 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.577235 sec): 2 clusters Score: Raw -555.468012 + Penalty 175.028626 = -380.439386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.577452 sec): 3 clusters Score: Raw -542.380871 + Penalty 346.979501 = -195.401370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.577925 sec): 2 clusters Score: Raw -267.680221 + Penalty 98.966956 = -168.713265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.578137 sec): 3 clusters Score: Raw -256.891337 + Penalty 197.375830 = -59.515507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.578591 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.578772 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.579374 sec): 2 clusters Score: Raw -4048.950866 + Penalty 219.589079 = -3829.361787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.579685 sec): 3 clusters Score: Raw -4055.749331 + Penalty 441.282634 = -3614.466697 nChanged 5 SP:Iteration 1F (85.579994 sec): 3 clusters Score: Raw -4067.017833 + Penalty 441.282634 = -3625.735199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.580449 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.580629 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 242 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.581100 sec): 2 clusters Score: Raw -340.795304 + Penalty 126.154824 = -214.640480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.581314 sec): 3 clusters Score: Raw -337.435066 + Penalty 245.634069 = -91.800997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 244 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.581812 sec): 2 clusters Score: Raw -1149.881169 + Penalty 231.552861 = -918.328307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.582046 sec): 3 clusters Score: Raw -1166.622947 + Penalty 463.105722 = -703.517224 nChanged 0 Deleting Class 184 (3 points): Lose 5.912986 but Gain 1060.716101 Iteration 119Q (85.790692 sec): 102 clusters Score: Raw -3021418.315013 + Penalty 92327.608094 = -2929090.706920 nChanged 21 Deleting Class 80 (5 points): Lose 45.825202 but Gain 1077.307143 Iteration 120F (87.592983 sec): 101 clusters Score: Raw -3021400.134291 + Penalty 91252.121422 = -2930148.012869 nChanged 21 Deleting Class 158 (4 points): Lose 7.226788 but Gain 1038.375161 Iteration 121Q (87.782102 sec): 100 clusters Score: Raw -3021431.627580 + Penalty 90223.316777 = -2931208.310803 nChanged 16 Deleting Class 141 (3 points): Lose 10.345037 but Gain 1040.766966 Iteration 122Q (87.972545 sec): 99 clusters Score: Raw -3021437.049758 + Penalty 89198.590917 = -2932238.458841 nChanged 16 Deleting Class 57 (43 points): Lose 163.707153 but Gain 1189.532157 Iteration 123Q (88.165310 sec): 98 clusters Score: Raw -3021285.914723 + Penalty 88062.708141 = -2933223.206582 nChanged 56 Deleting Class 108 (10 points): Lose 58.865390 but Gain 1082.410681 Iteration 124Q (88.356700 sec): 97 clusters Score: Raw -3021313.131480 + Penalty 87079.884831 = -2934233.246649 nChanged 43 Deleting Class 179 (10 points): Lose 64.930053 but Gain 1086.955601 Iteration 125Q (88.544739 sec): 96 clusters Score: Raw -3021291.220795 + Penalty 86116.139743 = -2935175.081052 nChanged 30 Deleting Class 66 (15 points): Lose 81.456463 but Gain 1100.971992 Iteration 126Q (88.731134 sec): 95 clusters Score: Raw -3021263.306197 + Penalty 85051.142232 = -2936212.163965 nChanged 26 Deleting Class 127 (68 points): Lose 224.978957 but Gain 1240.793972 Iteration 127Q (88.915499 sec): 94 clusters Score: Raw -3021075.259085 + Penalty 83890.192369 = -2937185.066716 nChanged 78 Deleting Class 212 (6 points): Lose 16.609291 but Gain 1030.356308 Iteration 128Q (89.100852 sec): 93 clusters Score: Raw -3021178.674237 + Penalty 82885.337389 = -2938293.336849 nChanged 30 Deleting Class 126 (6 points): Lose 53.291811 but Gain 1064.636726 Iteration 129Q (89.283283 sec): 92 clusters Score: Raw -3021155.251850 + Penalty 81858.351551 = -2939296.900298 nChanged 23 Deleting Class 105 (16 points): Lose 55.083196 but Gain 1054.912367 Iteration 130F (90.908990 sec): 91 clusters Score: Raw -3021131.001790 + Penalty 80827.010124 = -2940303.991666 nChanged 27 Deleting Class 132 (3 points): Lose 19.919193 but Gain 1016.712031 Iteration 131Q (91.089843 sec): 90 clusters Score: Raw -3021142.948424 + Penalty 79813.484408 = -2941329.464016 nChanged 11 Deleting Class 41 (40 points): Lose 175.476577 but Gain 1169.599648 Iteration 132Q (91.268665 sec): 89 clusters Score: Raw -3020980.247297 + Penalty 78694.632218 = -2942285.615079 nChanged 47 Deleting Class 205 (4 points): Lose 25.156451 but Gain 1018.467014 Iteration 133Q (91.449320 sec): 88 clusters Score: Raw -3021031.631013 + Penalty 77701.784981 = -2943329.846032 nChanged 25 Deleting Class 65 (63 points): Lose 179.076674 but Gain 1170.981223 Iteration 134Q (91.627826 sec): 87 clusters Score: Raw -3020886.223221 + Penalty 76566.530090 = -2944319.693131 nChanged 83 Deleting Class 92 (54 points): Lose 150.335423 but Gain 1140.927048 Iteration 135Q (91.808066 sec): 86 clusters Score: Raw -3020841.623595 + Penalty 75441.705272 = -2945399.918323 nChanged 77 Deleting Class 71 (1 points): Lose 2.350516 but Gain 985.751542 Iteration 136Q (91.988287 sec): 85 clusters Score: Raw -3020928.082898 + Penalty 74476.767767 = -2946451.315130 nChanged 24 Deleting Class 156 (2 points): Lose 8.921365 but Gain 987.413603 Iteration 137Q (92.162974 sec): 84 clusters Score: Raw -3020937.115525 + Penalty 73502.712095 = -2947434.403429 nChanged 16 Deleting Class 22 (3 points): Lose 14.166497 but Gain 988.834310 Iteration 138Q (92.337298 sec): 83 clusters Score: Raw -3020933.343367 + Penalty 72518.574626 = -2948414.768742 nChanged 13 Deleting Class 23 (10 points): Lose 33.382011 but Gain 1007.227302 Iteration 139Q (92.509814 sec): 82 clusters Score: Raw -3020911.100850 + Penalty 71514.396897 = -2949396.703953 nChanged 16 Deleting Class 107 (8 points): Lose 102.787506 but Gain 1071.548702 Iteration 140F (93.976042 sec): 81 clusters Score: Raw -3020826.917369 + Penalty 70433.725481 = -2950393.191888 nChanged 18 Deleting Class 112 (14 points): Lose 44.085813 but Gain 1010.267308 Iteration 141Q (94.154097 sec): 80 clusters Score: Raw -3020801.194410 + Penalty 69429.526511 = -2951371.667899 nChanged 17 Deleting Class 109 (4 points): Lose 19.840682 but Gain 962.056592 Iteration 142Q (94.330603 sec): 79 clusters Score: Raw -3020802.022105 + Penalty 68496.650241 = -2952305.371864 nChanged 13 Deleting Class 217 (3 points): Lose 13.998935 but Gain 950.175477 Iteration 143Q (94.506557 sec): 78 clusters Score: Raw -3020800.313056 + Penalty 67552.485726 = -2953247.827330 nChanged 10 Deleting Class 168 (2 points): Lose 7.471953 but Gain 942.450481 Iteration 144Q (94.686379 sec): 77 clusters Score: Raw -3020800.995622 + Penalty 66612.646370 = -2954188.349252 nChanged 7 Deleting Class 96 (5 points): Lose 14.487123 but Gain 941.116451 Iteration 145Q (94.861497 sec): 76 clusters Score: Raw -3020792.145370 + Penalty 65675.342112 = -2955116.803258 nChanged 6 Deleting Class 16 (2 points): Lose 21.353374 but Gain 947.820429 Iteration 146Q (95.036013 sec): 75 clusters Score: Raw -3020778.461831 + Penalty 64729.675336 = -2956048.786495 nChanged 3 Deleting Class 242 (4 points): Lose 35.727450 but Gain 959.856843 Iteration 147Q (95.208049 sec): 74 clusters Score: Raw -3020748.292612 + Penalty 63769.530899 = -2956978.761714 nChanged 4 Deleting Class 35 (14 points): Lose 76.815963 but Gain 1000.082713 Iteration 148Q (95.379858 sec): 73 clusters Score: Raw -3020681.816865 + Penalty 62765.067488 = -2957916.749377 nChanged 14 Deleting Class 19 (44 points): Lose 163.330390 but Gain 1074.447634 Iteration 149Q (95.555652 sec): 72 clusters Score: Raw -3020542.412585 + Penalty 61688.758460 = -2958853.654124 nChanged 50 Deleting Class 139 (8 points): Lose 255.487040 but Gain 1151.069248 Iteration 150F (96.835916 sec): 71 clusters Score: Raw -3020382.271819 + Penalty 60539.365031 = -2959842.906788 nChanged 25 Deleting Class 143 (4 points): Lose 10.681745 but Gain 899.519115 Iteration 151Q (97.001758 sec): 70 clusters Score: Raw -3020396.101206 + Penalty 59652.428348 = -2960743.672858 nChanged 21 Deleting Class 78 (7 points): Lose 95.468369 but Gain 965.431940 Iteration 152Q (97.165554 sec): 69 clusters Score: Raw -3020316.651873 + Penalty 58685.952630 = -2961630.699244 nChanged 18 Deleting Class 69 (59 points): Lose 279.745722 but Gain 1149.663672 Iteration 153Q (97.328070 sec): 68 clusters Score: Raw -3020074.067010 + Penalty 57775.131021 = -2962298.935989 nChanged 68 Deleting Class 110 (5 points): Lose 37.949122 but Gain 901.560727 Iteration 154Q (97.491679 sec): 67 clusters Score: Raw -3020216.596296 + Penalty 56903.044051 = -2963313.552244 nChanged 23 Deleting Class 81 (130 points): Lose 448.580493 but Gain 1288.420205 Iteration 155Q (97.653154 sec): 66 clusters Score: Raw -3019796.225411 + Penalty 55743.755965 = -2964052.469446 nChanged 146 Deleting Class 130 (52 points): Lose 272.710049 but Gain 1108.312358 Iteration 156Q (97.816872 sec): 65 clusters Score: Raw -3019757.623081 + Penalty 54585.743924 = -2965171.879156 nChanged 91 Deleting Class 88 (123 points): Lose 253.238390 but Gain 1088.202823 Iteration 157Q (97.979196 sec): 64 clusters Score: Raw -3019610.575368 + Penalty 53512.530371 = -2966098.044997 nChanged 148 Deleting Class 183 (5 points): Lose 9.726663 but Gain 841.241200 Iteration 158Q (98.141828 sec): 63 clusters Score: Raw -3019765.051423 + Penalty 52705.354356 = -2967059.697067 nChanged 37 Deleting Class 136 (46 points): Lose 184.219494 but Gain 1007.641050 Iteration 159Q (98.297798 sec): 62 clusters Score: Raw -3019616.551773 + Penalty 51737.702291 = -2967878.849482 nChanged 55 Deleting Class 30 (2 points): Lose 1.465339 but Gain 822.964461 Iteration 160F (99.407941 sec): 61 clusters Score: Raw -3019690.060487 + Penalty 50914.529109 = -2968775.531379 nChanged 26 Deleting Class 93 (16 points): Lose 69.615998 but Gain 876.589578 Iteration 161Q (99.568883 sec): 60 clusters Score: Raw -3019642.339566 + Penalty 50156.052796 = -2969486.286769 nChanged 39 Deleting Class 244 (17 points): Lose 139.454680 but Gain 940.034054 Iteration 162Q (99.723065 sec): 59 clusters Score: Raw -3019548.819399 + Penalty 49254.551106 = -2970294.268293 nChanged 37 Deleting Class 135 (8 points): Lose 47.975921 but Gain 844.202605 Iteration 163Q (99.877185 sec): 58 clusters Score: Raw -3019562.994041 + Penalty 48417.421458 = -2971145.572582 nChanged 30 Deleting Class 84 (155 points): Lose 346.157971 but Gain 1116.723625 Iteration 164Q (100.030297 sec): 57 clusters Score: Raw -3019246.427389 + Penalty 47311.093065 = -2971935.334324 nChanged 172 Deleting Class 196 (5 points): Lose 55.823906 but Gain 824.223084 Iteration 165Q (100.188075 sec): 56 clusters Score: Raw -3019394.248814 + Penalty 46457.046501 = -2972937.202313 nChanged 46 Deleting Class 77 (33 points): Lose 122.875249 but Gain 877.142491 Iteration 166Q (100.339737 sec): 55 clusters Score: Raw -3019302.416082 + Penalty 45582.377564 = -2973720.038518 nChanged 58 Deleting Class 211 (3 points): Lose 65.019327 but Gain 817.983385 Iteration 167Q (100.489081 sec): 54 clusters Score: Raw -3019307.133904 + Penalty 44770.379791 = -2974536.754114 nChanged 26 Deleting Class 73 (14 points): Lose 92.278937 but Gain 844.443797 Iteration 168Q (100.640660 sec): 53 clusters Score: Raw -3019258.456293 + Penalty 43973.312245 = -2975285.144048 nChanged 26 Deleting Class 68 (148 points): Lose 357.588577 but Gain 1095.347789 Iteration 169Q (100.791722 sec): 52 clusters Score: Raw -3018948.757548 + Penalty 42907.862978 = -2976040.894570 nChanged 167 Deleting Class 24 (4 points): Lose 55.757657 but Gain 742.036962 Iteration 170F (101.716487 sec): 51 clusters Score: Raw -3019116.394360 + Penalty 42173.798337 = -2976942.596023 nChanged 50 Deleting Class 86 (258 points): Lose 606.981031 but Gain 1228.042167 Iteration 171Q (101.867445 sec): 50 clusters Score: Raw -3018559.412775 + Penalty 41032.666452 = -2977526.746323 nChanged 271 Deleting Class 8 (76 points): Lose 202.006090 but Gain 784.237878 Iteration 172Q (102.019261 sec): 49 clusters Score: Raw -3018784.032910 + Penalty 40255.480680 = -2978528.552230 nChanged 172 Deleting Class 75 (19 points): Lose 92.131239 but Gain 654.782461 Iteration 173Q (102.166726 sec): 48 clusters Score: Raw -3018844.496861 + Penalty 39572.091086 = -2979272.405775 nChanged 86 Deleting Class 38 (213 points): Lose 712.231363 but Gain 1274.231728 Iteration 174Q (102.313664 sec): 47 clusters Score: Raw -3018200.720708 + Penalty 38352.065736 = -2979848.654972 nChanged 267 Deleting Class 36 (143 points): Lose 559.432512 but Gain 1112.290822 Iteration 175Q (102.462295 sec): 46 clusters Score: Raw -3018072.134664 + Penalty 37307.862677 = -2980764.271987 nChanged 232 Deleting Class 209 (1 points): Lose 6.047868 but Gain 552.330353 Iteration 176Q (102.607563 sec): 45 clusters Score: Raw -3018452.288396 + Penalty 36771.233818 = -2981681.054578 nChanged 83 Deleting Class 37 (200 points): Lose 499.807806 but Gain 930.033428 Iteration 177Q (102.750410 sec): 44 clusters Score: Raw -3018006.381317 + Penalty 35978.266094 = -2982028.115223 nChanged 258 Deleting Class 85 (14 points): Lose 101.720164 but Gain 613.731659 Iteration 178Q (102.899473 sec): 43 clusters Score: Raw -3018248.905057 + Penalty 35454.785044 = -2982794.120013 nChanged 95 Deleting Class 104 (30 points): Lose 224.944720 but Gain 624.287366 Iteration 179Q (103.038043 sec): 42 clusters Score: Raw -3018102.315823 + Penalty 34865.625973 = -2983236.689849 nChanged 98 Deleting Class 201 (5 points): Lose 58.885600 but Gain 448.470809 Iteration 180F (103.794758 sec): 41 clusters Score: Raw -3018169.459713 + Penalty 34428.008071 = -2983741.451641 nChanged 58 Deleting Class 14 (22 points): Lose 590.518083 but Gain 976.177080 Iteration 181Q (103.933656 sec): 40 clusters Score: Raw -3017631.083209 + Penalty 33521.128561 = -2984109.954648 nChanged 62 Deleting Class 111 (3 points): Lose 141.318515 but Gain 520.801385 Iteration 182Q (104.068485 sec): 39 clusters Score: Raw -3017744.770387 + Penalty 32998.513025 = -2984746.257362 nChanged 45 Deleting Class 83 (162 points): Lose 559.379020 but Gain 893.786426 Iteration 183Q (104.200501 sec): 38 clusters Score: Raw -3017270.955575 + Penalty 32116.460744 = -2985154.494831 nChanged 194 Deleting Class 51 (199 points): Lose 734.921586 but Gain 1025.429254 Iteration 184Q (104.334421 sec): 37 clusters Score: Raw -3016889.962794 + Penalty 31094.652390 = -2985795.310404 nChanged 277 Deleting Class 79 (371 points): Lose 851.255038 but Gain 1121.771488 Iteration 185Q (104.470428 sec): 36 clusters Score: Raw -3016506.649166 + Penalty 29985.601112 = -2986521.048054 nChanged 503 Deleting Class 17 (163 points): Lose 759.253953 but Gain 1027.578435 Iteration 186Q (104.605517 sec): 35 clusters Score: Raw -3016310.836352 + Penalty 28965.902743 = -2987344.933610 nChanged 300 Deleting Class 31 (451 points): Lose 1039.938073 but Gain 1330.188167 Iteration 187Q (104.735808 sec): 34 clusters Score: Raw -3015706.713632 + Penalty 27669.567166 = -2988037.146465 nChanged 599 Deleting Class 230 (1 points): Lose 15.729365 but Gain 279.163824 Iteration 188Q (104.868661 sec): 33 clusters Score: Raw -3016547.607870 + Penalty 27368.949945 = -2989178.657925 nChanged 216 Deleting Class 11 (67 points): Lose 197.312697 but Gain 385.769606 Iteration 189Q (104.995641 sec): 32 clusters Score: Raw -3016457.953964 + Penalty 27000.666295 = -2989457.287670 nChanged 215 Deleting Class 12 (173 points): Lose 177.105286 but Gain 316.491795 Iteration 190F (105.588061 sec): 31 clusters Score: Raw -3016496.151484 + Penalty 26730.194246 = -2989765.957237 nChanged 306 Deleting Class 61 (257 points): Lose 1561.116171 but Gain 1703.977236 Iteration 191Q (105.723653 sec): 30 clusters Score: Raw -3015317.986455 + Penalty 25110.381552 = -2990207.604903 nChanged 358 Deleting Class 2 (205 points): Lose 172.964068 but Gain 285.048318 Iteration 192Q (105.850877 sec): 29 clusters Score: Raw -3016004.057281 + Penalty 24827.656544 = -2991176.400737 nChanged 326 Deleting Class 20 (156 points): Lose 213.717844 but Gain 319.697860 Iteration 193Q (105.976259 sec): 28 clusters Score: Raw -3016079.524713 + Penalty 24509.203590 = -2991570.321123 nChanged 272 Deleting Class 52 (443 points): Lose 1324.457830 but Gain 1419.640361 Iteration 194Q (106.098048 sec): 27 clusters Score: Raw -3014990.350608 + Penalty 23156.646509 = -2991833.704099 nChanged 548 Deleting Class 58 (409 points): Lose 1629.508874 but Gain 1677.842996 Iteration 195Q (106.221216 sec): 26 clusters Score: Raw -3014162.380933 + Penalty 21628.936678 = -2992533.444255 nChanged 590 Deleting Class 3 (247 points): Lose 774.880659 but Gain 804.266731 Iteration 196Q (106.349337 sec): 25 clusters Score: Raw -3014259.554171 + Penalty 20894.646172 = -2993364.908000 nChanged 431 Deleting Class 241 (1 points): Lose 31.065117 but Gain 52.738535 Iteration 197Q (106.467350 sec): 24 clusters Score: Raw -3014783.408185 + Penalty 20878.775535 = -2993904.632650 nChanged 204 Iteration 198Q (106.582315 sec): 24 clusters Score: Raw -3014906.904073 + Penalty 20927.452161 = -2993979.451912 nChanged 159 Iteration 199Q (106.704717 sec): 24 clusters Score: Raw -3014984.084125 + Penalty 20961.516781 = -2994022.567344 nChanged 120 Iteration 200F (107.156843 sec): 24 clusters Score: Raw -3015037.927251 + Penalty 20983.270948 = -2994054.656303 nChanged 104 Iteration 201Q (107.270821 sec): 24 clusters Score: Raw -3015089.431687 + Penalty 21015.031777 = -2994074.399910 nChanged 100 Iteration 202Q (107.385695 sec): 24 clusters Score: Raw -3015131.998741 + Penalty 21037.619479 = -2994094.379262 nChanged 80 Iteration 203Q (107.500137 sec): 24 clusters Score: Raw -3015167.423089 + Penalty 21060.819887 = -2994106.603202 nChanged 81 Iteration 204Q (107.615997 sec): 24 clusters Score: Raw -3015208.698230 + Penalty 21091.610740 = -2994117.087490 nChanged 85 Iteration 205Q (107.730084 sec): 24 clusters Score: Raw -3015256.816516 + Penalty 21103.086192 = -2994153.730324 nChanged 66 Iteration 206Q (107.852287 sec): 24 clusters Score: Raw -3015283.036228 + Penalty 21111.174602 = -2994171.861626 nChanged 44 Iteration 207Q (107.966155 sec): 24 clusters Score: Raw -3015296.222026 + Penalty 21118.283254 = -2994177.938772 nChanged 30 Iteration 208Q (108.079773 sec): 24 clusters Score: Raw -3015307.325363 + Penalty 21121.970296 = -2994185.355067 nChanged 25 Iteration 209Q (108.193271 sec): 24 clusters Score: Raw -3015314.304848 + Penalty 21122.621199 = -2994191.683648 nChanged 13 Iteration 210F (108.641520 sec): 24 clusters Score: Raw -3015319.948566 + Penalty 21118.283383 = -2994201.665183 nChanged 11 Iteration 211Q (108.760701 sec): 24 clusters Score: Raw -3015326.284227 + Penalty 21117.334503 = -2994208.949723 nChanged 12 Iteration 212Q (108.875239 sec): 24 clusters Score: Raw -3015336.007518 + Penalty 21136.113280 = -2994199.894237 nChanged 13 Iteration 213F (109.325175 sec): 24 clusters Score: Raw -3015395.344450 + Penalty 21147.789714 = -2994247.554736 nChanged 16 Iteration 214Q (109.439474 sec): 24 clusters Score: Raw -3015433.527075 + Penalty 21142.589217 = -2994290.937858 nChanged 17 Iteration 215Q (109.552838 sec): 24 clusters Score: Raw -3015439.808301 + Penalty 21151.085035 = -2994288.723266 nChanged 22 Iteration 216F (110.000160 sec): 24 clusters Score: Raw -3015496.434086 + Penalty 21140.086320 = -2994356.347766 nChanged 14 Iteration 217Q (110.113974 sec): 24 clusters Score: Raw -3015499.768815 + Penalty 21135.735820 = -2994364.032995 nChanged 10 Iteration 218Q (110.227977 sec): 24 clusters Score: Raw -3015502.093154 + Penalty 21136.746691 = -2994365.346463 nChanged 5 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015502.093154 + Penalty 21136.746691 = -2994365.346463Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.360460 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.365954 sec): 3 clusters Score: Raw -228830.404923 + Penalty 307.911001 = -228522.493922 nChanged 1311 SP:Iteration 1F (110.371361 sec): 3 clusters Score: Raw -230364.776698 + Penalty 331.268485 = -230033.508213 nChanged 166 SP:Iteration 2F (110.376411 sec): 3 clusters Score: Raw -230566.671692 + Penalty 363.814635 = -230202.857056 nChanged 27 SP:Iteration 3Q (110.380681 sec): 3 clusters Score: Raw -230596.137038 + Penalty 322.256950 = -230273.880088 nChanged 6 SP:Iteration 4Q (110.384693 sec): 3 clusters Score: Raw -230596.767946 + Penalty 330.534318 = -230266.233628 nChanged 2 SP:Iteration 5F (110.389859 sec): 3 clusters Score: Raw -230596.745906 + Penalty 348.867807 = -230247.878099 nChanged 2 SP:Iteration 6F (110.394763 sec): 3 clusters Score: Raw -230596.664855 + Penalty 291.992033 = -230304.672822 nChanged 3 SP:Iteration 7Q (110.398983 sec): 3 clusters Score: Raw -230597.960593 + Penalty 155.743991 = -230442.216602 nChanged 1 SP:Iteration 8Q (110.402829 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP:Iteration 9F (110.406723 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.413675 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.417173 sec): 3 clusters Score: Raw -149180.361780 + Penalty 720.759760 = -148459.602021 nChanged 751 SP:Iteration 1F (110.420802 sec): 3 clusters Score: Raw -149626.567193 + Penalty 722.978074 = -148903.589119 nChanged 159 SP:Iteration 2F (110.424208 sec): 3 clusters Score: Raw -149702.680983 + Penalty 726.114138 = -148976.566844 nChanged 110 SP:Iteration 3F (110.427505 sec): 3 clusters Score: Raw -149764.294163 + Penalty 731.781075 = -149032.513088 nChanged 107 SP:Iteration 4F (110.430926 sec): 3 clusters Score: Raw -149848.829680 + Penalty 740.429085 = -149108.400595 nChanged 134 SP:Iteration 5F (110.434303 sec): 3 clusters Score: Raw -149957.798283 + Penalty 752.182821 = -149205.615462 nChanged 126 SP:Iteration 6F (110.437563 sec): 3 clusters Score: Raw -150057.860951 + Penalty 762.306190 = -149295.554761 nChanged 98 SP:Iteration 7F (110.440851 sec): 3 clusters Score: Raw -150119.930407 + Penalty 766.270627 = -149353.659779 nChanged 65 SP:Iteration 8Q (110.444172 sec): 3 clusters Score: Raw -150146.336478 + Penalty 772.010797 = -149374.325681 nChanged 42 SP:Iteration 9Q (110.447425 sec): 3 clusters Score: Raw -150161.027004 + Penalty 777.884299 = -149383.142705 nChanged 27 SP:Iteration 10F (110.450786 sec): 3 clusters Score: Raw -150172.105252 + Penalty 782.321682 = -149389.783570 nChanged 22 SP:Iteration 11Q (110.454255 sec): 3 clusters Score: Raw -150183.891318 + Penalty 785.631385 = -149398.259934 nChanged 19 SP:Iteration 12Q (110.457442 sec): 3 clusters Score: Raw -150196.021855 + Penalty 790.537877 = -149405.483977 nChanged 19 SP:Iteration 13Q (110.460571 sec): 3 clusters Score: Raw -150207.304717 + Penalty 794.755736 = -149412.548981 nChanged 19 SP:Iteration 14Q (110.463667 sec): 3 clusters Score: Raw -150218.001751 + Penalty 798.153756 = -149419.847995 nChanged 12 SP:Iteration 15Q (110.466807 sec): 3 clusters Score: Raw -150223.224242 + Penalty 800.326682 = -149422.897560 nChanged 11 SP:Iteration 16Q (110.469960 sec): 3 clusters Score: Raw -150228.482226 + Penalty 801.631740 = -149426.850486 nChanged 9 SP:Iteration 17Q (110.473035 sec): 3 clusters Score: Raw -150234.390563 + Penalty 799.874925 = -149434.515638 nChanged 10 SP:Iteration 18Q (110.476140 sec): 3 clusters Score: Raw -150239.592437 + Penalty 799.562404 = -149440.030033 nChanged 10 SP:Iteration 19Q (110.479182 sec): 3 clusters Score: Raw -150243.194753 + Penalty 796.633172 = -149446.561582 nChanged 13 SP:Iteration 20F (110.482501 sec): 3 clusters Score: Raw -150250.712568 + Penalty 795.366844 = -149455.345724 nChanged 9 SP:Iteration 21Q (110.485742 sec): 3 clusters Score: Raw -150255.264698 + Penalty 792.289974 = -149462.974724 nChanged 10 SP:Iteration 22Q (110.488750 sec): 3 clusters Score: Raw -150261.875768 + Penalty 789.786295 = -149472.089473 nChanged 6 SP:Iteration 23Q (110.491676 sec): 3 clusters Score: Raw -150265.448038 + Penalty 790.099687 = -149475.348352 nChanged 5 SP:Iteration 24Q (110.494701 sec): 3 clusters Score: Raw -150267.533497 + Penalty 791.246039 = -149476.287458 nChanged 7 SP:Iteration 25Q (110.497925 sec): 3 clusters Score: Raw -150269.210989 + Penalty 791.670156 = -149477.540833 nChanged 5 SP:Iteration 26Q (110.500958 sec): 3 clusters Score: Raw -150270.385202 + Penalty 791.451329 = -149478.933873 nChanged 5 SP:Iteration 27Q (110.503918 sec): 3 clusters Score: Raw -150271.991200 + Penalty 795.194740 = -149476.796460 nChanged 7 SP:Iteration 28F (110.507204 sec): 3 clusters Score: Raw -150272.906095 + Penalty 800.263652 = -149472.642443 nChanged 5 SP:Iteration 29F (110.510471 sec): 3 clusters Score: Raw -150274.314553 + Penalty 802.772731 = -149471.541823 nChanged 3 SP:Iteration 30F (110.513755 sec): 3 clusters Score: Raw -150274.691084 + Penalty 803.287016 = -149471.404068 nChanged 2 SP:Iteration 31F (110.517040 sec): 3 clusters Score: Raw -150274.938488 + Penalty 803.287016 = -149471.651472 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.617285 sec): 2 clusters Score: Raw -1712148.365402 + Penalty 303.705372 = -1711844.660030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.659875 sec): 3 clusters Score: Raw -1697550.083009 + Penalty 784.973480 = -1696765.109528 nChanged 10356 SP:Iteration 1F (110.702350 sec): 3 clusters Score: Raw -1708451.327145 + Penalty 1014.027051 = -1707437.300094 nChanged 2563 SP:Iteration 2F (110.744814 sec): 3 clusters Score: Raw -1711305.937507 + Penalty 1137.458601 = -1710168.478906 nChanged 632 SP:Iteration 3Q (110.785531 sec): 3 clusters Score: Raw -1711940.188354 + Penalty 1180.567758 = -1710759.620596 nChanged 164 SP:Iteration 4Q (110.822858 sec): 3 clusters Score: Raw -1712083.596177 + Penalty 1197.414473 = -1710886.181705 nChanged 73 SP:Iteration 5Q (110.858507 sec): 3 clusters Score: Raw -1712144.779285 + Penalty 1221.683842 = -1710923.095443 nChanged 32 SP:Iteration 6Q (110.893645 sec): 3 clusters Score: Raw -1712172.288460 + Penalty 1226.788673 = -1710945.499787 nChanged 15 SP:Iteration 7Q (110.928283 sec): 3 clusters Score: Raw -1712187.243413 + Penalty 1215.865733 = -1710971.377680 nChanged 10 SP:Iteration 8Q (110.963081 sec): 3 clusters Score: Raw -1712200.864560 + Penalty 1211.102202 = -1710989.762358 nChanged 4 SP:Iteration 9Q (110.997734 sec): 3 clusters Score: Raw -1712205.547839 + Penalty 1207.393804 = -1710998.154035 nChanged 4 SP:Iteration 10F (111.040485 sec): 3 clusters Score: Raw -1712210.136818 + Penalty 1201.927157 = -1711008.209661 nChanged 4 SP:Iteration 11Q (111.074807 sec): 3 clusters Score: Raw -1712214.929039 + Penalty 1200.201684 = -1711014.727356 nChanged 1 SP:Iteration 12Q (111.109770 sec): 3 clusters Score: Raw -1712214.936306 + Penalty 1198.912006 = -1711016.024300 nChanged 1 SP:Iteration 13Q (111.144142 sec): 3 clusters Score: Raw -1712215.418788 + Penalty 1194.187339 = -1711021.231449 nChanged 2 SP:Iteration 14Q (111.179094 sec): 3 clusters Score: Raw -1712216.452087 + Penalty 1194.187339 = -1711022.264748 nChanged 0 SP:Iteration 15F (111.222859 sec): 3 clusters Score: Raw -1712216.452087 + Penalty 1194.187339 = -1711022.264748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.238722 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.240728 sec): 3 clusters Score: Raw -83557.959675 + Penalty 1372.340657 = -82185.619018 nChanged 342 SP:Iteration 1F (111.242650 sec): 3 clusters Score: Raw -83752.975154 + Penalty 1380.705965 = -82372.269189 nChanged 107 SP:Iteration 2F (111.244593 sec): 3 clusters Score: Raw -83831.428364 + Penalty 1390.907903 = -82440.520461 nChanged 68 SP:Iteration 3F (111.246534 sec): 3 clusters Score: Raw -83886.425304 + Penalty 1405.064731 = -82481.360574 nChanged 55 SP:Iteration 4F (111.248478 sec): 3 clusters Score: Raw -83933.155131 + Penalty 1417.450097 = -82515.705035 nChanged 49 SP:Iteration 5F (111.250428 sec): 3 clusters Score: Raw -83971.590509 + Penalty 1429.803514 = -82541.786995 nChanged 32 SP:Iteration 6Q (111.252600 sec): 3 clusters Score: Raw -84002.639507 + Penalty 1439.516216 = -82563.123291 nChanged 33 SP:Iteration 7Q (111.254662 sec): 3 clusters Score: Raw -84031.535214 + Penalty 1442.983661 = -82588.551552 nChanged 21 SP:Iteration 8Q (111.256538 sec): 3 clusters Score: Raw -84052.131866 + Penalty 1445.323418 = -82606.808449 nChanged 14 SP:Iteration 9Q (111.258386 sec): 3 clusters Score: Raw -84066.390845 + Penalty 1449.057680 = -82617.333165 nChanged 10 SP:Iteration 10F (111.260389 sec): 3 clusters Score: Raw -84079.081427 + Penalty 1451.365498 = -82627.715929 nChanged 13 SP:Iteration 11Q (111.262222 sec): 3 clusters Score: Raw -84090.692912 + Penalty 1450.779654 = -82639.913258 nChanged 11 SP:Iteration 12Q (111.264013 sec): 3 clusters Score: Raw -84101.065779 + Penalty 1445.334638 = -82655.731141 nChanged 7 SP:Iteration 13Q (111.265783 sec): 3 clusters Score: Raw -84106.615098 + Penalty 1447.171494 = -82659.443604 nChanged 6 SP:Iteration 14Q (111.267551 sec): 3 clusters Score: Raw -84110.633430 + Penalty 1449.436264 = -82661.197166 nChanged 4 SP:Iteration 15Q (111.269357 sec): 3 clusters Score: Raw -84114.672443 + Penalty 1453.427451 = -82661.244992 nChanged 2 SP:Iteration 16Q (111.271169 sec): 3 clusters Score: Raw -84116.588632 + Penalty 1456.031861 = -82660.556771 nChanged 2 SP:Iteration 17F (111.273179 sec): 3 clusters Score: Raw -84117.690347 + Penalty 1456.563506 = -82661.126841 nChanged 2 SP:Iteration 18Q (111.274981 sec): 3 clusters Score: Raw -84118.333731 + Penalty 1456.319395 = -82662.014336 nChanged 3 SP:Iteration 19Q (111.276737 sec): 3 clusters Score: Raw -84119.384623 + Penalty 1455.687164 = -82663.697459 nChanged 4 SP:Iteration 20F (111.278703 sec): 3 clusters Score: Raw -84121.191675 + Penalty 1462.775685 = -82658.415990 nChanged 4 SP:Iteration 21F (111.280669 sec): 3 clusters Score: Raw -84123.669725 + Penalty 1460.893947 = -82662.775777 nChanged 1 SP:Iteration 22Q (111.282503 sec): 3 clusters Score: Raw -84123.699592 + Penalty 1462.689441 = -82661.010151 nChanged 2 SP:Iteration 23F (111.284578 sec): 3 clusters Score: Raw -84124.722533 + Penalty 1468.611008 = -82656.111524 nChanged 2 SP:Iteration 24F (111.286726 sec): 3 clusters Score: Raw -84126.079952 + Penalty 1468.611008 = -82657.468943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.289928 sec): 2 clusters Score: Raw -65610.295945 + Penalty 986.540664 = -64623.755281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.291634 sec): 3 clusters Score: Raw -65318.589609 + Penalty 1972.379170 = -63346.210439 nChanged 226 SP:Iteration 1F (111.293307 sec): 3 clusters Score: Raw -65513.999886 + Penalty 1971.815129 = -63542.184757 nChanged 61 SP:Iteration 2F (111.294956 sec): 3 clusters Score: Raw -65577.606015 + Penalty 1970.918414 = -63606.687601 nChanged 39 SP:Iteration 3Q (111.296661 sec): 3 clusters Score: Raw -65611.569781 + Penalty 1970.282485 = -63641.287296 nChanged 23 SP:Iteration 4Q (111.298322 sec): 3 clusters Score: Raw -65638.145875 + Penalty 1969.493234 = -63668.652641 nChanged 20 SP:Iteration 5Q (111.299979 sec): 3 clusters Score: Raw -65672.482265 + Penalty 1967.745008 = -63704.737257 nChanged 30 SP:Iteration 6Q (111.301744 sec): 3 clusters Score: Raw -65710.087982 + Penalty 1965.864434 = -63744.223548 nChanged 25 SP:Iteration 7Q (111.303468 sec): 3 clusters Score: Raw -65748.294512 + Penalty 1963.823490 = -63784.471022 nChanged 23 SP:Iteration 8Q (111.305113 sec): 3 clusters Score: Raw -65770.894367 + Penalty 1963.529914 = -63807.364453 nChanged 10 SP:Iteration 9Q (111.306772 sec): 3 clusters Score: Raw -65783.937375 + Penalty 1964.067070 = -63819.870306 nChanged 9 SP:Iteration 10F (111.308449 sec): 3 clusters Score: Raw -65793.239004 + Penalty 1964.365408 = -63828.873597 nChanged 9 SP:Iteration 11Q (111.310049 sec): 3 clusters Score: Raw -65803.470309 + Penalty 1964.144393 = -63839.325916 nChanged 6 SP:Iteration 12Q (111.311681 sec): 3 clusters Score: Raw -65813.658113 + Penalty 1964.127319 = -63849.530794 nChanged 3 SP:Iteration 13Q (111.313285 sec): 3 clusters Score: Raw -65815.710126 + Penalty 1964.359895 = -63851.350231 nChanged 1 SP:Iteration 14Q (111.314884 sec): 3 clusters Score: Raw -65815.888843 + Penalty 1964.359895 = -63851.528948 nChanged 0 SP:Iteration 15F (111.316528 sec): 3 clusters Score: Raw -65815.888843 + Penalty 1964.359895 = -63851.528948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.317154 sec): 2 clusters Score: Raw -1803.429225 + Penalty 129.520285 = -1673.908940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.317437 sec): 3 clusters Score: Raw -1919.833292 + Penalty 291.744401 = -1628.088892 nChanged 5 SP:Iteration 1F (111.317709 sec): 3 clusters Score: Raw -1931.392703 + Penalty 291.744401 = -1639.648303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.320274 sec): 2 clusters Score: Raw -63264.132180 + Penalty 584.387709 = -62679.744470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.321922 sec): 3 clusters Score: Raw -62917.122128 + Penalty 1183.241251 = -61733.880877 nChanged 251 SP:Iteration 1F (111.323510 sec): 3 clusters Score: Raw -63137.698758 + Penalty 1203.950346 = -61933.748412 nChanged 94 SP:Iteration 2F (111.325071 sec): 3 clusters Score: Raw -63238.361486 + Penalty 1215.089139 = -62023.272346 nChanged 46 SP:Iteration 3F (111.326743 sec): 3 clusters Score: Raw -63287.957322 + Penalty 1224.039036 = -62063.918286 nChanged 30 SP:Iteration 4Q (111.328380 sec): 3 clusters Score: Raw -63314.117382 + Penalty 1234.488782 = -62079.628600 nChanged 19 SP:Iteration 5Q (111.329916 sec): 3 clusters Score: Raw -63327.883644 + Penalty 1242.112705 = -62085.770939 nChanged 12 SP:Iteration 6Q (111.331471 sec): 3 clusters Score: Raw -63336.930767 + Penalty 1244.421503 = -62092.509264 nChanged 4 SP:Iteration 7Q (111.332986 sec): 3 clusters Score: Raw -63339.195961 + Penalty 1244.636162 = -62094.559799 nChanged 4 SP:Iteration 8Q (111.334546 sec): 3 clusters Score: Raw -63341.063186 + Penalty 1244.636162 = -62096.427024 nChanged 0 SP:Iteration 9F (111.336112 sec): 3 clusters Score: Raw -63341.063186 + Penalty 1244.636162 = -62096.427024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.338933 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.340021 sec): 3 clusters Score: Raw -39383.689856 + Penalty 776.053910 = -38607.635946 nChanged 167 SP:Iteration 1F (111.341082 sec): 3 clusters Score: Raw -39510.268747 + Penalty 781.936301 = -38728.332447 nChanged 46 SP:Iteration 2F (111.342150 sec): 3 clusters Score: Raw -39539.853217 + Penalty 789.135155 = -38750.718062 nChanged 21 SP:Iteration 3Q (111.343243 sec): 3 clusters Score: Raw -39559.039095 + Penalty 801.474893 = -38757.564202 nChanged 23 SP:Iteration 4Q (111.344325 sec): 3 clusters Score: Raw -39571.824259 + Penalty 819.358051 = -38752.466208 nChanged 22 SP:Iteration 5F (111.345392 sec): 3 clusters Score: Raw -39588.957637 + Penalty 843.784107 = -38745.173530 nChanged 19 SP:Iteration 6F (111.346467 sec): 3 clusters Score: Raw -39603.729742 + Penalty 863.499164 = -38740.230578 nChanged 15 SP:Iteration 7F (111.347535 sec): 3 clusters Score: Raw -39613.338419 + Penalty 885.792807 = -38727.545612 nChanged 12 SP:Iteration 8F (111.348615 sec): 3 clusters Score: Raw -39623.278191 + Penalty 904.288240 = -38718.989951 nChanged 12 SP:Iteration 9F (111.349685 sec): 3 clusters Score: Raw -39632.946179 + Penalty 922.728787 = -38710.217392 nChanged 8 SP:Iteration 10F (111.350842 sec): 3 clusters Score: Raw -39640.652656 + Penalty 954.752297 = -38685.900359 nChanged 8 SP:Iteration 11F (111.351984 sec): 3 clusters Score: Raw -39655.038077 + Penalty 982.284886 = -38672.753190 nChanged 9 SP:Iteration 12F (111.353119 sec): 3 clusters Score: Raw -39670.103977 + Penalty 1010.207275 = -38659.896702 nChanged 7 SP:Iteration 13F (111.354247 sec): 3 clusters Score: Raw -39679.213621 + Penalty 1025.400913 = -38653.812708 nChanged 3 SP:Iteration 14F (111.355298 sec): 3 clusters Score: Raw -39682.513648 + Penalty 1036.479903 = -38646.033744 nChanged 2 SP:Iteration 15F (111.356324 sec): 3 clusters Score: Raw -39684.356299 + Penalty 1047.704803 = -38636.651496 nChanged 3 SP:Iteration 16F (111.357350 sec): 3 clusters Score: Raw -39687.105754 + Penalty 1055.418468 = -38631.687286 nChanged 2 SP:Iteration 17F (111.358382 sec): 3 clusters Score: Raw -39689.740634 + Penalty 1067.580634 = -38622.160000 nChanged 2 SP:Iteration 18F (111.359410 sec): 3 clusters Score: Raw -39697.524004 + Penalty 1072.076183 = -38625.447821 nChanged 3 SP:Iteration 19Q (111.360354 sec): 3 clusters Score: Raw -39705.241570 + Penalty 1077.512915 = -38627.728655 nChanged 1 SP:Iteration 20F (111.361383 sec): 3 clusters Score: Raw -39707.037140 + Penalty 1077.512915 = -38629.524226 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.370466 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.371829 sec): 3 clusters Score: Raw -56837.752784 + Penalty 1835.284276 = -55002.468508 nChanged 166 SP:Iteration 1F (111.373184 sec): 3 clusters Score: Raw -56981.636814 + Penalty 1833.795965 = -55147.840849 nChanged 52 SP:Iteration 2F (111.374539 sec): 3 clusters Score: Raw -57029.716009 + Penalty 1834.475124 = -55195.240885 nChanged 33 SP:Iteration 3F (111.375909 sec): 3 clusters Score: Raw -57075.786844 + Penalty 1838.940451 = -55236.846393 nChanged 32 SP:Iteration 4F (111.377242 sec): 3 clusters Score: Raw -57119.622429 + Penalty 1843.333293 = -55276.289136 nChanged 32 SP:Iteration 5F (111.378564 sec): 3 clusters Score: Raw -57180.910001 + Penalty 1846.455955 = -55334.454046 nChanged 27 SP:Iteration 6Q (111.379853 sec): 3 clusters Score: Raw -57230.067795 + Penalty 1851.771657 = -55378.296138 nChanged 27 SP:Iteration 7Q (111.381133 sec): 3 clusters Score: Raw -57273.043976 + Penalty 1859.421260 = -55413.622716 nChanged 20 SP:Iteration 8Q (111.382484 sec): 3 clusters Score: Raw -57305.827063 + Penalty 1864.130102 = -55441.696961 nChanged 15 SP:Iteration 9Q (111.383904 sec): 3 clusters Score: Raw -57327.126871 + Penalty 1866.591610 = -55460.535261 nChanged 12 SP:Iteration 10F (111.385335 sec): 3 clusters Score: Raw -57347.493759 + Penalty 1867.537407 = -55479.956353 nChanged 12 SP:Iteration 11Q (111.386655 sec): 3 clusters Score: Raw -57368.860356 + Penalty 1870.805704 = -55498.054651 nChanged 9 SP:Iteration 12Q (111.387900 sec): 3 clusters Score: Raw -57381.595472 + Penalty 1874.736956 = -55506.858516 nChanged 7 SP:Iteration 13Q (111.389215 sec): 3 clusters Score: Raw -57390.235647 + Penalty 1876.249451 = -55513.986196 nChanged 2 SP:Iteration 14Q (111.390517 sec): 3 clusters Score: Raw -57393.927926 + Penalty 1876.718464 = -55517.209463 nChanged 2 SP:Iteration 15Q (111.391813 sec): 3 clusters Score: Raw -57398.238989 + Penalty 1876.086491 = -55522.152498 nChanged 4 SP:Iteration 16Q (111.393105 sec): 3 clusters Score: Raw -57408.075773 + Penalty 1876.892402 = -55531.183371 nChanged 1 SP:Iteration 17Q (111.394395 sec): 3 clusters Score: Raw -57410.135693 + Penalty 1878.705691 = -55531.430002 nChanged 3 SP:Iteration 18Q (111.395683 sec): 3 clusters Score: Raw -57415.488019 + Penalty 1880.666445 = -55534.821574 nChanged 3 SP:Iteration 19Q (111.396967 sec): 3 clusters Score: Raw -57421.463475 + Penalty 1882.405973 = -55539.057502 nChanged 3 SP:Iteration 20F (111.398355 sec): 3 clusters Score: Raw -57426.226464 + Penalty 1884.511108 = -55541.715356 nChanged 5 SP:Iteration 21Q (111.399583 sec): 3 clusters Score: Raw -57432.741292 + Penalty 1886.564981 = -55546.176312 nChanged 3 SP:Iteration 22Q (111.400803 sec): 3 clusters Score: Raw -57439.702397 + Penalty 1889.089106 = -55550.613291 nChanged 4 SP:Iteration 23Q (111.402018 sec): 3 clusters Score: Raw -57446.102143 + Penalty 1888.246560 = -55557.855583 nChanged 2 SP:Iteration 24Q (111.403293 sec): 3 clusters Score: Raw -57449.552063 + Penalty 1888.246560 = -55561.305503 nChanged 0 SP:Iteration 25F (111.404723 sec): 3 clusters Score: Raw -57449.552063 + Penalty 1888.246560 = -55561.305503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.406499 sec): 2 clusters Score: Raw -33651.370822 + Penalty 427.239829 = -33224.130993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.407526 sec): 3 clusters Score: Raw -33475.069631 + Penalty 854.866491 = -32620.203140 nChanged 112 SP:Iteration 1F (111.408533 sec): 3 clusters Score: Raw -33579.547385 + Penalty 855.223258 = -32724.324128 nChanged 47 SP:Iteration 2F (111.409501 sec): 3 clusters Score: Raw -33637.746560 + Penalty 854.655483 = -32783.091077 nChanged 30 SP:Iteration 3F (111.410469 sec): 3 clusters Score: Raw -33678.241832 + Penalty 852.437403 = -32825.804429 nChanged 25 SP:Iteration 4F (111.411433 sec): 3 clusters Score: Raw -33711.719372 + Penalty 852.025842 = -32859.693530 nChanged 24 SP:Iteration 5F (111.412398 sec): 3 clusters Score: Raw -33740.686979 + Penalty 852.506689 = -32888.180291 nChanged 17 SP:Iteration 6Q (111.413337 sec): 3 clusters Score: Raw -33757.452394 + Penalty 854.362364 = -32903.090030 nChanged 15 SP:Iteration 7Q (111.414298 sec): 3 clusters Score: Raw -33770.732740 + Penalty 856.273242 = -32914.459497 nChanged 7 SP:Iteration 8Q (111.415273 sec): 3 clusters Score: Raw -33773.954312 + Penalty 856.952656 = -32917.001656 nChanged 2 SP:Iteration 9Q (111.416214 sec): 3 clusters Score: Raw -33775.268200 + Penalty 858.931249 = -32916.336951 nChanged 6 SP:Iteration 10F (111.417217 sec): 3 clusters Score: Raw -33779.889231 + Penalty 860.027227 = -32919.862003 nChanged 3 SP:Iteration 11Q (111.418167 sec): 3 clusters Score: Raw -33782.011780 + Penalty 861.980832 = -32920.030948 nChanged 6 SP:Iteration 12Q (111.419108 sec): 3 clusters Score: Raw -33787.219783 + Penalty 862.528560 = -32924.691222 nChanged 1 SP:Iteration 13Q (111.420045 sec): 3 clusters Score: Raw -33787.587877 + Penalty 863.073870 = -32924.514007 nChanged 1 SP:Iteration 14F (111.421044 sec): 3 clusters Score: Raw -33787.810890 + Penalty 863.073870 = -32924.737021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.421858 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.422298 sec): 3 clusters Score: Raw -10868.832796 + Penalty 184.224979 = -10684.607816 nChanged 52 SP:Iteration 1F (111.422712 sec): 3 clusters Score: Raw -10945.914495 + Penalty 34.018850 = -10911.895645 nChanged 2 SP:Iteration 2Q (111.423093 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 3F (111.423480 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.424382 sec): 2 clusters Score: Raw -5809.831862 + Penalty 150.757933 = -5659.073929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.424765 sec): 3 clusters Score: Raw -5879.071868 + Penalty 302.820762 = -5576.251105 nChanged 25 SP:Iteration 1F (111.425139 sec): 3 clusters Score: Raw -5954.356495 + Penalty 308.688528 = -5645.667967 nChanged 5 SP:Iteration 2F (111.425510 sec): 3 clusters Score: Raw -5969.933516 + Penalty 308.688528 = -5661.244987 nChanged 0 Score: Raw -3036332.233597 + Penalty 21506.941384 = -3014825.292212 Splitting cluster 25 changes total score from -2994365.346463 to -3014825.292212 So it's getting split into cluster 2. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.889415 sec): 2 clusters Score: Raw -118920.463823 + Penalty 491.717405 = -118428.746418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.892323 sec): 3 clusters Score: Raw -118189.534208 + Penalty 985.907766 = -117203.626442 nChanged 525 SP:Iteration 1F (111.895044 sec): 3 clusters Score: Raw -118569.650159 + Penalty 986.373989 = -117583.276170 nChanged 131 SP:Iteration 2F (111.897838 sec): 3 clusters Score: Raw -118689.446573 + Penalty 985.605908 = -117703.840665 nChanged 121 SP:Iteration 3F (111.900596 sec): 3 clusters Score: Raw -118798.610576 + Penalty 980.841806 = -117817.768770 nChanged 98 SP:Iteration 4F (111.903334 sec): 3 clusters Score: Raw -118872.283056 + Penalty 977.657342 = -117894.625714 nChanged 61 SP:Iteration 5Q (111.905959 sec): 3 clusters Score: Raw -118911.793771 + Penalty 977.308486 = -117934.485285 nChanged 44 SP:Iteration 6Q (111.908564 sec): 3 clusters Score: Raw -118938.807658 + Penalty 978.375544 = -117960.432114 nChanged 33 SP:Iteration 7Q (111.911198 sec): 3 clusters Score: Raw -118953.617347 + Penalty 979.107955 = -117974.509392 nChanged 19 SP:Iteration 8Q (111.913851 sec): 3 clusters Score: Raw -118957.680489 + Penalty 978.338197 = -117979.342292 nChanged 13 SP:Iteration 9Q (111.916510 sec): 3 clusters Score: Raw -118960.508955 + Penalty 977.806590 = -117982.702365 nChanged 6 SP:Iteration 10F (111.919300 sec): 3 clusters Score: Raw -118962.212460 + Penalty 978.075123 = -117984.137337 nChanged 1 SP:Iteration 11Q (111.922142 sec): 3 clusters Score: Raw -118962.257446 + Penalty 978.075123 = -117984.182323 nChanged 0 SP:Iteration 12F (111.924861 sec): 3 clusters Score: Raw -118962.257446 + Penalty 978.075123 = -117984.182323 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.928864 sec): 2 clusters Score: Raw -70714.319912 + Penalty 447.734731 = -70266.585181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.930659 sec): 3 clusters Score: Raw -70280.269313 + Penalty 921.652561 = -69358.616752 nChanged 308 SP:Iteration 1F (111.932392 sec): 3 clusters Score: Raw -70627.911310 + Penalty 954.856405 = -69673.054905 nChanged 96 SP:Iteration 2F (111.934060 sec): 3 clusters Score: Raw -70732.177037 + Penalty 966.887317 = -69765.289720 nChanged 42 SP:Iteration 3F (111.935689 sec): 3 clusters Score: Raw -70766.978725 + Penalty 973.268391 = -69793.710334 nChanged 20 SP:Iteration 4Q (111.937262 sec): 3 clusters Score: Raw -70778.058748 + Penalty 978.618316 = -69799.440431 nChanged 15 SP:Iteration 5Q (111.938807 sec): 3 clusters Score: Raw -70791.361296 + Penalty 984.803740 = -69806.557556 nChanged 9 SP:Iteration 6Q (111.940407 sec): 3 clusters Score: Raw -70798.523580 + Penalty 989.132487 = -69809.391094 nChanged 8 SP:Iteration 7Q (111.941949 sec): 3 clusters Score: Raw -70801.775975 + Penalty 991.087753 = -69810.688222 nChanged 4 SP:Iteration 8Q (111.943479 sec): 3 clusters Score: Raw -70803.865239 + Penalty 994.221633 = -69809.643607 nChanged 6 SP:Iteration 9F (111.945101 sec): 3 clusters Score: Raw -70806.547275 + Penalty 996.944135 = -69809.603140 nChanged 4 SP:Iteration 10F (111.946718 sec): 3 clusters Score: Raw -70808.377516 + Penalty 998.205778 = -69810.171739 nChanged 1 SP:Iteration 11Q (111.948220 sec): 3 clusters Score: Raw -70808.364131 + Penalty 998.213196 = -69810.150934 nChanged 1 SP:Iteration 12F (111.949812 sec): 3 clusters Score: Raw -70808.305874 + Penalty 998.213196 = -69810.092677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.952379 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.953921 sec): 3 clusters Score: Raw -55634.061388 + Penalty 1784.097944 = -53849.963445 nChanged 179 SP:Iteration 1F (111.955419 sec): 3 clusters Score: Raw -55795.289457 + Penalty 1780.080287 = -54015.209170 nChanged 42 SP:Iteration 2F (111.956905 sec): 3 clusters Score: Raw -55837.594817 + Penalty 1776.679186 = -54060.915631 nChanged 31 SP:Iteration 3Q (111.958321 sec): 3 clusters Score: Raw -55867.344986 + Penalty 1774.501145 = -54092.843841 nChanged 19 SP:Iteration 4Q (111.959720 sec): 3 clusters Score: Raw -55891.965069 + Penalty 1773.649297 = -54118.315772 nChanged 17 SP:Iteration 5Q (111.961109 sec): 3 clusters Score: Raw -55905.581894 + Penalty 1773.757446 = -54131.824448 nChanged 7 SP:Iteration 6Q (111.962517 sec): 3 clusters Score: Raw -55918.749958 + Penalty 1773.669461 = -54145.080497 nChanged 11 SP:Iteration 7Q (111.963938 sec): 3 clusters Score: Raw -55934.096063 + Penalty 1772.341597 = -54161.754466 nChanged 10 SP:Iteration 8Q (111.965342 sec): 3 clusters Score: Raw -55945.479159 + Penalty 1772.674886 = -54172.804273 nChanged 9 SP:Iteration 9Q (111.966725 sec): 3 clusters Score: Raw -55959.394556 + Penalty 1773.648111 = -54185.746446 nChanged 5 SP:Iteration 10F (111.968135 sec): 3 clusters Score: Raw -55967.163734 + Penalty 1774.548470 = -54192.615264 nChanged 4 SP:Iteration 11Q (111.969516 sec): 3 clusters Score: Raw -55972.805962 + Penalty 1775.699361 = -54197.106601 nChanged 3 SP:Iteration 12Q (111.970903 sec): 3 clusters Score: Raw -55975.229165 + Penalty 1775.715504 = -54199.513661 nChanged 2 SP:Iteration 13Q (111.972299 sec): 3 clusters Score: Raw -55977.114571 + Penalty 1775.916441 = -54201.198129 nChanged 3 SP:Iteration 14Q (111.973703 sec): 3 clusters Score: Raw -55979.066714 + Penalty 1775.403715 = -54203.662999 nChanged 1 SP:Iteration 15Q (111.975082 sec): 3 clusters Score: Raw -55980.808452 + Penalty 1774.738981 = -54206.069471 nChanged 3 SP:Iteration 16Q (111.976480 sec): 3 clusters Score: Raw -55986.427979 + Penalty 1773.489752 = -54212.938227 nChanged 4 SP:Iteration 17Q (111.977855 sec): 3 clusters Score: Raw -55994.397108 + Penalty 1771.010561 = -54223.386547 nChanged 6 SP:Iteration 18Q (111.979224 sec): 3 clusters Score: Raw -56003.499383 + Penalty 1770.128328 = -54233.371054 nChanged 5 SP:Iteration 19Q (111.980571 sec): 3 clusters Score: Raw -56014.074057 + Penalty 1773.262043 = -54240.812014 nChanged 11 SP:Iteration 20F (111.982010 sec): 3 clusters Score: Raw -56025.540823 + Penalty 1776.983019 = -54248.557803 nChanged 12 SP:Iteration 21Q (111.983379 sec): 3 clusters Score: Raw -56036.314123 + Penalty 1779.915836 = -54256.398287 nChanged 8 SP:Iteration 22Q (111.984747 sec): 3 clusters Score: Raw -56044.154974 + Penalty 1783.521435 = -54260.633539 nChanged 7 SP:Iteration 23Q (111.986219 sec): 3 clusters Score: Raw -56049.327702 + Penalty 1786.722462 = -54262.605240 nChanged 6 SP:Iteration 24Q (111.987657 sec): 3 clusters Score: Raw -56054.065639 + Penalty 1789.515283 = -54264.550355 nChanged 7 SP:Iteration 25Q (111.989076 sec): 3 clusters Score: Raw -56060.866141 + Penalty 1792.922532 = -54267.943609 nChanged 6 SP:Iteration 26Q (111.990462 sec): 3 clusters Score: Raw -56074.235981 + Penalty 1795.128201 = -54279.107779 nChanged 6 SP:Iteration 27Q (111.991827 sec): 3 clusters Score: Raw -56083.099492 + Penalty 1793.518353 = -54289.581139 nChanged 5 SP:Iteration 28Q (111.993193 sec): 3 clusters Score: Raw -56094.091500 + Penalty 1795.206022 = -54298.885478 nChanged 7 SP:Iteration 29Q (111.994557 sec): 3 clusters Score: Raw -56103.425773 + Penalty 1799.214322 = -54304.211451 nChanged 9 SP:Iteration 30F (111.995977 sec): 3 clusters Score: Raw -56115.305332 + Penalty 1802.649695 = -54312.655636 nChanged 6 SP:Iteration 31Q (111.997321 sec): 3 clusters Score: Raw -56120.618312 + Penalty 1805.402524 = -54315.215789 nChanged 7 SP:Iteration 32Q (111.998648 sec): 3 clusters Score: Raw -56130.252949 + Penalty 1806.749358 = -54323.503591 nChanged 4 SP:Iteration 33Q (111.999999 sec): 3 clusters Score: Raw -56135.630617 + Penalty 1809.950373 = -54325.680243 nChanged 5 SP:Iteration 34Q (112.001338 sec): 3 clusters Score: Raw -56139.436204 + Penalty 1811.692401 = -54327.743804 nChanged 3 SP:Iteration 35Q (112.002680 sec): 3 clusters Score: Raw -56142.388275 + Penalty 1815.608895 = -54326.779381 nChanged 8 SP:Iteration 36F (112.004110 sec): 3 clusters Score: Raw -56154.032229 + Penalty 1815.864865 = -54338.167364 nChanged 2 SP:Iteration 37Q (112.005446 sec): 3 clusters Score: Raw -56156.336778 + Penalty 1816.540885 = -54339.795892 nChanged 1 SP:Iteration 38Q (112.006781 sec): 3 clusters Score: Raw -56160.007102 + Penalty 1817.153969 = -54342.853133 nChanged 1 SP:Iteration 39Q (112.008120 sec): 3 clusters Score: Raw -56160.757541 + Penalty 1817.153969 = -54343.603572 nChanged 0 SP:Iteration 40F (112.009547 sec): 3 clusters Score: Raw -56160.757541 + Penalty 1817.153969 = -54343.603572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.010183 sec): 2 clusters Score: Raw -2468.909018 + Penalty 70.790586 = -2398.118433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.010448 sec): 3 clusters Score: Raw -2544.199539 + Penalty 254.121671 = -2290.077868 nChanged 12 SP:Iteration 1F (112.010697 sec): 3 clusters Score: Raw -2608.656967 + Penalty 254.121671 = -2354.535296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.012227 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.013208 sec): 3 clusters Score: Raw -30623.878547 + Penalty 1886.313416 = -28737.565131 nChanged 64 SP:Iteration 1F (112.014128 sec): 3 clusters Score: Raw -30736.143230 + Penalty 1886.429346 = -28849.713884 nChanged 20 SP:Iteration 2F (112.015043 sec): 3 clusters Score: Raw -30780.330267 + Penalty 1886.352281 = -28893.977986 nChanged 10 SP:Iteration 3Q (112.015927 sec): 3 clusters Score: Raw -30800.205421 + Penalty 1886.223282 = -28913.982138 nChanged 3 SP:Iteration 4Q (112.016805 sec): 3 clusters Score: Raw -30806.668550 + Penalty 1886.188781 = -28920.479769 nChanged 1 SP:Iteration 5Q (112.017740 sec): 3 clusters Score: Raw -30808.267346 + Penalty 1886.112183 = -28922.155163 nChanged 2 SP:Iteration 6Q (112.018658 sec): 3 clusters Score: Raw -30809.539190 + Penalty 1886.112183 = -28923.427007 nChanged 0 SP:Iteration 7F (112.019618 sec): 3 clusters Score: Raw -30809.539190 + Penalty 1886.112183 = -28923.427007 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.024288 sec): 2 clusters Score: Raw -112413.023427 + Penalty 972.021308 = -111441.002119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.026922 sec): 3 clusters Score: Raw -111801.466684 + Penalty 1943.588188 = -109857.878496 nChanged 409 SP:Iteration 1F (112.029460 sec): 3 clusters Score: Raw -112070.237816 + Penalty 1942.427448 = -110127.810369 nChanged 131 SP:Iteration 2F (112.031962 sec): 3 clusters Score: Raw -112168.735641 + Penalty 1942.035868 = -110226.699774 nChanged 72 SP:Iteration 3F (112.034459 sec): 3 clusters Score: Raw -112212.318740 + Penalty 1941.600285 = -110270.718455 nChanged 43 SP:Iteration 4Q (112.036995 sec): 3 clusters Score: Raw -112239.319513 + Penalty 1940.653283 = -110298.666230 nChanged 36 SP:Iteration 5Q (112.039564 sec): 3 clusters Score: Raw -112259.275607 + Penalty 1940.713679 = -110318.561928 nChanged 26 SP:Iteration 6Q (112.042130 sec): 3 clusters Score: Raw -112275.519171 + Penalty 1940.047768 = -110335.471404 nChanged 17 SP:Iteration 7Q (112.044682 sec): 3 clusters Score: Raw -112286.326504 + Penalty 1939.481768 = -110346.844736 nChanged 15 SP:Iteration 8Q (112.047163 sec): 3 clusters Score: Raw -112295.412108 + Penalty 1939.122281 = -110356.289827 nChanged 22 SP:Iteration 9Q (112.049646 sec): 3 clusters Score: Raw -112311.422323 + Penalty 1938.602752 = -110372.819570 nChanged 19 SP:Iteration 10F (112.052141 sec): 3 clusters Score: Raw -112321.395439 + Penalty 1938.243976 = -110383.151464 nChanged 14 SP:Iteration 11Q (112.054895 sec): 3 clusters Score: Raw -112330.178743 + Penalty 1937.985493 = -110392.193250 nChanged 11 SP:Iteration 12Q (112.057558 sec): 3 clusters Score: Raw -112339.480472 + Penalty 1937.751483 = -110401.728989 nChanged 12 SP:Iteration 13Q (112.060069 sec): 3 clusters Score: Raw -112346.757344 + Penalty 1937.729430 = -110409.027913 nChanged 10 SP:Iteration 14Q (112.062548 sec): 3 clusters Score: Raw -112350.411266 + Penalty 1937.492706 = -110412.918560 nChanged 6 SP:Iteration 15Q (112.065059 sec): 3 clusters Score: Raw -112354.985644 + Penalty 1936.854284 = -110418.131360 nChanged 9 SP:Iteration 16Q (112.067610 sec): 3 clusters Score: Raw -112359.822345 + Penalty 1936.188611 = -110423.633734 nChanged 7 SP:Iteration 17Q (112.070123 sec): 3 clusters Score: Raw -112362.654706 + Penalty 1935.940894 = -110426.713812 nChanged 3 SP:Iteration 18Q (112.072594 sec): 3 clusters Score: Raw -112363.441275 + Penalty 1936.099326 = -110427.341949 nChanged 1 SP:Iteration 19Q (112.075067 sec): 3 clusters Score: Raw -112363.796363 + Penalty 1936.099326 = -110427.697037 nChanged 0 SP:Iteration 20F (112.077586 sec): 3 clusters Score: Raw -112363.796363 + Penalty 1936.099326 = -110427.697037 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.080747 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.082358 sec): 3 clusters Score: Raw -62911.756545 + Penalty 950.968323 = -61960.788222 nChanged 249 SP:Iteration 1F (112.083973 sec): 3 clusters Score: Raw -63119.257545 + Penalty 998.699626 = -62120.557920 nChanged 101 SP:Iteration 2F (112.085586 sec): 3 clusters Score: Raw -63242.061077 + Penalty 1029.134436 = -62212.926641 nChanged 49 SP:Iteration 3F (112.087313 sec): 3 clusters Score: Raw -63285.159729 + Penalty 1047.800316 = -62237.359412 nChanged 24 SP:Iteration 4Q (112.089005 sec): 3 clusters Score: Raw -63311.086632 + Penalty 1069.780315 = -62241.306317 nChanged 20 SP:Iteration 5Q (112.090669 sec): 3 clusters Score: Raw -63331.742185 + Penalty 1082.742436 = -62248.999748 nChanged 12 SP:Iteration 6Q (112.092231 sec): 3 clusters Score: Raw -63339.517039 + Penalty 1090.927455 = -62248.589584 nChanged 6 SP:Iteration 7F (112.093877 sec): 3 clusters Score: Raw -63343.822408 + Penalty 1094.826404 = -62248.996005 nChanged 4 SP:Iteration 8Q (112.095415 sec): 3 clusters Score: Raw -63346.054647 + Penalty 1097.720175 = -62248.334473 nChanged 2 SP:Iteration 9F (112.097033 sec): 3 clusters Score: Raw -63346.322266 + Penalty 1097.720175 = -62248.602092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.099795 sec): 2 clusters Score: Raw -59312.413925 + Penalty 925.968349 = -58386.445576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.101311 sec): 3 clusters Score: Raw -59079.630569 + Penalty 1851.091394 = -57228.539175 nChanged 160 SP:Iteration 1F (112.102770 sec): 3 clusters Score: Raw -59227.750109 + Penalty 1852.205475 = -57375.544634 nChanged 49 SP:Iteration 2F (112.104216 sec): 3 clusters Score: Raw -59300.015515 + Penalty 1852.227716 = -57447.787799 nChanged 40 SP:Iteration 3F (112.105668 sec): 3 clusters Score: Raw -59350.894694 + Penalty 1853.252561 = -57497.642133 nChanged 29 SP:Iteration 4Q (112.107100 sec): 3 clusters Score: Raw -59387.998669 + Penalty 1853.805797 = -57534.192872 nChanged 22 SP:Iteration 5Q (112.108514 sec): 3 clusters Score: Raw -59423.835055 + Penalty 1854.000516 = -57569.834540 nChanged 20 SP:Iteration 6Q (112.109916 sec): 3 clusters Score: Raw -59447.379656 + Penalty 1854.286694 = -57593.092962 nChanged 7 SP:Iteration 7Q (112.111306 sec): 3 clusters Score: Raw -59461.368738 + Penalty 1854.986294 = -57606.382444 nChanged 7 SP:Iteration 8Q (112.112673 sec): 3 clusters Score: Raw -59471.445086 + Penalty 1855.046196 = -57616.398890 nChanged 6 SP:Iteration 9Q (112.114091 sec): 3 clusters Score: Raw -59477.578204 + Penalty 1855.441035 = -57622.137169 nChanged 4 SP:Iteration 10F (112.115549 sec): 3 clusters Score: Raw -59480.412019 + Penalty 1855.854508 = -57624.557511 nChanged 2 SP:Iteration 11Q (112.116932 sec): 3 clusters Score: Raw -59485.634337 + Penalty 1855.768768 = -57629.865569 nChanged 2 SP:Iteration 12Q (112.118312 sec): 3 clusters Score: Raw -59486.749154 + Penalty 1855.425652 = -57631.323502 nChanged 2 SP:Iteration 13Q (112.119804 sec): 3 clusters Score: Raw -59487.413433 + Penalty 1855.588756 = -57631.824676 nChanged 1 SP:Iteration 14Q (112.121261 sec): 3 clusters Score: Raw -59488.279856 + Penalty 1855.887592 = -57632.392265 nChanged 1 SP:Iteration 15Q (112.122708 sec): 3 clusters Score: Raw -59489.443838 + Penalty 1855.887592 = -57633.556246 nChanged 0 SP:Iteration 16F (112.124146 sec): 3 clusters Score: Raw -59489.443838 + Penalty 1855.887592 = -57633.556246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.126133 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.127094 sec): 3 clusters Score: Raw -30531.187509 + Penalty 1170.629556 = -29360.557953 nChanged 94 SP:Iteration 1F (112.127987 sec): 3 clusters Score: Raw -30627.425032 + Penalty 1185.512691 = -29441.912341 nChanged 39 SP:Iteration 2F (112.128873 sec): 3 clusters Score: Raw -30680.302412 + Penalty 1207.170070 = -29473.132342 nChanged 22 SP:Iteration 3F (112.129752 sec): 3 clusters Score: Raw -30709.434966 + Penalty 1234.252896 = -29475.182070 nChanged 19 SP:Iteration 4F (112.130626 sec): 3 clusters Score: Raw -30735.338935 + Penalty 1255.000475 = -29480.338459 nChanged 14 SP:Iteration 5Q (112.131482 sec): 3 clusters Score: Raw -30758.079631 + Penalty 1271.644228 = -29486.435404 nChanged 7 SP:Iteration 6Q (112.132329 sec): 3 clusters Score: Raw -30770.900599 + Penalty 1283.249436 = -29487.651163 nChanged 6 SP:Iteration 7Q (112.133169 sec): 3 clusters Score: Raw -30781.986127 + Penalty 1285.696801 = -29496.289325 nChanged 2 SP:Iteration 8Q (112.134002 sec): 3 clusters Score: Raw -30787.655603 + Penalty 1291.771983 = -29495.883620 nChanged 2 SP:Iteration 9F (112.134870 sec): 3 clusters Score: Raw -30792.581088 + Penalty 1296.768284 = -29495.812803 nChanged 2 SP:Iteration 10F (112.135737 sec): 3 clusters Score: Raw -30796.284165 + Penalty 1299.300033 = -29496.984132 nChanged 1 SP:Iteration 11Q (112.136575 sec): 3 clusters Score: Raw -30797.166237 + Penalty 1299.300033 = -29497.866204 nChanged 0 SP:Iteration 12F (112.137443 sec): 3 clusters Score: Raw -30797.166237 + Penalty 1299.300033 = -29497.866204 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.140911 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.142880 sec): 3 clusters Score: Raw -77742.199790 + Penalty 1464.234642 = -76277.965148 nChanged 315 SP:Iteration 1F (112.144839 sec): 3 clusters Score: Raw -77971.981977 + Penalty 1479.679333 = -76492.302643 nChanged 121 SP:Iteration 2F (112.146753 sec): 3 clusters Score: Raw -78137.100518 + Penalty 1499.184906 = -76637.915612 nChanged 91 SP:Iteration 3F (112.148721 sec): 3 clusters Score: Raw -78279.086465 + Penalty 1514.203179 = -76764.883286 nChanged 56 SP:Iteration 4F (112.150589 sec): 3 clusters Score: Raw -78338.093451 + Penalty 1521.452696 = -76816.640755 nChanged 31 SP:Iteration 5Q (112.152377 sec): 3 clusters Score: Raw -78368.558912 + Penalty 1526.237130 = -76842.321782 nChanged 20 SP:Iteration 6Q (112.154327 sec): 3 clusters Score: Raw -78388.101660 + Penalty 1531.454377 = -76856.647282 nChanged 12 SP:Iteration 7Q (112.156228 sec): 3 clusters Score: Raw -78396.767680 + Penalty 1534.530741 = -76862.236939 nChanged 8 SP:Iteration 8Q (112.157995 sec): 3 clusters Score: Raw -78403.455658 + Penalty 1537.366831 = -76866.088826 nChanged 8 SP:Iteration 9Q (112.159777 sec): 3 clusters Score: Raw -78408.371926 + Penalty 1540.651512 = -76867.720413 nChanged 6 SP:Iteration 10F (112.161663 sec): 3 clusters Score: Raw -78413.526158 + Penalty 1543.102489 = -76870.423668 nChanged 4 SP:Iteration 11Q (112.163406 sec): 3 clusters Score: Raw -78415.495902 + Penalty 1544.934281 = -76870.561621 nChanged 3 SP:Iteration 12Q (112.165124 sec): 3 clusters Score: Raw -78416.999374 + Penalty 1545.572280 = -76871.427094 nChanged 1 SP:Iteration 13Q (112.166901 sec): 3 clusters Score: Raw -78417.252698 + Penalty 1545.572280 = -76871.680418 nChanged 0 SP:Iteration 14F (112.168783 sec): 3 clusters Score: Raw -78417.252698 + Penalty 1545.572280 = -76871.680418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.170940 sec): 2 clusters Score: Raw -31172.269891 + Penalty 441.362854 = -30730.907037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.171975 sec): 3 clusters Score: Raw -30999.188872 + Penalty 881.201008 = -30117.987865 nChanged 133 SP:Iteration 1F (112.173022 sec): 3 clusters Score: Raw -31190.802267 + Penalty 886.065573 = -30304.736694 nChanged 43 SP:Iteration 2F (112.174037 sec): 3 clusters Score: Raw -31240.353772 + Penalty 888.610476 = -30351.743296 nChanged 13 SP:Iteration 3Q (112.175018 sec): 3 clusters Score: Raw -31259.428831 + Penalty 888.017984 = -30371.410847 nChanged 7 SP:Iteration 4Q (112.175995 sec): 3 clusters Score: Raw -31265.611087 + Penalty 887.450447 = -30378.160640 nChanged 5 SP:Iteration 5Q (112.176966 sec): 3 clusters Score: Raw -31269.288989 + Penalty 887.118640 = -30382.170349 nChanged 5 SP:Iteration 6Q (112.177937 sec): 3 clusters Score: Raw -31280.628662 + Penalty 885.518726 = -30395.109936 nChanged 5 SP:Iteration 7Q (112.178905 sec): 3 clusters Score: Raw -31294.904641 + Penalty 884.036726 = -30410.867915 nChanged 5 SP:Iteration 8Q (112.179872 sec): 3 clusters Score: Raw -31305.972096 + Penalty 884.021069 = -30421.951027 nChanged 6 SP:Iteration 9Q (112.180834 sec): 3 clusters Score: Raw -31312.944586 + Penalty 884.023387 = -30428.921200 nChanged 4 SP:Iteration 10F (112.181842 sec): 3 clusters Score: Raw -31317.187112 + Penalty 885.783615 = -30431.403497 nChanged 6 SP:Iteration 11Q (112.182800 sec): 3 clusters Score: Raw -31320.691601 + Penalty 887.349810 = -30433.341791 nChanged 6 SP:Iteration 12Q (112.183759 sec): 3 clusters Score: Raw -31324.615918 + Penalty 887.349810 = -30437.266108 nChanged 0 SP:Iteration 13F (112.184765 sec): 3 clusters Score: Raw -31324.615918 + Penalty 887.349810 = -30437.266108 nChanged 0 Iteration 219Q (112.318169 sec): 25 clusters Score: Raw -3015653.298031 + Penalty 21501.662653 = -2994151.635378 nChanged 8 Iteration 220F (112.791254 sec): 25 clusters Score: Raw -3015662.374433 + Penalty 21507.603224 = -2994154.771209 nChanged 6 Iteration 221Q (112.910409 sec): 25 clusters Score: Raw -3015663.831047 + Penalty 21505.463657 = -2994158.367390 nChanged 5 Iteration 222Q (113.025176 sec): 25 clusters Score: Raw -3015668.669151 + Penalty 21501.049797 = -2994167.619354 nChanged 2 Iteration 223Q (113.139694 sec): 25 clusters Score: Raw -3015675.004584 + Penalty 21501.049797 = -2994173.954787 nChanged 0 Iteration 224F (113.614094 sec): 25 clusters Score: Raw -3015675.004584 + Penalty 21501.049797 = -2994173.954787 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015675.004584 + Penalty 21501.049797 = -2994173.954787Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.747490 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.752832 sec): 3 clusters Score: Raw -228802.020175 + Penalty 306.878202 = -228495.141972 nChanged 1286 SP:Iteration 1F (113.758227 sec): 3 clusters Score: Raw -229509.530689 + Penalty 297.898161 = -229211.632528 nChanged 387 SP:Iteration 2F (113.763671 sec): 3 clusters Score: Raw -229804.006001 + Penalty 284.789574 = -229519.216428 nChanged 283 SP:Iteration 3F (113.768727 sec): 3 clusters Score: Raw -229989.797581 + Penalty 275.106648 = -229714.690933 nChanged 150 SP:Iteration 4F (113.773859 sec): 3 clusters Score: Raw -230093.377215 + Penalty 264.546732 = -229828.830484 nChanged 112 SP:Iteration 5Q (113.778963 sec): 3 clusters Score: Raw -230180.296551 + Penalty 261.268761 = -229919.027790 nChanged 81 SP:Iteration 6Q (113.783905 sec): 3 clusters Score: Raw -230242.753770 + Penalty 257.416233 = -229985.337537 nChanged 79 SP:Iteration 7Q (113.788736 sec): 3 clusters Score: Raw -230305.462529 + Penalty 253.111043 = -230052.351486 nChanged 85 SP:Iteration 8Q (113.793810 sec): 3 clusters Score: Raw -230364.111157 + Penalty 250.644859 = -230113.466299 nChanged 66 SP:Iteration 9Q (113.798425 sec): 3 clusters Score: Raw -230411.001331 + Penalty 248.740175 = -230162.261156 nChanged 53 SP:Iteration 10F (113.803495 sec): 3 clusters Score: Raw -230438.297173 + Penalty 247.320215 = -230190.976957 nChanged 52 SP:Iteration 11Q (113.808010 sec): 3 clusters Score: Raw -230472.946674 + Penalty 244.729114 = -230228.217560 nChanged 52 SP:Iteration 12Q (113.812538 sec): 3 clusters Score: Raw -230504.388040 + Penalty 244.578121 = -230259.809919 nChanged 52 SP:Iteration 13Q (113.816829 sec): 3 clusters Score: Raw -230538.004328 + Penalty 227.354418 = -230310.649911 nChanged 41 SP:Iteration 14Q (113.820874 sec): 3 clusters Score: Raw -230572.698289 + Penalty 155.743991 = -230416.954298 nChanged 25 SP:Iteration 15Q (113.825094 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP:Iteration 16F (113.829297 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.830563 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.830885 sec): 3 clusters Score: Raw -3464.614268 + Penalty 265.239607 = -3199.374661 nChanged 14 SP:Iteration 1F (113.831194 sec): 3 clusters Score: Raw -3499.836369 + Penalty 283.960101 = -3215.876268 nChanged 5 SP:Iteration 2F (113.831491 sec): 3 clusters Score: Raw -3518.280608 + Penalty 281.172515 = -3237.108093 nChanged 1 SP:Iteration 3Q (113.831771 sec): 3 clusters Score: Raw -3523.453051 + Penalty 281.172515 = -3242.280536 nChanged 0 SP:Iteration 4F (113.832068 sec): 3 clusters Score: Raw -3523.453051 + Penalty 281.172515 = -3242.280536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.838541 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.841923 sec): 3 clusters Score: Raw -149182.035138 + Penalty 735.354056 = -148446.681082 nChanged 748 SP:Iteration 1F (113.845136 sec): 3 clusters Score: Raw -149609.188092 + Penalty 741.886592 = -148867.301500 nChanged 158 SP:Iteration 2F (113.848365 sec): 3 clusters Score: Raw -149694.450383 + Penalty 751.122669 = -148943.327714 nChanged 113 SP:Iteration 3F (113.851822 sec): 3 clusters Score: Raw -149782.093385 + Penalty 769.870586 = -149012.222798 nChanged 115 SP:Iteration 4F (113.855030 sec): 3 clusters Score: Raw -149883.755393 + Penalty 808.655848 = -149075.099545 nChanged 120 SP:Iteration 5F (113.858481 sec): 3 clusters Score: Raw -150010.673099 + Penalty 874.224671 = -149136.448428 nChanged 114 SP:Iteration 6F (113.861959 sec): 3 clusters Score: Raw -150124.112336 + Penalty 923.193830 = -149200.918506 nChanged 71 SP:Iteration 7Q (113.865079 sec): 3 clusters Score: Raw -150190.824906 + Penalty 954.033797 = -149236.791110 nChanged 35 SP:Iteration 8Q (113.868009 sec): 3 clusters Score: Raw -150220.584714 + Penalty 961.702635 = -149258.882079 nChanged 19 SP:Iteration 9Q (113.870839 sec): 3 clusters Score: Raw -150234.404988 + Penalty 966.491640 = -149267.913348 nChanged 6 SP:Iteration 10F (113.874057 sec): 3 clusters Score: Raw -150235.995049 + Penalty 973.190939 = -149262.804110 nChanged 5 SP:Iteration 11F (113.877254 sec): 3 clusters Score: Raw -150237.413664 + Penalty 976.676328 = -149260.737336 nChanged 2 SP:Iteration 12F (113.880519 sec): 3 clusters Score: Raw -150238.132284 + Penalty 979.765267 = -149258.367017 nChanged 2 SP:Iteration 13F (113.883875 sec): 3 clusters Score: Raw -150238.451361 + Penalty 982.374562 = -149256.076799 nChanged 1 SP:Iteration 14F (113.887066 sec): 3 clusters Score: Raw -150238.519500 + Penalty 984.246163 = -149254.273337 nChanged 1 SP:Iteration 15F (113.890404 sec): 3 clusters Score: Raw -150238.372120 + Penalty 987.494896 = -149250.877225 nChanged 1 SP:Iteration 16F (113.893702 sec): 3 clusters Score: Raw -150238.430797 + Penalty 987.494896 = -149250.935902 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.990990 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.031920 sec): 3 clusters Score: Raw -1697263.743269 + Penalty 696.865312 = -1696566.877957 nChanged 10367 SP:Iteration 1F (114.073804 sec): 3 clusters Score: Raw -1705681.609660 + Penalty 826.641086 = -1704854.968574 nChanged 3147 SP:Iteration 2F (114.114145 sec): 3 clusters Score: Raw -1708760.905039 + Penalty 967.521106 = -1707793.383933 nChanged 1721 SP:Iteration 3F (114.154446 sec): 3 clusters Score: Raw -1710580.609561 + Penalty 1065.498763 = -1709515.110798 nChanged 799 SP:Iteration 4Q (114.193840 sec): 3 clusters Score: Raw -1711349.230759 + Penalty 1122.592602 = -1710226.638157 nChanged 366 SP:Iteration 5Q (114.229235 sec): 3 clusters Score: Raw -1711663.149350 + Penalty 1159.198213 = -1710503.951136 nChanged 186 SP:Iteration 6Q (114.263584 sec): 3 clusters Score: Raw -1711808.373767 + Penalty 1170.625448 = -1710637.748319 nChanged 93 SP:Iteration 7Q (114.296858 sec): 3 clusters Score: Raw -1711877.241197 + Penalty 1177.733315 = -1710699.507882 nChanged 48 SP:Iteration 8Q (114.329451 sec): 3 clusters Score: Raw -1711905.258783 + Penalty 1186.055920 = -1710719.202863 nChanged 25 SP:Iteration 9Q (114.361641 sec): 3 clusters Score: Raw -1711917.985814 + Penalty 1191.597454 = -1710726.388360 nChanged 13 SP:Iteration 10F (114.402056 sec): 3 clusters Score: Raw -1711924.370103 + Penalty 1190.124228 = -1710734.245875 nChanged 8 SP:Iteration 11Q (114.434219 sec): 3 clusters Score: Raw -1711927.971583 + Penalty 1192.366093 = -1710735.605489 nChanged 7 SP:Iteration 12Q (114.466529 sec): 3 clusters Score: Raw -1711933.367974 + Penalty 1190.616210 = -1710742.751764 nChanged 5 SP:Iteration 13Q (114.499196 sec): 3 clusters Score: Raw -1711935.829507 + Penalty 1185.520769 = -1710750.308739 nChanged 4 SP:Iteration 14Q (114.531130 sec): 3 clusters Score: Raw -1711938.950676 + Penalty 1186.599430 = -1710752.351245 nChanged 2 SP:Iteration 15Q (114.563265 sec): 3 clusters Score: Raw -1711939.579665 + Penalty 1186.712890 = -1710752.866775 nChanged 1 SP:Iteration 16Q (114.595776 sec): 3 clusters Score: Raw -1711940.202953 + Penalty 1186.578189 = -1710753.624764 nChanged 1 SP:Iteration 17Q (114.627785 sec): 3 clusters Score: Raw -1711940.620579 + Penalty 1186.578189 = -1710754.042390 nChanged 0 SP:Iteration 18F (114.667762 sec): 3 clusters Score: Raw -1711940.620579 + Penalty 1186.578189 = -1710754.042390 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.683956 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.685866 sec): 3 clusters Score: Raw -83558.470946 + Penalty 1360.664582 = -82197.806364 nChanged 320 SP:Iteration 1F (114.687736 sec): 3 clusters Score: Raw -83738.611080 + Penalty 1363.750366 = -82374.860714 nChanged 114 SP:Iteration 2F (114.689634 sec): 3 clusters Score: Raw -83826.914000 + Penalty 1365.513639 = -82461.400361 nChanged 77 SP:Iteration 3F (114.691673 sec): 3 clusters Score: Raw -83878.850806 + Penalty 1367.517751 = -82511.333055 nChanged 49 SP:Iteration 4F (114.693693 sec): 3 clusters Score: Raw -83913.861357 + Penalty 1372.631133 = -82541.230225 nChanged 38 SP:Iteration 5Q (114.695627 sec): 3 clusters Score: Raw -83943.926640 + Penalty 1377.637672 = -82566.288968 nChanged 32 SP:Iteration 6Q (114.697527 sec): 3 clusters Score: Raw -83967.690761 + Penalty 1380.431834 = -82587.258927 nChanged 31 SP:Iteration 7Q (114.699406 sec): 3 clusters Score: Raw -83985.803690 + Penalty 1379.346499 = -82606.457191 nChanged 23 SP:Iteration 8Q (114.701282 sec): 3 clusters Score: Raw -83998.981702 + Penalty 1380.292139 = -82618.689563 nChanged 16 SP:Iteration 9Q (114.703196 sec): 3 clusters Score: Raw -84013.619451 + Penalty 1378.729091 = -82634.890360 nChanged 18 SP:Iteration 10F (114.705142 sec): 3 clusters Score: Raw -84025.130966 + Penalty 1377.731301 = -82647.399665 nChanged 21 SP:Iteration 11Q (114.707127 sec): 3 clusters Score: Raw -84035.906790 + Penalty 1378.148172 = -82657.758618 nChanged 13 SP:Iteration 12Q (114.709066 sec): 3 clusters Score: Raw -84042.713703 + Penalty 1378.480611 = -82664.233092 nChanged 9 SP:Iteration 13Q (114.710998 sec): 3 clusters Score: Raw -84046.265480 + Penalty 1378.862569 = -82667.402911 nChanged 3 SP:Iteration 14Q (114.712900 sec): 3 clusters Score: Raw -84048.009606 + Penalty 1378.807461 = -82669.202145 nChanged 4 SP:Iteration 15Q (114.714793 sec): 3 clusters Score: Raw -84049.696943 + Penalty 1378.220211 = -82671.476732 nChanged 4 SP:Iteration 16Q (114.716634 sec): 3 clusters Score: Raw -84050.998226 + Penalty 1378.000675 = -82672.997551 nChanged 3 SP:Iteration 17Q (114.718474 sec): 3 clusters Score: Raw -84054.360197 + Penalty 1378.154553 = -82676.205643 nChanged 6 SP:Iteration 18Q (114.720313 sec): 3 clusters Score: Raw -84056.553427 + Penalty 1377.733111 = -82678.820316 nChanged 5 SP:Iteration 19Q (114.722153 sec): 3 clusters Score: Raw -84058.653300 + Penalty 1377.719397 = -82680.933904 nChanged 4 SP:Iteration 20F (114.724208 sec): 3 clusters Score: Raw -84060.279413 + Penalty 1378.435487 = -82681.843926 nChanged 2 SP:Iteration 21Q (114.726190 sec): 3 clusters Score: Raw -84061.594381 + Penalty 1379.801549 = -82681.792832 nChanged 4 SP:Iteration 22F (114.728061 sec): 3 clusters Score: Raw -84063.729596 + Penalty 1380.980333 = -82682.749263 nChanged 5 SP:Iteration 23Q (114.729898 sec): 3 clusters Score: Raw -84065.717024 + Penalty 1382.575304 = -82683.141721 nChanged 6 SP:Iteration 24Q (114.731735 sec): 3 clusters Score: Raw -84069.464558 + Penalty 1384.504126 = -82684.960432 nChanged 8 SP:Iteration 25Q (114.733607 sec): 3 clusters Score: Raw -84074.639590 + Penalty 1386.776596 = -82687.862994 nChanged 9 SP:Iteration 26Q (114.735481 sec): 3 clusters Score: Raw -84081.190807 + Penalty 1389.730546 = -82691.460261 nChanged 14 SP:Iteration 27Q (114.737349 sec): 3 clusters Score: Raw -84089.259806 + Penalty 1391.049100 = -82698.210706 nChanged 9 SP:Iteration 28Q (114.739179 sec): 3 clusters Score: Raw -84095.161237 + Penalty 1392.918987 = -82702.242251 nChanged 7 SP:Iteration 29Q (114.741021 sec): 3 clusters Score: Raw -84098.706902 + Penalty 1394.470182 = -82704.236719 nChanged 5 SP:Iteration 30F (114.742918 sec): 3 clusters Score: Raw -84101.710060 + Penalty 1394.969946 = -82706.740113 nChanged 2 SP:Iteration 31Q (114.744798 sec): 3 clusters Score: Raw -84102.768532 + Penalty 1395.719777 = -82707.048755 nChanged 2 SP:Iteration 32Q (114.746655 sec): 3 clusters Score: Raw -84103.295083 + Penalty 1395.255144 = -82708.039939 nChanged 1 SP:Iteration 33Q (114.748470 sec): 3 clusters Score: Raw -84103.519451 + Penalty 1394.765286 = -82708.754165 nChanged 1 SP:Iteration 34Q (114.750286 sec): 3 clusters Score: Raw -84104.021662 + Penalty 1394.514064 = -82709.507598 nChanged 2 SP:Iteration 35Q (114.752099 sec): 3 clusters Score: Raw -84104.209378 + Penalty 1394.514064 = -82709.695314 nChanged 0 SP:Iteration 36F (114.753965 sec): 3 clusters Score: Raw -84104.209378 + Penalty 1394.514064 = -82709.695314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.757335 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.759052 sec): 3 clusters Score: Raw -65301.113895 + Penalty 1972.836561 = -63328.277334 nChanged 228 SP:Iteration 1F (114.760675 sec): 3 clusters Score: Raw -65526.442844 + Penalty 1973.180777 = -63553.262067 nChanged 84 SP:Iteration 2F (114.762295 sec): 3 clusters Score: Raw -65620.158462 + Penalty 1973.589235 = -63646.569227 nChanged 37 SP:Iteration 3Q (114.763901 sec): 3 clusters Score: Raw -65656.140140 + Penalty 1973.661236 = -63682.478904 nChanged 19 SP:Iteration 4Q (114.765467 sec): 3 clusters Score: Raw -65683.018563 + Penalty 1973.906722 = -63709.111840 nChanged 17 SP:Iteration 5Q (114.767029 sec): 3 clusters Score: Raw -65699.205540 + Penalty 1974.384560 = -63724.820980 nChanged 14 SP:Iteration 6Q (114.768695 sec): 3 clusters Score: Raw -65714.000806 + Penalty 1974.627467 = -63739.373339 nChanged 10 SP:Iteration 7Q (114.770302 sec): 3 clusters Score: Raw -65722.098221 + Penalty 1974.573495 = -63747.524726 nChanged 9 SP:Iteration 8Q (114.771883 sec): 3 clusters Score: Raw -65731.663133 + Penalty 1974.590406 = -63757.072727 nChanged 7 SP:Iteration 9Q (114.773443 sec): 3 clusters Score: Raw -65738.200985 + Penalty 1974.822992 = -63763.377993 nChanged 5 SP:Iteration 10F (114.775051 sec): 3 clusters Score: Raw -65744.212704 + Penalty 1974.839051 = -63769.373653 nChanged 7 SP:Iteration 11Q (114.776604 sec): 3 clusters Score: Raw -65751.694013 + Penalty 1974.763360 = -63776.930653 nChanged 3 SP:Iteration 12Q (114.778218 sec): 3 clusters Score: Raw -65755.615410 + Penalty 1974.622086 = -63780.993324 nChanged 8 SP:Iteration 13Q (114.779797 sec): 3 clusters Score: Raw -65764.352110 + Penalty 1974.503186 = -63789.848923 nChanged 7 SP:Iteration 14Q (114.781356 sec): 3 clusters Score: Raw -65768.818264 + Penalty 1974.503357 = -63794.314907 nChanged 7 SP:Iteration 15Q (114.782899 sec): 3 clusters Score: Raw -65775.031352 + Penalty 1974.418198 = -63800.613154 nChanged 4 SP:Iteration 16Q (114.784490 sec): 3 clusters Score: Raw -65777.373850 + Penalty 1974.241042 = -63803.132808 nChanged 2 SP:Iteration 17Q (114.786060 sec): 3 clusters Score: Raw -65778.660562 + Penalty 1974.187908 = -63804.472654 nChanged 2 SP:Iteration 18Q (114.787608 sec): 3 clusters Score: Raw -65779.647222 + Penalty 1974.176722 = -63805.470500 nChanged 2 SP:Iteration 19Q (114.789289 sec): 3 clusters Score: Raw -65780.618264 + Penalty 1974.176722 = -63806.441541 nChanged 0 SP:Iteration 20F (114.791002 sec): 3 clusters Score: Raw -65780.618264 + Penalty 1974.176722 = -63806.441541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.791574 sec): 2 clusters Score: Raw -1803.429225 + Penalty 129.520285 = -1673.908940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.791841 sec): 3 clusters Score: Raw -1914.028222 + Penalty 354.743068 = -1559.285154 nChanged 8 SP:Iteration 1F (114.792103 sec): 3 clusters Score: Raw -1967.764141 + Penalty 433.528410 = -1534.235732 nChanged 2 SP:Iteration 2F (114.792365 sec): 3 clusters Score: Raw -2011.660553 + Penalty 493.602664 = -1518.057890 nChanged 1 SP:Iteration 3F (114.792628 sec): 3 clusters Score: Raw -2043.116554 + Penalty 493.602664 = -1549.513890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.795137 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.796656 sec): 3 clusters Score: Raw -62860.331775 + Penalty 1167.281363 = -61693.050412 nChanged 265 SP:Iteration 1F (114.798149 sec): 3 clusters Score: Raw -63056.299393 + Penalty 1176.627238 = -61879.672155 nChanged 70 SP:Iteration 2F (114.799639 sec): 3 clusters Score: Raw -63111.018268 + Penalty 1181.050013 = -61929.968255 nChanged 41 SP:Iteration 3F (114.801121 sec): 3 clusters Score: Raw -63149.788642 + Penalty 1184.233120 = -61965.555522 nChanged 31 SP:Iteration 4Q (114.802578 sec): 3 clusters Score: Raw -63177.057317 + Penalty 1185.749714 = -61991.307603 nChanged 22 SP:Iteration 5Q (114.804069 sec): 3 clusters Score: Raw -63190.537237 + Penalty 1184.840932 = -62005.696305 nChanged 9 SP:Iteration 6Q (114.805574 sec): 3 clusters Score: Raw -63202.935458 + Penalty 1185.824150 = -62017.111308 nChanged 8 SP:Iteration 7Q (114.807058 sec): 3 clusters Score: Raw -63206.409894 + Penalty 1186.306533 = -62020.103361 nChanged 6 SP:Iteration 8Q (114.808540 sec): 3 clusters Score: Raw -63209.451367 + Penalty 1188.276039 = -62021.175329 nChanged 7 SP:Iteration 9Q (114.810033 sec): 3 clusters Score: Raw -63212.905760 + Penalty 1190.145681 = -62022.760080 nChanged 9 SP:Iteration 10F (114.811539 sec): 3 clusters Score: Raw -63216.387824 + Penalty 1192.833488 = -62023.554336 nChanged 6 SP:Iteration 11Q (114.813006 sec): 3 clusters Score: Raw -63218.509328 + Penalty 1193.782134 = -62024.727194 nChanged 3 SP:Iteration 12Q (114.814486 sec): 3 clusters Score: Raw -63219.091326 + Penalty 1194.979373 = -62024.111953 nChanged 4 SP:Iteration 13F (114.815973 sec): 3 clusters Score: Raw -63221.574193 + Penalty 1196.380871 = -62025.193322 nChanged 4 SP:Iteration 14Q (114.817428 sec): 3 clusters Score: Raw -63223.437588 + Penalty 1197.683274 = -62025.754314 nChanged 4 SP:Iteration 15Q (114.818871 sec): 3 clusters Score: Raw -63224.694986 + Penalty 1198.725561 = -62025.969425 nChanged 2 SP:Iteration 16Q (114.820362 sec): 3 clusters Score: Raw -63225.195518 + Penalty 1198.503887 = -62026.691631 nChanged 1 SP:Iteration 17Q (114.821949 sec): 3 clusters Score: Raw -63226.458282 + Penalty 1198.515877 = -62027.942405 nChanged 2 SP:Iteration 18Q (114.823506 sec): 3 clusters Score: Raw -63226.767829 + Penalty 1198.811295 = -62027.956533 nChanged 1 SP:Iteration 19Q (114.825033 sec): 3 clusters Score: Raw -63226.982946 + Penalty 1199.517556 = -62027.465390 nChanged 2 SP:Iteration 20F (114.826521 sec): 3 clusters Score: Raw -63227.540168 + Penalty 1201.137992 = -62026.402177 nChanged 4 SP:Iteration 21F (114.828087 sec): 3 clusters Score: Raw -63228.725774 + Penalty 1202.607834 = -62026.117939 nChanged 4 SP:Iteration 22F (114.829575 sec): 3 clusters Score: Raw -63231.203494 + Penalty 1203.349345 = -62027.854149 nChanged 2 SP:Iteration 23Q (114.831039 sec): 3 clusters Score: Raw -63231.692339 + Penalty 1203.349345 = -62028.342994 nChanged 0 SP:Iteration 24F (114.832500 sec): 3 clusters Score: Raw -63231.692339 + Penalty 1203.349345 = -62028.342994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.835300 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.836367 sec): 3 clusters Score: Raw -39393.756646 + Penalty 765.836161 = -38627.920485 nChanged 157 SP:Iteration 1F (114.837464 sec): 3 clusters Score: Raw -39505.955272 + Penalty 765.776406 = -38740.178866 nChanged 47 SP:Iteration 2F (114.838545 sec): 3 clusters Score: Raw -39533.454688 + Penalty 766.883028 = -38766.571660 nChanged 29 SP:Iteration 3F (114.839619 sec): 3 clusters Score: Raw -39552.990709 + Penalty 773.550773 = -38779.439937 nChanged 29 SP:Iteration 4F (114.840691 sec): 3 clusters Score: Raw -39571.523328 + Penalty 783.911551 = -38787.611777 nChanged 22 SP:Iteration 5Q (114.841710 sec): 3 clusters Score: Raw -39592.603186 + Penalty 799.835925 = -38792.767261 nChanged 23 SP:Iteration 6Q (114.842729 sec): 3 clusters Score: Raw -39618.041331 + Penalty 810.801861 = -38807.239470 nChanged 18 SP:Iteration 7Q (114.843815 sec): 3 clusters Score: Raw -39633.314544 + Penalty 817.896109 = -38815.418435 nChanged 12 SP:Iteration 8Q (114.844883 sec): 3 clusters Score: Raw -39641.703275 + Penalty 821.701387 = -38820.001888 nChanged 13 SP:Iteration 9Q (114.845941 sec): 3 clusters Score: Raw -39653.986445 + Penalty 821.289262 = -38832.697184 nChanged 9 SP:Iteration 10F (114.846994 sec): 3 clusters Score: Raw -39664.358837 + Penalty 817.782084 = -38846.576753 nChanged 7 SP:Iteration 11Q (114.848004 sec): 3 clusters Score: Raw -39671.561158 + Penalty 815.069261 = -38856.491896 nChanged 4 SP:Iteration 12Q (114.849010 sec): 3 clusters Score: Raw -39673.461358 + Penalty 815.069261 = -38858.392097 nChanged 0 SP:Iteration 13F (114.850086 sec): 3 clusters Score: Raw -39673.461358 + Penalty 815.069261 = -38858.392097 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.859207 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.860538 sec): 3 clusters Score: Raw -56816.324442 + Penalty 1837.485523 = -54978.838919 nChanged 152 SP:Iteration 1F (114.861842 sec): 3 clusters Score: Raw -56923.034652 + Penalty 1837.656373 = -55085.378278 nChanged 42 SP:Iteration 2F (114.863146 sec): 3 clusters Score: Raw -56967.469897 + Penalty 1839.231983 = -55128.237914 nChanged 34 SP:Iteration 3F (114.864451 sec): 3 clusters Score: Raw -56997.657951 + Penalty 1840.906775 = -55156.751175 nChanged 16 SP:Iteration 4Q (114.865747 sec): 3 clusters Score: Raw -57011.888925 + Penalty 1844.501906 = -55167.387018 nChanged 18 SP:Iteration 5Q (114.867036 sec): 3 clusters Score: Raw -57032.762269 + Penalty 1849.044916 = -55183.717353 nChanged 25 SP:Iteration 6Q (114.868321 sec): 3 clusters Score: Raw -57065.752279 + Penalty 1853.018875 = -55212.733403 nChanged 26 SP:Iteration 7Q (114.869577 sec): 3 clusters Score: Raw -57108.760629 + Penalty 1859.774181 = -55248.986448 nChanged 32 SP:Iteration 8F (114.870861 sec): 3 clusters Score: Raw -57172.424214 + Penalty 1864.099101 = -55308.325113 nChanged 30 SP:Iteration 9Q (114.872147 sec): 3 clusters Score: Raw -57234.985443 + Penalty 1869.823771 = -55365.161672 nChanged 30 SP:Iteration 10F (114.873454 sec): 3 clusters Score: Raw -57300.542137 + Penalty 1879.104238 = -55421.437900 nChanged 27 SP:Iteration 11Q (114.874688 sec): 3 clusters Score: Raw -57354.496820 + Penalty 1883.951291 = -55470.545529 nChanged 14 SP:Iteration 12Q (114.875919 sec): 3 clusters Score: Raw -57380.832395 + Penalty 1886.159968 = -55494.672427 nChanged 13 SP:Iteration 13Q (114.877124 sec): 3 clusters Score: Raw -57406.803223 + Penalty 1888.118264 = -55518.684959 nChanged 8 SP:Iteration 14Q (114.878304 sec): 3 clusters Score: Raw -57430.632500 + Penalty 1889.336307 = -55541.296193 nChanged 11 SP:Iteration 15Q (114.879498 sec): 3 clusters Score: Raw -57448.265477 + Penalty 1890.321373 = -55557.944104 nChanged 8 SP:Iteration 16Q (114.880674 sec): 3 clusters Score: Raw -57457.883648 + Penalty 1890.040174 = -55567.843474 nChanged 3 SP:Iteration 17Q (114.881904 sec): 3 clusters Score: Raw -57461.626676 + Penalty 1890.231319 = -55571.395357 nChanged 2 SP:Iteration 18Q (114.883062 sec): 3 clusters Score: Raw -57463.786619 + Penalty 1890.231319 = -55573.555300 nChanged 0 SP:Iteration 19F (114.884402 sec): 3 clusters Score: Raw -57463.786619 + Penalty 1890.231319 = -55573.555300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.886124 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.887086 sec): 3 clusters Score: Raw -33873.100658 + Penalty 862.748190 = -33010.352468 nChanged 132 SP:Iteration 1F (114.888109 sec): 3 clusters Score: Raw -34025.207241 + Penalty 867.853182 = -33157.354059 nChanged 44 SP:Iteration 2F (114.889115 sec): 3 clusters Score: Raw -34069.191441 + Penalty 871.742727 = -33197.448715 nChanged 20 SP:Iteration 3Q (114.890085 sec): 3 clusters Score: Raw -34099.173059 + Penalty 876.143942 = -33223.029117 nChanged 18 SP:Iteration 4Q (114.891043 sec): 3 clusters Score: Raw -34116.244485 + Penalty 879.404884 = -33236.839601 nChanged 8 SP:Iteration 5Q (114.891990 sec): 3 clusters Score: Raw -34122.413337 + Penalty 879.275178 = -33243.138159 nChanged 5 SP:Iteration 6Q (114.892942 sec): 3 clusters Score: Raw -34129.242692 + Penalty 880.777944 = -33248.464747 nChanged 8 SP:Iteration 7Q (114.893944 sec): 3 clusters Score: Raw -34138.057509 + Penalty 880.961006 = -33257.096504 nChanged 11 SP:Iteration 8Q (114.894890 sec): 3 clusters Score: Raw -34147.961292 + Penalty 880.396914 = -33267.564378 nChanged 4 SP:Iteration 9Q (114.895823 sec): 3 clusters Score: Raw -34151.110706 + Penalty 878.197590 = -33272.913116 nChanged 3 SP:Iteration 10F (114.896798 sec): 3 clusters Score: Raw -34153.172673 + Penalty 877.520892 = -33275.651780 nChanged 2 SP:Iteration 11Q (114.897698 sec): 3 clusters Score: Raw -34156.024985 + Penalty 875.605335 = -33280.419650 nChanged 3 SP:Iteration 12Q (114.898592 sec): 3 clusters Score: Raw -34158.875838 + Penalty 876.016257 = -33282.859581 nChanged 2 SP:Iteration 13Q (114.899486 sec): 3 clusters Score: Raw -34161.697553 + Penalty 876.016257 = -33285.681296 nChanged 0 SP:Iteration 14F (114.900428 sec): 3 clusters Score: Raw -34161.697553 + Penalty 876.016257 = -33285.681296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.901278 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.901688 sec): 3 clusters Score: Raw -10863.290932 + Penalty 93.388309 = -10769.902623 nChanged 56 SP:Iteration 1F (114.902097 sec): 3 clusters Score: Raw -10941.723410 + Penalty 311.773064 = -10629.950346 nChanged 6 SP:Iteration 2F (114.902505 sec): 3 clusters Score: Raw -10946.838302 + Penalty 34.018850 = -10912.819451 nChanged 1 SP:Iteration 3Q (114.902867 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 4F (114.903232 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.903823 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.904112 sec): 3 clusters Score: Raw -2694.636524 + Penalty 271.775276 = -2422.861247 nChanged 4 SP:Iteration 1F (114.904392 sec): 3 clusters Score: Raw -2704.632931 + Penalty 271.775276 = -2432.857654 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.909561 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.912225 sec): 3 clusters Score: Raw -118371.596741 + Penalty 984.729488 = -117386.867253 nChanged 507 SP:Iteration 1F (114.914762 sec): 3 clusters Score: Raw -118736.945399 + Penalty 984.466840 = -117752.478559 nChanged 142 SP:Iteration 2F (114.917292 sec): 3 clusters Score: Raw -118866.338451 + Penalty 985.467006 = -117880.871445 nChanged 97 SP:Iteration 3F (114.919823 sec): 3 clusters Score: Raw -118956.100799 + Penalty 988.074953 = -117968.025846 nChanged 80 SP:Iteration 4F (114.922599 sec): 3 clusters Score: Raw -119021.590230 + Penalty 990.676465 = -118030.913765 nChanged 49 SP:Iteration 5Q (114.925242 sec): 3 clusters Score: Raw -119053.037268 + Penalty 992.965253 = -118060.072015 nChanged 28 SP:Iteration 6Q (114.927772 sec): 3 clusters Score: Raw -119064.007453 + Penalty 994.804043 = -118069.203410 nChanged 19 SP:Iteration 7Q (114.930292 sec): 3 clusters Score: Raw -119070.110397 + Penalty 995.829098 = -118074.281300 nChanged 15 SP:Iteration 8Q (114.932728 sec): 3 clusters Score: Raw -119076.281011 + Penalty 996.628401 = -118079.652610 nChanged 12 SP:Iteration 9Q (114.935167 sec): 3 clusters Score: Raw -119079.845882 + Penalty 997.098777 = -118082.747104 nChanged 7 SP:Iteration 10F (114.937693 sec): 3 clusters Score: Raw -119082.200362 + Penalty 997.447297 = -118084.753065 nChanged 7 SP:Iteration 11Q (114.940211 sec): 3 clusters Score: Raw -119084.274371 + Penalty 997.356244 = -118086.918127 nChanged 2 SP:Iteration 12Q (114.942887 sec): 3 clusters Score: Raw -119085.038062 + Penalty 997.189000 = -118087.849062 nChanged 1 SP:Iteration 13Q (114.945475 sec): 3 clusters Score: Raw -119085.284387 + Penalty 997.189000 = -118088.095387 nChanged 0 SP:Iteration 14F (114.948067 sec): 3 clusters Score: Raw -119085.284387 + Penalty 997.189000 = -118088.095387 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.952149 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.953759 sec): 3 clusters Score: Raw -70084.638258 + Penalty 890.235349 = -69194.402910 nChanged 305 SP:Iteration 1F (114.955429 sec): 3 clusters Score: Raw -70307.125139 + Penalty 884.878280 = -69422.246859 nChanged 96 SP:Iteration 2F (114.957093 sec): 3 clusters Score: Raw -70381.216381 + Penalty 876.565814 = -69504.650567 nChanged 56 SP:Iteration 3F (114.958764 sec): 3 clusters Score: Raw -70424.468866 + Penalty 872.172409 = -69552.296457 nChanged 33 SP:Iteration 4Q (114.960457 sec): 3 clusters Score: Raw -70452.681157 + Penalty 870.013490 = -69582.667667 nChanged 25 SP:Iteration 5Q (114.962109 sec): 3 clusters Score: Raw -70469.929811 + Penalty 868.771130 = -69601.158681 nChanged 11 SP:Iteration 6Q (114.963659 sec): 3 clusters Score: Raw -70474.647572 + Penalty 867.050939 = -69607.596634 nChanged 5 SP:Iteration 7Q (114.965189 sec): 3 clusters Score: Raw -70477.248074 + Penalty 865.205540 = -69612.042534 nChanged 7 SP:Iteration 8Q (114.966717 sec): 3 clusters Score: Raw -70480.141430 + Penalty 863.855662 = -69616.285768 nChanged 2 SP:Iteration 9Q (114.968288 sec): 3 clusters Score: Raw -70482.017244 + Penalty 863.387271 = -69618.629972 nChanged 1 SP:Iteration 10F (114.969860 sec): 3 clusters Score: Raw -70482.395121 + Penalty 863.414847 = -69618.980274 nChanged 1 SP:Iteration 11Q (114.971396 sec): 3 clusters Score: Raw -70482.289395 + Penalty 863.414847 = -69618.874548 nChanged 0 SP:Iteration 12F (114.972943 sec): 3 clusters Score: Raw -70482.289395 + Penalty 863.414847 = -69618.874548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.975271 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.976636 sec): 3 clusters Score: Raw -55603.526599 + Penalty 1783.999931 = -53819.526668 nChanged 200 SP:Iteration 1F (114.977976 sec): 3 clusters Score: Raw -55804.152727 + Penalty 1782.589459 = -54021.563268 nChanged 60 SP:Iteration 2F (114.979311 sec): 3 clusters Score: Raw -55865.453257 + Penalty 1782.556472 = -54082.896785 nChanged 27 SP:Iteration 3Q (114.980631 sec): 3 clusters Score: Raw -55904.281187 + Penalty 1785.124834 = -54119.156353 nChanged 30 SP:Iteration 4Q (114.981959 sec): 3 clusters Score: Raw -55943.473522 + Penalty 1790.996878 = -54152.476644 nChanged 25 SP:Iteration 5Q (114.983274 sec): 3 clusters Score: Raw -55984.957058 + Penalty 1798.900210 = -54186.056847 nChanged 26 SP:Iteration 6Q (114.984577 sec): 3 clusters Score: Raw -56032.561684 + Penalty 1803.897483 = -54228.664201 nChanged 28 SP:Iteration 7Q (114.985862 sec): 3 clusters Score: Raw -56074.662589 + Penalty 1811.259838 = -54263.402751 nChanged 19 SP:Iteration 8Q (114.987237 sec): 3 clusters Score: Raw -56103.744951 + Penalty 1814.698218 = -54289.046733 nChanged 9 SP:Iteration 9Q (114.988566 sec): 3 clusters Score: Raw -56113.505796 + Penalty 1817.313324 = -54296.192472 nChanged 8 SP:Iteration 10F (114.989971 sec): 3 clusters Score: Raw -56123.619638 + Penalty 1820.270740 = -54303.348898 nChanged 6 SP:Iteration 11Q (114.991251 sec): 3 clusters Score: Raw -56131.688618 + Penalty 1820.270740 = -54311.417878 nChanged 0 SP:Iteration 12F (114.992614 sec): 3 clusters Score: Raw -56131.688618 + Penalty 1820.270740 = -54311.417878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.993249 sec): 2 clusters Score: Raw -2468.909018 + Penalty 70.790586 = -2398.118433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.993547 sec): 3 clusters Score: Raw -2528.237197 + Penalty 146.569616 = -2381.667580 nChanged 10 SP:Iteration 1F (114.993829 sec): 3 clusters Score: Raw -2565.041252 + Penalty 152.191106 = -2412.850146 nChanged 2 SP:Iteration 2Q (114.994096 sec): 3 clusters Score: Raw -2568.565196 + Penalty 157.107149 = -2411.458048 nChanged 1 SP:Iteration 3F (114.994373 sec): 3 clusters Score: Raw -2571.681092 + Penalty 163.414572 = -2408.266520 nChanged 1 SP:Iteration 4F (114.994653 sec): 3 clusters Score: Raw -2574.851848 + Penalty 163.414572 = -2411.437276 nChanged 0 Score: Raw -3036461.601350 + Penalty 21765.891922 = -3014695.709428 Splitting cluster 39 changes total score from -2994173.954787 to -3014695.709428 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.475366 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.476285 sec): 3 clusters Score: Raw -30637.572269 + Penalty 1884.909182 = -28752.663088 nChanged 85 SP:Iteration 1F (115.477186 sec): 3 clusters Score: Raw -30788.222852 + Penalty 1884.965475 = -28903.257377 nChanged 22 SP:Iteration 2F (115.478090 sec): 3 clusters Score: Raw -30831.802610 + Penalty 1884.832734 = -28946.969876 nChanged 10 SP:Iteration 3Q (115.478937 sec): 3 clusters Score: Raw -30847.017085 + Penalty 1885.126220 = -28961.890865 nChanged 5 SP:Iteration 4Q (115.479758 sec): 3 clusters Score: Raw -30858.996037 + Penalty 1885.393404 = -28973.602633 nChanged 4 SP:Iteration 5Q (115.480575 sec): 3 clusters Score: Raw -30874.634620 + Penalty 1885.487609 = -28989.147011 nChanged 4 SP:Iteration 6Q (115.481389 sec): 3 clusters Score: Raw -30885.783472 + Penalty 1885.464992 = -29000.318480 nChanged 1 SP:Iteration 7Q (115.482199 sec): 3 clusters Score: Raw -30887.835527 + Penalty 1885.464992 = -29002.370535 nChanged 0 SP:Iteration 8F (115.483058 sec): 3 clusters Score: Raw -30887.835527 + Penalty 1885.464992 = -29002.370535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.489278 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.491855 sec): 3 clusters Score: Raw -111889.111439 + Penalty 1945.830697 = -109943.280742 nChanged 427 SP:Iteration 1F (115.494377 sec): 3 clusters Score: Raw -112157.682057 + Penalty 1947.637901 = -110210.044156 nChanged 127 SP:Iteration 2F (115.496919 sec): 3 clusters Score: Raw -112251.119022 + Penalty 1951.178819 = -110299.940204 nChanged 71 SP:Iteration 3F (115.499424 sec): 3 clusters Score: Raw -112311.965870 + Penalty 1954.925532 = -110357.040337 nChanged 51 SP:Iteration 4Q (115.501872 sec): 3 clusters Score: Raw -112359.394729 + Penalty 1959.237258 = -110400.157470 nChanged 45 SP:Iteration 5Q (115.504284 sec): 3 clusters Score: Raw -112401.691954 + Penalty 1963.161088 = -110438.530866 nChanged 34 SP:Iteration 6Q (115.506626 sec): 3 clusters Score: Raw -112430.284647 + Penalty 1966.946997 = -110463.337650 nChanged 36 SP:Iteration 7Q (115.508970 sec): 3 clusters Score: Raw -112461.947869 + Penalty 1973.791480 = -110488.156389 nChanged 37 SP:Iteration 8Q (115.511329 sec): 3 clusters Score: Raw -112493.711041 + Penalty 1978.588347 = -110515.122694 nChanged 27 SP:Iteration 9Q (115.513647 sec): 3 clusters Score: Raw -112517.231559 + Penalty 1988.008623 = -110529.222936 nChanged 40 SP:Iteration 10F (115.516024 sec): 3 clusters Score: Raw -112557.753397 + Penalty 1996.555221 = -110561.198176 nChanged 35 SP:Iteration 11Q (115.518284 sec): 3 clusters Score: Raw -112584.422866 + Penalty 2001.402307 = -110583.020559 nChanged 16 SP:Iteration 12Q (115.520550 sec): 3 clusters Score: Raw -112596.477702 + Penalty 2005.318201 = -110591.159501 nChanged 16 SP:Iteration 13Q (115.522788 sec): 3 clusters Score: Raw -112609.076525 + Penalty 2009.950611 = -110599.125914 nChanged 15 SP:Iteration 14Q (115.525040 sec): 3 clusters Score: Raw -112623.817993 + Penalty 2014.401844 = -110609.416149 nChanged 13 SP:Iteration 15Q (115.527384 sec): 3 clusters Score: Raw -112636.974826 + Penalty 2019.451069 = -110617.523757 nChanged 16 SP:Iteration 16Q (115.529783 sec): 3 clusters Score: Raw -112652.364547 + Penalty 2024.247071 = -110628.117476 nChanged 17 SP:Iteration 17Q (115.532044 sec): 3 clusters Score: Raw -112668.228329 + Penalty 2027.215829 = -110641.012499 nChanged 9 SP:Iteration 18Q (115.534244 sec): 3 clusters Score: Raw -112677.324350 + Penalty 2029.916601 = -110647.407749 nChanged 9 SP:Iteration 19Q (115.536431 sec): 3 clusters Score: Raw -112687.732493 + Penalty 2031.574482 = -110656.158010 nChanged 6 SP:Iteration 20F (115.538772 sec): 3 clusters Score: Raw -112692.782948 + Penalty 2034.024726 = -110658.758222 nChanged 3 SP:Iteration 21Q (115.540947 sec): 3 clusters Score: Raw -112695.900750 + Penalty 2035.317580 = -110660.583170 nChanged 2 SP:Iteration 22Q (115.543128 sec): 3 clusters Score: Raw -112696.775618 + Penalty 2035.317580 = -110661.458038 nChanged 0 SP:Iteration 23F (115.545472 sec): 3 clusters Score: Raw -112696.775618 + Penalty 2035.317580 = -110661.458038 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.548339 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.549924 sec): 3 clusters Score: Raw -62910.890147 + Penalty 934.351287 = -61976.538860 nChanged 276 SP:Iteration 1F (115.551432 sec): 3 clusters Score: Raw -63124.185447 + Penalty 965.475198 = -62158.710249 nChanged 96 SP:Iteration 2F (115.552926 sec): 3 clusters Score: Raw -63210.006779 + Penalty 1019.560152 = -62190.446627 nChanged 55 SP:Iteration 3F (115.554412 sec): 3 clusters Score: Raw -63276.532604 + Penalty 1063.378847 = -62213.153757 nChanged 31 SP:Iteration 4Q (115.555885 sec): 3 clusters Score: Raw -63314.219489 + Penalty 1096.697399 = -62217.522090 nChanged 20 SP:Iteration 5Q (115.557328 sec): 3 clusters Score: Raw -63337.176210 + Penalty 1103.345202 = -62233.831008 nChanged 4 SP:Iteration 6Q (115.558863 sec): 3 clusters Score: Raw -63339.961719 + Penalty 1112.349779 = -62227.611940 nChanged 5 SP:Iteration 7F (115.560486 sec): 3 clusters Score: Raw -63346.814308 + Penalty 1116.347479 = -62230.466829 nChanged 3 SP:Iteration 8Q (115.561978 sec): 3 clusters Score: Raw -63349.263413 + Penalty 1116.347479 = -62232.915934 nChanged 0 SP:Iteration 9F (115.563529 sec): 3 clusters Score: Raw -63349.263413 + Penalty 1116.347479 = -62232.915934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.565894 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.567334 sec): 3 clusters Score: Raw -58920.066518 + Penalty 1851.479682 = -57068.586836 nChanged 163 SP:Iteration 1F (115.568750 sec): 3 clusters Score: Raw -59095.849643 + Penalty 1851.327795 = -57244.521848 nChanged 40 SP:Iteration 2F (115.570115 sec): 3 clusters Score: Raw -59132.767706 + Penalty 1851.454418 = -57281.313287 nChanged 14 SP:Iteration 3Q (115.571448 sec): 3 clusters Score: Raw -59145.150304 + Penalty 1851.435534 = -57293.714769 nChanged 5 SP:Iteration 4Q (115.572845 sec): 3 clusters Score: Raw -59148.904007 + Penalty 1851.434113 = -57297.469894 nChanged 4 SP:Iteration 5Q (115.574207 sec): 3 clusters Score: Raw -59152.561846 + Penalty 1851.428827 = -57301.133020 nChanged 4 SP:Iteration 6Q (115.575539 sec): 3 clusters Score: Raw -59155.147976 + Penalty 1851.420899 = -57303.727077 nChanged 3 SP:Iteration 7Q (115.576872 sec): 3 clusters Score: Raw -59158.976699 + Penalty 1851.404941 = -57307.571759 nChanged 1 SP:Iteration 8Q (115.578223 sec): 3 clusters Score: Raw -59160.961661 + Penalty 1851.385853 = -57309.575809 nChanged 1 SP:Iteration 9Q (115.579617 sec): 3 clusters Score: Raw -59161.759422 + Penalty 1851.385853 = -57310.373570 nChanged 0 SP:Iteration 10F (115.581035 sec): 3 clusters Score: Raw -59161.759422 + Penalty 1851.385853 = -57310.373570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.582580 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.583454 sec): 3 clusters Score: Raw -30559.925626 + Penalty 1195.084544 = -29364.841082 nChanged 100 SP:Iteration 1F (115.584306 sec): 3 clusters Score: Raw -30696.726259 + Penalty 1216.199194 = -29480.527065 nChanged 37 SP:Iteration 2F (115.585173 sec): 3 clusters Score: Raw -30747.039330 + Penalty 1230.641686 = -29516.397645 nChanged 19 SP:Iteration 3F (115.586020 sec): 3 clusters Score: Raw -30769.516148 + Penalty 1240.849278 = -29528.666870 nChanged 8 SP:Iteration 4Q (115.586841 sec): 3 clusters Score: Raw -30779.018805 + Penalty 1243.890915 = -29535.127890 nChanged 4 SP:Iteration 5Q (115.587657 sec): 3 clusters Score: Raw -30783.434409 + Penalty 1245.381018 = -29538.053391 nChanged 2 SP:Iteration 6Q (115.588471 sec): 3 clusters Score: Raw -30786.366882 + Penalty 1249.387667 = -29536.979216 nChanged 1 SP:Iteration 7F (115.589314 sec): 3 clusters Score: Raw -30789.543191 + Penalty 1250.251382 = -29539.291808 nChanged 1 SP:Iteration 8Q (115.590135 sec): 3 clusters Score: Raw -30792.099961 + Penalty 1255.243333 = -29536.856628 nChanged 4 SP:Iteration 9F (115.591037 sec): 3 clusters Score: Raw -30801.178594 + Penalty 1258.671820 = -29542.506774 nChanged 1 SP:Iteration 10F (115.591923 sec): 3 clusters Score: Raw -30805.105466 + Penalty 1262.236662 = -29542.868804 nChanged 2 SP:Iteration 11Q (115.592746 sec): 3 clusters Score: Raw -30806.869978 + Penalty 1262.236662 = -29544.633316 nChanged 0 SP:Iteration 12F (115.593623 sec): 3 clusters Score: Raw -30806.869978 + Penalty 1262.236662 = -29544.633316 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.596800 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.598671 sec): 3 clusters Score: Raw -77736.879120 + Penalty 1459.105287 = -76277.773833 nChanged 313 SP:Iteration 1F (115.600472 sec): 3 clusters Score: Raw -77924.301296 + Penalty 1453.761091 = -76470.540205 nChanged 99 SP:Iteration 2F (115.602400 sec): 3 clusters Score: Raw -78006.244391 + Penalty 1449.130202 = -76557.114189 nChanged 52 SP:Iteration 3F (115.604311 sec): 3 clusters Score: Raw -78056.515871 + Penalty 1443.494544 = -76613.021327 nChanged 41 SP:Iteration 4Q (115.606080 sec): 3 clusters Score: Raw -78100.385981 + Penalty 1436.692700 = -76663.693281 nChanged 44 SP:Iteration 5Q (115.607830 sec): 3 clusters Score: Raw -78149.405606 + Penalty 1426.831089 = -76722.574517 nChanged 36 SP:Iteration 6Q (115.609576 sec): 3 clusters Score: Raw -78196.380307 + Penalty 1419.594127 = -76776.786180 nChanged 24 SP:Iteration 7Q (115.611277 sec): 3 clusters Score: Raw -78220.562083 + Penalty 1416.004594 = -76804.557489 nChanged 18 SP:Iteration 8Q (115.612965 sec): 3 clusters Score: Raw -78239.029447 + Penalty 1415.258068 = -76823.771380 nChanged 22 SP:Iteration 9Q (115.614733 sec): 3 clusters Score: Raw -78254.497443 + Penalty 1415.062883 = -76839.434560 nChanged 21 SP:Iteration 10F (115.616534 sec): 3 clusters Score: Raw -78272.153070 + Penalty 1418.973218 = -76853.179851 nChanged 22 SP:Iteration 11Q (115.618228 sec): 3 clusters Score: Raw -78289.499115 + Penalty 1423.656545 = -76865.842571 nChanged 23 SP:Iteration 12Q (115.619906 sec): 3 clusters Score: Raw -78303.461069 + Penalty 1429.671716 = -76873.789353 nChanged 15 SP:Iteration 13Q (115.621581 sec): 3 clusters Score: Raw -78312.183383 + Penalty 1432.842547 = -76879.340836 nChanged 12 SP:Iteration 14Q (115.623255 sec): 3 clusters Score: Raw -78321.746228 + Penalty 1435.806145 = -76885.940083 nChanged 8 SP:Iteration 15Q (115.625048 sec): 3 clusters Score: Raw -78328.004184 + Penalty 1436.893055 = -76891.111129 nChanged 9 SP:Iteration 16Q (115.626861 sec): 3 clusters Score: Raw -78334.955249 + Penalty 1437.515745 = -76897.439504 nChanged 6 SP:Iteration 17Q (115.628654 sec): 3 clusters Score: Raw -78338.271928 + Penalty 1439.300581 = -76898.971347 nChanged 4 SP:Iteration 18Q (115.630377 sec): 3 clusters Score: Raw -78340.243401 + Penalty 1441.276825 = -76898.966577 nChanged 7 SP:Iteration 19F (115.632159 sec): 3 clusters Score: Raw -78342.898542 + Penalty 1442.328843 = -76900.569699 nChanged 3 SP:Iteration 20F (115.633926 sec): 3 clusters Score: Raw -78343.706695 + Penalty 1443.498623 = -76900.208072 nChanged 3 SP:Iteration 21F (115.635690 sec): 3 clusters Score: Raw -78344.929095 + Penalty 1444.590178 = -76900.338917 nChanged 3 SP:Iteration 22Q (115.637368 sec): 3 clusters Score: Raw -78346.152101 + Penalty 1445.531017 = -76900.621084 nChanged 2 SP:Iteration 23Q (115.639049 sec): 3 clusters Score: Raw -78346.752224 + Penalty 1445.897708 = -76900.854516 nChanged 1 SP:Iteration 24Q (115.640763 sec): 3 clusters Score: Raw -78346.891842 + Penalty 1446.323454 = -76900.568388 nChanged 1 SP:Iteration 25F (115.642661 sec): 3 clusters Score: Raw -78346.965402 + Penalty 1446.323454 = -76900.641948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.644468 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.645505 sec): 3 clusters Score: Raw -31076.895684 + Penalty 872.679400 = -30204.216284 nChanged 126 SP:Iteration 1F (115.646500 sec): 3 clusters Score: Raw -31193.285170 + Penalty 865.280189 = -30328.004980 nChanged 34 SP:Iteration 2F (115.647485 sec): 3 clusters Score: Raw -31229.634614 + Penalty 857.146480 = -30372.488134 nChanged 25 SP:Iteration 3F (115.648468 sec): 3 clusters Score: Raw -31263.637440 + Penalty 846.947643 = -30416.689797 nChanged 17 SP:Iteration 4Q (115.649392 sec): 3 clusters Score: Raw -31285.613363 + Penalty 847.814434 = -30437.798929 nChanged 3 SP:Iteration 5Q (115.650305 sec): 3 clusters Score: Raw -31289.307666 + Penalty 845.555283 = -30443.752382 nChanged 3 SP:Iteration 6Q (115.651217 sec): 3 clusters Score: Raw -31295.135521 + Penalty 836.564377 = -30458.571144 nChanged 5 SP:Iteration 7Q (115.652130 sec): 3 clusters Score: Raw -31300.377317 + Penalty 832.873776 = -30467.503541 nChanged 5 SP:Iteration 8Q (115.653037 sec): 3 clusters Score: Raw -31304.268796 + Penalty 830.808820 = -30473.459976 nChanged 7 SP:Iteration 9Q (115.653946 sec): 3 clusters Score: Raw -31311.667193 + Penalty 829.299974 = -30482.367219 nChanged 2 SP:Iteration 10F (115.654883 sec): 3 clusters Score: Raw -31313.074244 + Penalty 830.948907 = -30482.125337 nChanged 3 SP:Iteration 11F (115.655821 sec): 3 clusters Score: Raw -31315.779050 + Penalty 841.464851 = -30474.314199 nChanged 6 SP:Iteration 12F (115.656843 sec): 3 clusters Score: Raw -31327.148433 + Penalty 833.849137 = -30493.299296 nChanged 2 SP:Iteration 13Q (115.657782 sec): 3 clusters Score: Raw -31328.782204 + Penalty 837.387566 = -30491.394639 nChanged 2 SP:Iteration 14F (115.658793 sec): 3 clusters Score: Raw -31330.286536 + Penalty 839.674463 = -30490.612073 nChanged 1 SP:Iteration 15F (115.659792 sec): 3 clusters Score: Raw -31331.384379 + Penalty 842.269522 = -30489.114857 nChanged 1 SP:Iteration 16F (115.660774 sec): 3 clusters Score: Raw -31331.768687 + Penalty 845.497457 = -30486.271231 nChanged 1 SP:Iteration 17F (115.661754 sec): 3 clusters Score: Raw -31332.734984 + Penalty 844.683186 = -30488.051798 nChanged 3 SP:Iteration 18Q (115.662692 sec): 3 clusters Score: Raw -31336.510796 + Penalty 847.210210 = -30489.300585 nChanged 2 SP:Iteration 19Q (115.663584 sec): 3 clusters Score: Raw -31337.264337 + Penalty 851.620795 = -30485.643542 nChanged 2 SP:Iteration 20F (115.664526 sec): 3 clusters Score: Raw -31338.241544 + Penalty 851.620795 = -30486.620749 nChanged 0 Deleting Class 39 (10 points): Lose 295.624894 but Gain 296.056524 Iteration 225F (116.168012 sec): 25 clusters Score: Raw -3015486.061565 + Penalty 21438.682742 = -2994047.378823 nChanged 10 Iteration 226F (116.639549 sec): 25 clusters Score: Raw -3015613.374453 + Penalty 21459.297221 = -2994154.077232 nChanged 1 Iteration 227Q (116.760166 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Iteration 228F (117.228481 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.363332 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.368744 sec): 3 clusters Score: Raw -228778.965067 + Penalty 312.312332 = -228466.652735 nChanged 1298 SP:Iteration 1F (117.373756 sec): 3 clusters Score: Raw -229448.456636 + Penalty 311.865205 = -229136.591431 nChanged 271 SP:Iteration 2F (117.378856 sec): 3 clusters Score: Raw -229552.009043 + Penalty 311.060455 = -229240.948588 nChanged 155 SP:Iteration 3F (117.384002 sec): 3 clusters Score: Raw -229584.814776 + Penalty 310.850375 = -229273.964401 nChanged 108 SP:Iteration 4Q (117.388967 sec): 3 clusters Score: Raw -229609.229115 + Penalty 311.269719 = -229297.959396 nChanged 107 SP:Iteration 5Q (117.394207 sec): 3 clusters Score: Raw -229647.390956 + Penalty 312.702555 = -229334.688401 nChanged 137 SP:Iteration 6Q (117.399705 sec): 3 clusters Score: Raw -229714.202367 + Penalty 315.256681 = -229398.945686 nChanged 174 SP:Iteration 7F (117.405072 sec): 3 clusters Score: Raw -229826.690627 + Penalty 318.891166 = -229507.799461 nChanged 216 SP:Iteration 8F (117.410151 sec): 3 clusters Score: Raw -230034.763441 + Penalty 327.029664 = -229707.733777 nChanged 221 SP:Iteration 9F (117.415098 sec): 3 clusters Score: Raw -230272.322300 + Penalty 335.420059 = -229936.902240 nChanged 159 SP:Iteration 10F (117.420047 sec): 3 clusters Score: Raw -230454.548833 + Penalty 326.814717 = -230127.734116 nChanged 79 SP:Iteration 11Q (117.424984 sec): 3 clusters Score: Raw -230550.561954 + Penalty 320.611725 = -230229.950229 nChanged 36 SP:Iteration 12Q (117.430259 sec): 3 clusters Score: Raw -230592.188122 + Penalty 337.356326 = -230254.831796 nChanged 9 SP:Iteration 13Q (117.434566 sec): 3 clusters Score: Raw -230600.375410 + Penalty 382.944066 = -230217.431344 nChanged 4 SP:Iteration 14F (117.439269 sec): 3 clusters Score: Raw -230603.747252 + Penalty 382.944066 = -230220.803186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.440641 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.440987 sec): 3 clusters Score: Raw -3493.041203 + Penalty 291.284077 = -3201.757126 nChanged 9 SP:Iteration 1F (117.441295 sec): 3 clusters Score: Raw -3518.182095 + Penalty 309.785511 = -3208.396584 nChanged 3 SP:Iteration 2F (117.441595 sec): 3 clusters Score: Raw -3542.080365 + Penalty 309.785511 = -3232.294854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.442533 sec): 2 clusters Score: Raw -2380.272035 + Penalty 55.434597 = -2324.837438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.442812 sec): 3 clusters Score: Raw -2433.228383 + Penalty 122.812040 = -2310.416343 nChanged 6 SP:Iteration 1F (117.443087 sec): 3 clusters Score: Raw -2453.186471 + Penalty 122.812040 = -2330.374430 nChanged 0 Score: Raw -3036390.067332 + Penalty 21654.667859 = -3014735.399474 Splitting cluster 3 changes total score from -2994177.289580 to -3014735.399474 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.927903 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.931536 sec): 3 clusters Score: Raw -149174.466906 + Penalty 720.848963 = -148453.617944 nChanged 732 SP:Iteration 1F (117.934850 sec): 3 clusters Score: Raw -149555.233345 + Penalty 718.915241 = -148836.318104 nChanged 160 SP:Iteration 2F (117.938145 sec): 3 clusters Score: Raw -149646.709903 + Penalty 715.753194 = -148930.956709 nChanged 142 SP:Iteration 3F (117.941348 sec): 3 clusters Score: Raw -149728.050311 + Penalty 717.527400 = -149010.522911 nChanged 127 SP:Iteration 4F (117.944554 sec): 3 clusters Score: Raw -149821.202371 + Penalty 720.659545 = -149100.542826 nChanged 144 SP:Iteration 5F (117.947916 sec): 3 clusters Score: Raw -149958.144295 + Penalty 735.416730 = -149222.727566 nChanged 129 SP:Iteration 6F (117.951277 sec): 3 clusters Score: Raw -150073.927451 + Penalty 742.866989 = -149331.060462 nChanged 78 SP:Iteration 7Q (117.954741 sec): 3 clusters Score: Raw -150138.387463 + Penalty 745.963984 = -149392.423479 nChanged 53 SP:Iteration 8Q (117.958238 sec): 3 clusters Score: Raw -150180.607960 + Penalty 771.422894 = -149409.185066 nChanged 43 SP:Iteration 9Q (117.961741 sec): 3 clusters Score: Raw -150216.265985 + Penalty 776.496604 = -149439.769381 nChanged 23 SP:Iteration 10F (117.965230 sec): 3 clusters Score: Raw -150232.578015 + Penalty 781.927555 = -149450.650460 nChanged 9 SP:Iteration 11Q (117.968640 sec): 3 clusters Score: Raw -150238.617752 + Penalty 787.975161 = -149450.642591 nChanged 9 SP:Iteration 12F (117.971900 sec): 3 clusters Score: Raw -150243.371796 + Penalty 793.724326 = -149449.647470 nChanged 6 SP:Iteration 13F (117.975110 sec): 3 clusters Score: Raw -150248.395688 + Penalty 785.238160 = -149463.157529 nChanged 1 SP:Iteration 14Q (117.978144 sec): 3 clusters Score: Raw -150248.946210 + Penalty 781.547560 = -149467.398650 nChanged 1 SP:Iteration 15Q (117.981184 sec): 3 clusters Score: Raw -150249.443658 + Penalty 777.066819 = -149472.376840 nChanged 2 SP:Iteration 16Q (117.984148 sec): 3 clusters Score: Raw -150249.938146 + Penalty 778.342120 = -149471.596025 nChanged 1 SP:Iteration 17F (117.987377 sec): 3 clusters Score: Raw -150251.283903 + Penalty 778.976853 = -149472.307050 nChanged 1 SP:Iteration 18Q (117.990330 sec): 3 clusters Score: Raw -150252.406678 + Penalty 778.976853 = -149473.429824 nChanged 0 SP:Iteration 19F (117.993635 sec): 3 clusters Score: Raw -150252.406678 + Penalty 778.976853 = -149473.429824 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.090723 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.133052 sec): 3 clusters Score: Raw -1697216.491752 + Penalty 650.677395 = -1696565.814357 nChanged 10371 SP:Iteration 1F (118.173878 sec): 3 clusters Score: Raw -1703115.278756 + Penalty 780.653774 = -1702334.624982 nChanged 3823 SP:Iteration 2F (118.214507 sec): 3 clusters Score: Raw -1706873.732923 + Penalty 899.487382 = -1705974.245541 nChanged 2192 SP:Iteration 3F (118.255026 sec): 3 clusters Score: Raw -1708848.428047 + Penalty 995.743106 = -1707852.684942 nChanged 1466 SP:Iteration 4F (118.297398 sec): 3 clusters Score: Raw -1710042.055222 + Penalty 1070.199208 = -1708971.856013 nChanged 930 SP:Iteration 5Q (118.337006 sec): 3 clusters Score: Raw -1710727.284731 + Penalty 1133.108834 = -1709594.175897 nChanged 616 SP:Iteration 6Q (118.374228 sec): 3 clusters Score: Raw -1711171.425820 + Penalty 1186.736025 = -1709984.689795 nChanged 420 SP:Iteration 7Q (118.409704 sec): 3 clusters Score: Raw -1711506.858953 + Penalty 1215.749757 = -1710291.109196 nChanged 256 SP:Iteration 8Q (118.444641 sec): 3 clusters Score: Raw -1711721.485820 + Penalty 1222.720492 = -1710498.765328 nChanged 137 SP:Iteration 9Q (118.478436 sec): 3 clusters Score: Raw -1711826.119335 + Penalty 1214.419503 = -1710611.699832 nChanged 80 SP:Iteration 10F (118.523570 sec): 3 clusters Score: Raw -1711878.231716 + Penalty 1210.847727 = -1710667.383990 nChanged 40 SP:Iteration 11Q (118.560992 sec): 3 clusters Score: Raw -1711903.688240 + Penalty 1211.330850 = -1710692.357391 nChanged 27 SP:Iteration 12Q (118.593974 sec): 3 clusters Score: Raw -1711919.825412 + Penalty 1215.190352 = -1710704.635059 nChanged 22 SP:Iteration 13Q (118.626512 sec): 3 clusters Score: Raw -1711933.346877 + Penalty 1217.390171 = -1710715.956706 nChanged 13 SP:Iteration 14Q (118.658775 sec): 3 clusters Score: Raw -1711940.363522 + Penalty 1214.224338 = -1710726.139184 nChanged 9 SP:Iteration 15Q (118.691050 sec): 3 clusters Score: Raw -1711944.309582 + Penalty 1216.134950 = -1710728.174632 nChanged 4 SP:Iteration 16Q (118.728333 sec): 3 clusters Score: Raw -1711945.448268 + Penalty 1218.398844 = -1710727.049424 nChanged 3 SP:Iteration 17F (118.773791 sec): 3 clusters Score: Raw -1711947.022222 + Penalty 1215.196976 = -1710731.825246 nChanged 4 SP:Iteration 18Q (118.810819 sec): 3 clusters Score: Raw -1711948.215415 + Penalty 1217.861734 = -1710730.353680 nChanged 3 SP:Iteration 19F (118.855649 sec): 3 clusters Score: Raw -1711948.587414 + Penalty 1222.825943 = -1710725.761471 nChanged 3 SP:Iteration 20F (118.902293 sec): 3 clusters Score: Raw -1711949.508741 + Penalty 1222.041549 = -1710727.467192 nChanged 2 SP:Iteration 21Q (118.939381 sec): 3 clusters Score: Raw -1711949.914208 + Penalty 1221.388722 = -1710728.525487 nChanged 1 SP:Iteration 22Q (118.976501 sec): 3 clusters Score: Raw -1711950.085505 + Penalty 1222.110452 = -1710727.975053 nChanged 1 SP:Iteration 23F (119.021454 sec): 3 clusters Score: Raw -1711950.358067 + Penalty 1222.110452 = -1710728.247616 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.036738 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.038668 sec): 3 clusters Score: Raw -83587.855056 + Penalty 1377.090206 = -82210.764850 nChanged 340 SP:Iteration 1F (119.040558 sec): 3 clusters Score: Raw -83831.776494 + Penalty 1389.528917 = -82442.247577 nChanged 105 SP:Iteration 2F (119.042406 sec): 3 clusters Score: Raw -83934.224603 + Penalty 1400.469007 = -82533.755595 nChanged 83 SP:Iteration 3F (119.044348 sec): 3 clusters Score: Raw -84006.154201 + Penalty 1409.320286 = -82596.833914 nChanged 46 SP:Iteration 4Q (119.046169 sec): 3 clusters Score: Raw -84039.411656 + Penalty 1416.951228 = -82622.460427 nChanged 28 SP:Iteration 5Q (119.048001 sec): 3 clusters Score: Raw -84060.806784 + Penalty 1425.292012 = -82635.514772 nChanged 20 SP:Iteration 6Q (119.049874 sec): 3 clusters Score: Raw -84081.897300 + Penalty 1429.627839 = -82652.269461 nChanged 20 SP:Iteration 7Q (119.051689 sec): 3 clusters Score: Raw -84100.212229 + Penalty 1432.820908 = -82667.391320 nChanged 12 SP:Iteration 8Q (119.053465 sec): 3 clusters Score: Raw -84113.652486 + Penalty 1434.346276 = -82679.306210 nChanged 12 SP:Iteration 9Q (119.055221 sec): 3 clusters Score: Raw -84125.169076 + Penalty 1436.349497 = -82688.819579 nChanged 5 SP:Iteration 10F (119.057063 sec): 3 clusters Score: Raw -84127.933196 + Penalty 1436.061605 = -82691.871592 nChanged 5 SP:Iteration 11Q (119.058805 sec): 3 clusters Score: Raw -84131.281902 + Penalty 1434.337449 = -82696.944454 nChanged 6 SP:Iteration 12Q (119.060543 sec): 3 clusters Score: Raw -84140.752734 + Penalty 1435.536310 = -82705.216424 nChanged 3 SP:Iteration 13Q (119.062325 sec): 3 clusters Score: Raw -84143.734441 + Penalty 1436.498547 = -82707.235894 nChanged 2 SP:Iteration 14Q (119.064057 sec): 3 clusters Score: Raw -84145.845004 + Penalty 1436.732564 = -82709.112439 nChanged 3 SP:Iteration 15Q (119.065938 sec): 3 clusters Score: Raw -84147.826397 + Penalty 1438.784009 = -82709.042388 nChanged 5 SP:Iteration 16F (119.067944 sec): 3 clusters Score: Raw -84151.010709 + Penalty 1439.832189 = -82711.178520 nChanged 3 SP:Iteration 17Q (119.069735 sec): 3 clusters Score: Raw -84153.273763 + Penalty 1439.871069 = -82713.402694 nChanged 2 SP:Iteration 18Q (119.071460 sec): 3 clusters Score: Raw -84155.947746 + Penalty 1439.871069 = -82716.076676 nChanged 0 SP:Iteration 19F (119.073306 sec): 3 clusters Score: Raw -84155.947746 + Penalty 1439.871069 = -82716.076676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.076952 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.078802 sec): 3 clusters Score: Raw -65357.611971 + Penalty 1975.781587 = -63381.830384 nChanged 243 SP:Iteration 1F (119.080588 sec): 3 clusters Score: Raw -65608.752374 + Penalty 1975.642153 = -63633.110221 nChanged 61 SP:Iteration 2F (119.082227 sec): 3 clusters Score: Raw -65691.537743 + Penalty 1975.200787 = -63716.336955 nChanged 38 SP:Iteration 3Q (119.083860 sec): 3 clusters Score: Raw -65747.727007 + Penalty 1974.868499 = -63772.858508 nChanged 29 SP:Iteration 4Q (119.085439 sec): 3 clusters Score: Raw -65782.911480 + Penalty 1974.276987 = -63808.634493 nChanged 16 SP:Iteration 5Q (119.086993 sec): 3 clusters Score: Raw -65798.752908 + Penalty 1973.786113 = -63824.966795 nChanged 10 SP:Iteration 6Q (119.088523 sec): 3 clusters Score: Raw -65805.399261 + Penalty 1973.296364 = -63832.102897 nChanged 6 SP:Iteration 7Q (119.090117 sec): 3 clusters Score: Raw -65810.032064 + Penalty 1973.051787 = -63836.980277 nChanged 6 SP:Iteration 8Q (119.091675 sec): 3 clusters Score: Raw -65816.403336 + Penalty 1973.296364 = -63843.106972 nChanged 4 SP:Iteration 9Q (119.093246 sec): 3 clusters Score: Raw -65820.946383 + Penalty 1973.419318 = -63847.527066 nChanged 1 SP:Iteration 10F (119.094898 sec): 3 clusters Score: Raw -65821.279796 + Penalty 1973.419318 = -63847.860479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.095957 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.096226 sec): 3 clusters Score: Raw -1979.244663 + Penalty 396.227381 = -1583.017282 nChanged 7 SP:Iteration 1F (119.096491 sec): 3 clusters Score: Raw -2038.440455 + Penalty 396.227381 = -1642.213075 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.099386 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.100932 sec): 3 clusters Score: Raw -62871.697870 + Penalty 1177.945716 = -61693.752154 nChanged 253 SP:Iteration 1F (119.102419 sec): 3 clusters Score: Raw -63097.372480 + Penalty 1189.551730 = -61907.820750 nChanged 84 SP:Iteration 2F (119.103902 sec): 3 clusters Score: Raw -63167.293468 + Penalty 1196.761249 = -61970.532220 nChanged 41 SP:Iteration 3F (119.105360 sec): 3 clusters Score: Raw -63201.390865 + Penalty 1203.731507 = -61997.659358 nChanged 29 SP:Iteration 4Q (119.106908 sec): 3 clusters Score: Raw -63235.854653 + Penalty 1212.552937 = -62023.301716 nChanged 24 SP:Iteration 5Q (119.108355 sec): 3 clusters Score: Raw -63263.579425 + Penalty 1214.983877 = -62048.595548 nChanged 19 SP:Iteration 6Q (119.109801 sec): 3 clusters Score: Raw -63277.253664 + Penalty 1214.786310 = -62062.467355 nChanged 6 SP:Iteration 7Q (119.111248 sec): 3 clusters Score: Raw -63282.939139 + Penalty 1213.213257 = -62069.725882 nChanged 5 SP:Iteration 8Q (119.112694 sec): 3 clusters Score: Raw -63286.403306 + Penalty 1212.586850 = -62073.816456 nChanged 3 SP:Iteration 9Q (119.114188 sec): 3 clusters Score: Raw -63289.594452 + Penalty 1212.168833 = -62077.425619 nChanged 2 SP:Iteration 10F (119.115666 sec): 3 clusters Score: Raw -63290.945989 + Penalty 1210.267344 = -62080.678645 nChanged 1 SP:Iteration 11Q (119.117132 sec): 3 clusters Score: Raw -63291.895200 + Penalty 1210.267344 = -62081.627856 nChanged 0 SP:Iteration 12F (119.118582 sec): 3 clusters Score: Raw -63291.895200 + Penalty 1210.267344 = -62081.627856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.121778 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.122826 sec): 3 clusters Score: Raw -39379.879060 + Penalty 769.150267 = -38610.728793 nChanged 164 SP:Iteration 1F (119.123917 sec): 3 clusters Score: Raw -39492.304544 + Penalty 779.881594 = -38712.422949 nChanged 57 SP:Iteration 2F (119.124994 sec): 3 clusters Score: Raw -39539.705763 + Penalty 799.177048 = -38740.528716 nChanged 38 SP:Iteration 3F (119.126064 sec): 3 clusters Score: Raw -39578.498020 + Penalty 822.934302 = -38755.563718 nChanged 30 SP:Iteration 4F (119.127093 sec): 3 clusters Score: Raw -39606.629378 + Penalty 846.645119 = -38759.984259 nChanged 18 SP:Iteration 5Q (119.128108 sec): 3 clusters Score: Raw -39622.374098 + Penalty 870.093190 = -38752.280908 nChanged 15 SP:Iteration 6F (119.129148 sec): 3 clusters Score: Raw -39636.728645 + Penalty 890.442105 = -38746.286540 nChanged 12 SP:Iteration 7F (119.130256 sec): 3 clusters Score: Raw -39650.456873 + Penalty 910.615973 = -38739.840900 nChanged 10 SP:Iteration 8F (119.131358 sec): 3 clusters Score: Raw -39669.809205 + Penalty 927.364963 = -38742.444242 nChanged 6 SP:Iteration 9Q (119.132384 sec): 3 clusters Score: Raw -39679.754340 + Penalty 950.230193 = -38729.524147 nChanged 9 SP:Iteration 10F (119.133453 sec): 3 clusters Score: Raw -39689.510618 + Penalty 957.893188 = -38731.617431 nChanged 3 SP:Iteration 11Q (119.134456 sec): 3 clusters Score: Raw -39693.986570 + Penalty 971.833282 = -38722.153288 nChanged 4 SP:Iteration 12F (119.135484 sec): 3 clusters Score: Raw -39696.684508 + Penalty 973.801139 = -38722.883369 nChanged 1 SP:Iteration 13Q (119.136434 sec): 3 clusters Score: Raw -39697.084153 + Penalty 978.900181 = -38718.183971 nChanged 2 SP:Iteration 14F (119.137453 sec): 3 clusters Score: Raw -39699.149896 + Penalty 984.352176 = -38714.797720 nChanged 2 SP:Iteration 15F (119.138471 sec): 3 clusters Score: Raw -39700.777160 + Penalty 984.352176 = -38716.424985 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.147935 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.149267 sec): 3 clusters Score: Raw -56824.972066 + Penalty 1842.084755 = -54982.887311 nChanged 183 SP:Iteration 1F (119.150579 sec): 3 clusters Score: Raw -56997.162573 + Penalty 1850.935142 = -55146.227431 nChanged 55 SP:Iteration 2F (119.151907 sec): 3 clusters Score: Raw -57063.351435 + Penalty 1861.649939 = -55201.701496 nChanged 33 SP:Iteration 3F (119.153217 sec): 3 clusters Score: Raw -57109.519662 + Penalty 1874.085852 = -55235.433811 nChanged 28 SP:Iteration 4Q (119.154549 sec): 3 clusters Score: Raw -57150.475636 + Penalty 1885.510861 = -55264.964775 nChanged 30 SP:Iteration 5Q (119.155907 sec): 3 clusters Score: Raw -57219.701129 + Penalty 1895.521324 = -55324.179805 nChanged 25 SP:Iteration 6Q (119.157192 sec): 3 clusters Score: Raw -57278.224775 + Penalty 1901.624271 = -55376.600503 nChanged 14 SP:Iteration 7Q (119.158413 sec): 3 clusters Score: Raw -57310.287367 + Penalty 1906.558623 = -55403.728744 nChanged 15 SP:Iteration 8Q (119.159617 sec): 3 clusters Score: Raw -57355.615278 + Penalty 1906.643624 = -55448.971654 nChanged 21 SP:Iteration 9Q (119.160797 sec): 3 clusters Score: Raw -57403.398140 + Penalty 1907.156858 = -55496.241282 nChanged 16 SP:Iteration 10F (119.162102 sec): 3 clusters Score: Raw -57432.931105 + Penalty 1907.444363 = -55525.486742 nChanged 7 SP:Iteration 11Q (119.163339 sec): 3 clusters Score: Raw -57445.125416 + Penalty 1907.872884 = -55537.252532 nChanged 4 SP:Iteration 12Q (119.164561 sec): 3 clusters Score: Raw -57451.445613 + Penalty 1908.173675 = -55543.271938 nChanged 2 SP:Iteration 13Q (119.165772 sec): 3 clusters Score: Raw -57454.105027 + Penalty 1908.173675 = -55545.931353 nChanged 0 SP:Iteration 14F (119.167144 sec): 3 clusters Score: Raw -57454.105027 + Penalty 1908.173675 = -55545.931353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.169594 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.170596 sec): 3 clusters Score: Raw -33845.615708 + Penalty 857.802639 = -32987.813069 nChanged 138 SP:Iteration 1F (119.171580 sec): 3 clusters Score: Raw -33962.876376 + Penalty 860.424513 = -33102.451862 nChanged 35 SP:Iteration 2F (119.172567 sec): 3 clusters Score: Raw -33994.398246 + Penalty 860.885420 = -33133.512826 nChanged 24 SP:Iteration 3F (119.173510 sec): 3 clusters Score: Raw -34022.059200 + Penalty 860.650113 = -33161.409087 nChanged 19 SP:Iteration 4Q (119.174442 sec): 3 clusters Score: Raw -34044.037838 + Penalty 861.961108 = -33182.076731 nChanged 18 SP:Iteration 5Q (119.175367 sec): 3 clusters Score: Raw -34067.387536 + Penalty 866.113082 = -33201.274454 nChanged 19 SP:Iteration 6Q (119.176295 sec): 3 clusters Score: Raw -34090.908232 + Penalty 868.683420 = -33222.224812 nChanged 12 SP:Iteration 7Q (119.177222 sec): 3 clusters Score: Raw -34105.680129 + Penalty 871.975757 = -33233.704372 nChanged 10 SP:Iteration 8Q (119.178146 sec): 3 clusters Score: Raw -34118.914370 + Penalty 873.778164 = -33245.136206 nChanged 4 SP:Iteration 9Q (119.179065 sec): 3 clusters Score: Raw -34125.453325 + Penalty 877.206130 = -33248.247196 nChanged 3 SP:Iteration 10F (119.180007 sec): 3 clusters Score: Raw -34129.261052 + Penalty 878.762217 = -33250.498834 nChanged 3 SP:Iteration 11Q (119.180921 sec): 3 clusters Score: Raw -34133.210114 + Penalty 878.762217 = -33254.447897 nChanged 0 SP:Iteration 12F (119.181907 sec): 3 clusters Score: Raw -34133.210114 + Penalty 878.762217 = -33254.447897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.183399 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.183849 sec): 3 clusters Score: Raw -10853.493941 + Penalty 70.153667 = -10783.340274 nChanged 49 SP:Iteration 1F (119.184292 sec): 3 clusters Score: Raw -10913.163810 + Penalty 71.384043 = -10841.779767 nChanged 8 SP:Iteration 2F (119.184724 sec): 3 clusters Score: Raw -10917.895045 + Penalty 71.025936 = -10846.869108 nChanged 4 SP:Iteration 3Q (119.185172 sec): 3 clusters Score: Raw -10918.369023 + Penalty 71.025936 = -10847.343087 nChanged 0 SP:Iteration 4F (119.185616 sec): 3 clusters Score: Raw -10918.369023 + Penalty 71.025936 = -10847.343087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.186538 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.186821 sec): 3 clusters Score: Raw -2681.485323 + Penalty 277.083578 = -2404.401745 nChanged 4 SP:Iteration 1F (119.187098 sec): 3 clusters Score: Raw -2691.091717 + Penalty 289.869811 = -2401.221906 nChanged 2 SP:Iteration 2F (119.187374 sec): 3 clusters Score: Raw -2696.806486 + Penalty 295.885560 = -2400.920926 nChanged 1 SP:Iteration 3F (119.187652 sec): 3 clusters Score: Raw -2701.803576 + Penalty 295.885560 = -2405.918017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.194477 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.197142 sec): 3 clusters Score: Raw -118334.449275 + Penalty 984.676230 = -117349.773045 nChanged 530 SP:Iteration 1F (119.199896 sec): 3 clusters Score: Raw -118644.171286 + Penalty 984.508958 = -117659.662328 nChanged 148 SP:Iteration 2F (119.202453 sec): 3 clusters Score: Raw -118749.777322 + Penalty 984.421152 = -117765.356170 nChanged 91 SP:Iteration 3F (119.204988 sec): 3 clusters Score: Raw -118817.825162 + Penalty 984.322994 = -117833.502167 nChanged 70 SP:Iteration 4F (119.207519 sec): 3 clusters Score: Raw -118860.244357 + Penalty 984.568140 = -117875.676217 nChanged 60 SP:Iteration 5Q (119.210035 sec): 3 clusters Score: Raw -118905.577915 + Penalty 985.524557 = -117920.053358 nChanged 62 SP:Iteration 6Q (119.212549 sec): 3 clusters Score: Raw -118957.083169 + Penalty 985.553964 = -117971.529205 nChanged 47 SP:Iteration 7Q (119.215095 sec): 3 clusters Score: Raw -118990.508733 + Penalty 985.903163 = -118004.605569 nChanged 49 SP:Iteration 8Q (119.217632 sec): 3 clusters Score: Raw -119014.101666 + Penalty 987.002744 = -118027.098922 nChanged 33 SP:Iteration 9Q (119.220102 sec): 3 clusters Score: Raw -119028.540675 + Penalty 987.641954 = -118040.898720 nChanged 23 SP:Iteration 10F (119.222660 sec): 3 clusters Score: Raw -119038.115081 + Penalty 988.358706 = -118049.756375 nChanged 18 SP:Iteration 11Q (119.225227 sec): 3 clusters Score: Raw -119046.059321 + Penalty 989.377711 = -118056.681610 nChanged 18 SP:Iteration 12Q (119.227746 sec): 3 clusters Score: Raw -119054.727852 + Penalty 990.638971 = -118064.088881 nChanged 15 SP:Iteration 13Q (119.230197 sec): 3 clusters Score: Raw -119061.049829 + Penalty 991.759186 = -118069.290642 nChanged 10 SP:Iteration 14Q (119.232864 sec): 3 clusters Score: Raw -119065.492049 + Penalty 992.172957 = -118073.319093 nChanged 8 SP:Iteration 15Q (119.235420 sec): 3 clusters Score: Raw -119068.334893 + Penalty 992.658230 = -118075.676663 nChanged 7 SP:Iteration 16Q (119.237902 sec): 3 clusters Score: Raw -119070.637454 + Penalty 993.359124 = -118077.278330 nChanged 7 SP:Iteration 17Q (119.240389 sec): 3 clusters Score: Raw -119072.699359 + Penalty 993.649773 = -118079.049586 nChanged 6 SP:Iteration 18Q (119.242806 sec): 3 clusters Score: Raw -119074.644299 + Penalty 993.718518 = -118080.925781 nChanged 1 SP:Iteration 19Q (119.245302 sec): 3 clusters Score: Raw -119074.953454 + Penalty 993.581299 = -118081.372156 nChanged 1 SP:Iteration 20F (119.247860 sec): 3 clusters Score: Raw -119075.344391 + Penalty 993.581299 = -118081.763092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.252428 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.254000 sec): 3 clusters Score: Raw -70110.342401 + Penalty 892.223499 = -69218.118902 nChanged 302 SP:Iteration 1F (119.255548 sec): 3 clusters Score: Raw -70393.718509 + Penalty 886.381408 = -69507.337101 nChanged 110 SP:Iteration 2F (119.257095 sec): 3 clusters Score: Raw -70493.699125 + Penalty 884.898854 = -69608.800271 nChanged 49 SP:Iteration 3F (119.258639 sec): 3 clusters Score: Raw -70524.647856 + Penalty 886.335714 = -69638.312142 nChanged 29 SP:Iteration 4Q (119.260192 sec): 3 clusters Score: Raw -70539.403983 + Penalty 888.838980 = -69650.565003 nChanged 20 SP:Iteration 5Q (119.261725 sec): 3 clusters Score: Raw -70546.581309 + Penalty 892.421589 = -69654.159720 nChanged 16 SP:Iteration 6Q (119.263238 sec): 3 clusters Score: Raw -70551.220889 + Penalty 893.728746 = -69657.492143 nChanged 5 SP:Iteration 7Q (119.264875 sec): 3 clusters Score: Raw -70553.441301 + Penalty 895.564317 = -69657.876984 nChanged 7 SP:Iteration 8Q (119.266519 sec): 3 clusters Score: Raw -70555.191446 + Penalty 896.878502 = -69658.312944 nChanged 5 SP:Iteration 9Q (119.268125 sec): 3 clusters Score: Raw -70556.140960 + Penalty 897.632547 = -69658.508413 nChanged 5 SP:Iteration 10F (119.269703 sec): 3 clusters Score: Raw -70556.951119 + Penalty 898.978987 = -69657.972132 nChanged 5 SP:Iteration 11F (119.271286 sec): 3 clusters Score: Raw -70557.803821 + Penalty 900.129503 = -69657.674318 nChanged 4 SP:Iteration 12F (119.272852 sec): 3 clusters Score: Raw -70558.531648 + Penalty 901.751867 = -69656.779781 nChanged 6 SP:Iteration 13F (119.274430 sec): 3 clusters Score: Raw -70559.590900 + Penalty 903.088052 = -69656.502848 nChanged 5 SP:Iteration 14F (119.275995 sec): 3 clusters Score: Raw -70560.384685 + Penalty 904.693113 = -69655.691572 nChanged 6 SP:Iteration 15F (119.277538 sec): 3 clusters Score: Raw -70562.145965 + Penalty 908.057925 = -69654.088040 nChanged 12 SP:Iteration 16F (119.279077 sec): 3 clusters Score: Raw -70566.124178 + Penalty 912.611723 = -69653.512455 nChanged 15 SP:Iteration 17F (119.280617 sec): 3 clusters Score: Raw -70571.457816 + Penalty 919.781902 = -69651.675914 nChanged 22 SP:Iteration 18F (119.282310 sec): 3 clusters Score: Raw -70580.591979 + Penalty 927.686282 = -69652.905697 nChanged 23 SP:Iteration 19Q (119.283995 sec): 3 clusters Score: Raw -70589.884900 + Penalty 935.431869 = -69654.453031 nChanged 23 SP:Iteration 20F (119.285679 sec): 3 clusters Score: Raw -70598.618867 + Penalty 945.802666 = -69652.816200 nChanged 22 SP:Iteration 21F (119.287284 sec): 3 clusters Score: Raw -70609.526609 + Penalty 954.987783 = -69654.538827 nChanged 19 SP:Iteration 22Q (119.288895 sec): 3 clusters Score: Raw -70618.180979 + Penalty 960.651667 = -69657.529312 nChanged 9 SP:Iteration 23Q (119.290493 sec): 3 clusters Score: Raw -70622.588619 + Penalty 963.373464 = -69659.215155 nChanged 7 SP:Iteration 24Q (119.292078 sec): 3 clusters Score: Raw -70624.935104 + Penalty 966.116235 = -69658.818868 nChanged 4 SP:Iteration 25F (119.293630 sec): 3 clusters Score: Raw -70626.448167 + Penalty 967.364959 = -69659.083208 nChanged 3 SP:Iteration 26Q (119.295106 sec): 3 clusters Score: Raw -70626.983943 + Penalty 967.733570 = -69659.250373 nChanged 1 SP:Iteration 27Q (119.296579 sec): 3 clusters Score: Raw -70627.233288 + Penalty 967.687690 = -69659.545597 nChanged 1 SP:Iteration 28Q (119.298199 sec): 3 clusters Score: Raw -70627.351329 + Penalty 967.856030 = -69659.495298 nChanged 1 SP:Iteration 29F (119.299964 sec): 3 clusters Score: Raw -70627.310933 + Penalty 967.856030 = -69659.454903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.302425 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.303848 sec): 3 clusters Score: Raw -55622.948854 + Penalty 1789.546722 = -53833.402132 nChanged 180 SP:Iteration 1F (119.305251 sec): 3 clusters Score: Raw -55796.976623 + Penalty 1797.077592 = -53999.899030 nChanged 63 SP:Iteration 2F (119.306649 sec): 3 clusters Score: Raw -55887.852519 + Penalty 1806.542879 = -54081.309640 nChanged 47 SP:Iteration 3F (119.308000 sec): 3 clusters Score: Raw -55979.317039 + Penalty 1817.880918 = -54161.436121 nChanged 34 SP:Iteration 4F (119.309351 sec): 3 clusters Score: Raw -56044.726193 + Penalty 1820.220795 = -54224.505398 nChanged 23 SP:Iteration 5Q (119.310629 sec): 3 clusters Score: Raw -56084.403747 + Penalty 1820.443867 = -54263.959880 nChanged 21 SP:Iteration 6Q (119.311958 sec): 3 clusters Score: Raw -56107.413725 + Penalty 1821.753320 = -54285.660405 nChanged 11 SP:Iteration 7Q (119.313275 sec): 3 clusters Score: Raw -56121.500953 + Penalty 1826.626702 = -54294.874251 nChanged 10 SP:Iteration 8Q (119.314594 sec): 3 clusters Score: Raw -56135.041679 + Penalty 1827.424098 = -54307.617581 nChanged 3 SP:Iteration 9Q (119.315850 sec): 3 clusters Score: Raw -56139.884149 + Penalty 1827.534028 = -54312.350121 nChanged 4 SP:Iteration 10F (119.317182 sec): 3 clusters Score: Raw -56147.651469 + Penalty 1826.965804 = -54320.685666 nChanged 3 SP:Iteration 11Q (119.318418 sec): 3 clusters Score: Raw -56150.916513 + Penalty 1827.006518 = -54323.909995 nChanged 2 SP:Iteration 12Q (119.319655 sec): 3 clusters Score: Raw -56152.888674 + Penalty 1827.006518 = -54325.882156 nChanged 0 SP:Iteration 13F (119.320985 sec): 3 clusters Score: Raw -56152.888674 + Penalty 1827.006518 = -54325.882156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.322710 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.323662 sec): 3 clusters Score: Raw -30649.559103 + Penalty 1884.697046 = -28764.862058 nChanged 92 SP:Iteration 1F (119.324569 sec): 3 clusters Score: Raw -30775.106049 + Penalty 1882.672356 = -28892.433693 nChanged 23 SP:Iteration 2F (119.325473 sec): 3 clusters Score: Raw -30824.752220 + Penalty 1881.562858 = -28943.189362 nChanged 15 SP:Iteration 3Q (119.326347 sec): 3 clusters Score: Raw -30863.639775 + Penalty 1881.404366 = -28982.235409 nChanged 8 SP:Iteration 4Q (119.327175 sec): 3 clusters Score: Raw -30876.699665 + Penalty 1880.999530 = -28995.700136 nChanged 4 SP:Iteration 5Q (119.328004 sec): 3 clusters Score: Raw -30880.496885 + Penalty 1880.999530 = -28999.497355 nChanged 2 SP:Iteration 6Q (119.328833 sec): 3 clusters Score: Raw -30885.285858 + Penalty 1880.805592 = -29004.480266 nChanged 1 SP:Iteration 7Q (119.329660 sec): 3 clusters Score: Raw -30887.047900 + Penalty 1880.805592 = -29006.242308 nChanged 0 SP:Iteration 8F (119.330594 sec): 3 clusters Score: Raw -30887.047900 + Penalty 1880.805592 = -29006.242308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.335279 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.337688 sec): 3 clusters Score: Raw -111892.867289 + Penalty 1946.275635 = -109946.591654 nChanged 407 SP:Iteration 1F (119.340047 sec): 3 clusters Score: Raw -112175.049436 + Penalty 1949.787039 = -110225.262397 nChanged 127 SP:Iteration 2F (119.342435 sec): 3 clusters Score: Raw -112277.825033 + Penalty 1952.550709 = -110325.274324 nChanged 72 SP:Iteration 3F (119.344789 sec): 3 clusters Score: Raw -112337.753335 + Penalty 1955.333473 = -110382.419862 nChanged 50 SP:Iteration 4Q (119.347142 sec): 3 clusters Score: Raw -112380.541568 + Penalty 1958.465743 = -110422.075824 nChanged 40 SP:Iteration 5Q (119.349543 sec): 3 clusters Score: Raw -112412.442913 + Penalty 1960.471136 = -110451.971778 nChanged 26 SP:Iteration 6Q (119.351936 sec): 3 clusters Score: Raw -112426.148369 + Penalty 1961.454172 = -110464.694196 nChanged 18 SP:Iteration 7Q (119.354281 sec): 3 clusters Score: Raw -112435.185065 + Penalty 1964.166463 = -110471.018602 nChanged 15 SP:Iteration 8Q (119.356617 sec): 3 clusters Score: Raw -112447.740993 + Penalty 1965.042233 = -110482.698760 nChanged 21 SP:Iteration 9Q (119.358947 sec): 3 clusters Score: Raw -112460.145894 + Penalty 1966.150060 = -110493.995835 nChanged 12 SP:Iteration 10F (119.361292 sec): 3 clusters Score: Raw -112465.013188 + Penalty 1967.152121 = -110497.861067 nChanged 8 SP:Iteration 11Q (119.363624 sec): 3 clusters Score: Raw -112469.039528 + Penalty 1967.353509 = -110501.686019 nChanged 2 SP:Iteration 12Q (119.366187 sec): 3 clusters Score: Raw -112469.444777 + Penalty 1967.443652 = -110502.001124 nChanged 3 SP:Iteration 13Q (119.368700 sec): 3 clusters Score: Raw -112470.053619 + Penalty 1967.443652 = -110502.609967 nChanged 0 SP:Iteration 14F (119.371074 sec): 3 clusters Score: Raw -112470.053619 + Penalty 1967.443652 = -110502.609967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.374148 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.375654 sec): 3 clusters Score: Raw -62908.471311 + Penalty 925.394520 = -61983.076792 nChanged 266 SP:Iteration 1F (119.377124 sec): 3 clusters Score: Raw -63131.095820 + Penalty 924.562796 = -62206.533024 nChanged 95 SP:Iteration 2F (119.378579 sec): 3 clusters Score: Raw -63219.566059 + Penalty 922.816510 = -62296.749549 nChanged 61 SP:Iteration 3F (119.380073 sec): 3 clusters Score: Raw -63261.697813 + Penalty 922.511800 = -62339.186013 nChanged 37 SP:Iteration 4F (119.381571 sec): 3 clusters Score: Raw -63285.243062 + Penalty 925.361470 = -62359.881592 nChanged 35 SP:Iteration 5Q (119.383022 sec): 3 clusters Score: Raw -63321.529881 + Penalty 931.286390 = -62390.243491 nChanged 32 SP:Iteration 6Q (119.384472 sec): 3 clusters Score: Raw -63346.414533 + Penalty 932.264589 = -62414.149945 nChanged 22 SP:Iteration 7Q (119.386035 sec): 3 clusters Score: Raw -63365.545196 + Penalty 936.986426 = -62428.558770 nChanged 19 SP:Iteration 8Q (119.387546 sec): 3 clusters Score: Raw -63381.140679 + Penalty 938.262098 = -62442.878581 nChanged 20 SP:Iteration 9Q (119.388996 sec): 3 clusters Score: Raw -63395.417097 + Penalty 940.313836 = -62455.103261 nChanged 13 SP:Iteration 10F (119.390573 sec): 3 clusters Score: Raw -63409.508328 + Penalty 940.850094 = -62468.658234 nChanged 14 SP:Iteration 11Q (119.392050 sec): 3 clusters Score: Raw -63429.035710 + Penalty 940.423127 = -62488.612583 nChanged 8 SP:Iteration 12Q (119.393508 sec): 3 clusters Score: Raw -63434.895544 + Penalty 942.073508 = -62492.822036 nChanged 4 SP:Iteration 13Q (119.394948 sec): 3 clusters Score: Raw -63437.205244 + Penalty 942.934950 = -62494.270294 nChanged 2 SP:Iteration 14Q (119.396380 sec): 3 clusters Score: Raw -63438.659039 + Penalty 944.708342 = -62493.950697 nChanged 3 SP:Iteration 15F (119.397982 sec): 3 clusters Score: Raw -63441.466798 + Penalty 946.397547 = -62495.069251 nChanged 3 SP:Iteration 16Q (119.399412 sec): 3 clusters Score: Raw -63443.513169 + Penalty 948.222107 = -62495.291063 nChanged 3 SP:Iteration 17Q (119.400832 sec): 3 clusters Score: Raw -63446.255270 + Penalty 949.326018 = -62496.929252 nChanged 2 SP:Iteration 18Q (119.402274 sec): 3 clusters Score: Raw -63446.997241 + Penalty 950.482152 = -62496.515089 nChanged 1 SP:Iteration 19F (119.403869 sec): 3 clusters Score: Raw -63447.324076 + Penalty 950.482152 = -62496.841925 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.406679 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.408123 sec): 3 clusters Score: Raw -58911.354504 + Penalty 1852.249158 = -57059.105346 nChanged 154 SP:Iteration 1F (119.409484 sec): 3 clusters Score: Raw -59059.252467 + Penalty 1853.344224 = -57205.908243 nChanged 49 SP:Iteration 2F (119.410830 sec): 3 clusters Score: Raw -59114.856617 + Penalty 1855.111142 = -57259.745475 nChanged 25 SP:Iteration 3Q (119.412247 sec): 3 clusters Score: Raw -59137.057683 + Penalty 1855.743795 = -57281.313888 nChanged 12 SP:Iteration 4Q (119.413653 sec): 3 clusters Score: Raw -59151.229350 + Penalty 1856.280075 = -57294.949275 nChanged 10 SP:Iteration 5Q (119.415052 sec): 3 clusters Score: Raw -59162.841553 + Penalty 1856.458937 = -57306.382616 nChanged 10 SP:Iteration 6Q (119.416454 sec): 3 clusters Score: Raw -59177.152515 + Penalty 1857.404714 = -57319.747801 nChanged 14 SP:Iteration 7Q (119.417785 sec): 3 clusters Score: Raw -59193.583081 + Penalty 1858.879454 = -57334.703627 nChanged 12 SP:Iteration 8Q (119.419108 sec): 3 clusters Score: Raw -59209.630945 + Penalty 1858.843834 = -57350.787111 nChanged 11 SP:Iteration 9Q (119.420517 sec): 3 clusters Score: Raw -59218.409859 + Penalty 1858.767906 = -57359.641953 nChanged 7 SP:Iteration 10F (119.421932 sec): 3 clusters Score: Raw -59227.202173 + Penalty 1859.057753 = -57368.144420 nChanged 11 SP:Iteration 11Q (119.423319 sec): 3 clusters Score: Raw -59238.322365 + Penalty 1859.020070 = -57379.302294 nChanged 4 SP:Iteration 12Q (119.424704 sec): 3 clusters Score: Raw -59241.975467 + Penalty 1858.929710 = -57383.045757 nChanged 1 SP:Iteration 13Q (119.426108 sec): 3 clusters Score: Raw -59244.745297 + Penalty 1858.447637 = -57386.297660 nChanged 3 SP:Iteration 14Q (119.427485 sec): 3 clusters Score: Raw -59247.307593 + Penalty 1858.275811 = -57389.031783 nChanged 4 SP:Iteration 15Q (119.428854 sec): 3 clusters Score: Raw -59252.319531 + Penalty 1857.608135 = -57394.711396 nChanged 3 SP:Iteration 16Q (119.430178 sec): 3 clusters Score: Raw -59254.245110 + Penalty 1856.722112 = -57397.522997 nChanged 5 SP:Iteration 17Q (119.431573 sec): 3 clusters Score: Raw -59258.635702 + Penalty 1855.694889 = -57402.940813 nChanged 5 SP:Iteration 18Q (119.432957 sec): 3 clusters Score: Raw -59262.898241 + Penalty 1855.470812 = -57407.427429 nChanged 1 SP:Iteration 19Q (119.434340 sec): 3 clusters Score: Raw -59263.495006 + Penalty 1855.470812 = -57408.024194 nChanged 0 SP:Iteration 20F (119.435756 sec): 3 clusters Score: Raw -59263.495006 + Penalty 1855.470812 = -57408.024194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.437760 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.438654 sec): 3 clusters Score: Raw -30538.279940 + Penalty 1169.567493 = -29368.712447 nChanged 97 SP:Iteration 1F (119.439503 sec): 3 clusters Score: Raw -30638.688246 + Penalty 1168.596875 = -29470.091371 nChanged 36 SP:Iteration 2F (119.440347 sec): 3 clusters Score: Raw -30686.217356 + Penalty 1168.753412 = -29517.463945 nChanged 15 SP:Iteration 3Q (119.441236 sec): 3 clusters Score: Raw -30709.479230 + Penalty 1168.232817 = -29541.246412 nChanged 7 SP:Iteration 4Q (119.442101 sec): 3 clusters Score: Raw -30717.300188 + Penalty 1167.785587 = -29549.514601 nChanged 12 SP:Iteration 5Q (119.442962 sec): 3 clusters Score: Raw -30734.927455 + Penalty 1167.843143 = -29567.084312 nChanged 4 SP:Iteration 6Q (119.443857 sec): 3 clusters Score: Raw -30740.766301 + Penalty 1167.648313 = -29573.117988 nChanged 5 SP:Iteration 7Q (119.444717 sec): 3 clusters Score: Raw -30745.628756 + Penalty 1167.648313 = -29577.980444 nChanged 0 SP:Iteration 8F (119.445601 sec): 3 clusters Score: Raw -30745.628756 + Penalty 1167.648313 = -29577.980444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.449139 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.451122 sec): 3 clusters Score: Raw -77737.059455 + Penalty 1464.889397 = -76272.170057 nChanged 312 SP:Iteration 1F (119.453027 sec): 3 clusters Score: Raw -77939.512078 + Penalty 1465.481610 = -76474.030468 nChanged 84 SP:Iteration 2F (119.454980 sec): 3 clusters Score: Raw -78002.791131 + Penalty 1464.183665 = -76538.607466 nChanged 60 SP:Iteration 3F (119.456887 sec): 3 clusters Score: Raw -78050.601539 + Penalty 1464.086769 = -76586.514771 nChanged 46 SP:Iteration 4Q (119.458789 sec): 3 clusters Score: Raw -78085.781677 + Penalty 1467.578991 = -76618.202686 nChanged 43 SP:Iteration 5Q (119.460673 sec): 3 clusters Score: Raw -78118.902718 + Penalty 1472.408121 = -76646.494598 nChanged 31 SP:Iteration 6Q (119.462497 sec): 3 clusters Score: Raw -78138.125127 + Penalty 1479.386831 = -76658.738296 nChanged 25 SP:Iteration 7Q (119.464383 sec): 3 clusters Score: Raw -78154.448129 + Penalty 1487.258673 = -76667.189456 nChanged 19 SP:Iteration 8Q (119.466284 sec): 3 clusters Score: Raw -78170.238648 + Penalty 1492.747611 = -76677.491036 nChanged 20 SP:Iteration 9Q (119.468159 sec): 3 clusters Score: Raw -78191.609707 + Penalty 1500.296630 = -76691.313076 nChanged 19 SP:Iteration 10F (119.469918 sec): 3 clusters Score: Raw -78210.257730 + Penalty 1502.474605 = -76707.783125 nChanged 10 SP:Iteration 11Q (119.471642 sec): 3 clusters Score: Raw -78225.032088 + Penalty 1508.220823 = -76716.811265 nChanged 15 SP:Iteration 12Q (119.473389 sec): 3 clusters Score: Raw -78253.025377 + Penalty 1519.030514 = -76733.994863 nChanged 16 SP:Iteration 13Q (119.475180 sec): 3 clusters Score: Raw -78269.792216 + Penalty 1525.609125 = -76744.183091 nChanged 13 SP:Iteration 14Q (119.476937 sec): 3 clusters Score: Raw -78289.817418 + Penalty 1530.920601 = -76758.896817 nChanged 13 SP:Iteration 15Q (119.478664 sec): 3 clusters Score: Raw -78301.274498 + Penalty 1538.802400 = -76762.472098 nChanged 9 SP:Iteration 16Q (119.480372 sec): 3 clusters Score: Raw -78312.634199 + Penalty 1538.572396 = -76774.061803 nChanged 1 SP:Iteration 17Q (119.481979 sec): 3 clusters Score: Raw -78313.760839 + Penalty 1539.988941 = -76773.771898 nChanged 1 SP:Iteration 18F (119.483838 sec): 3 clusters Score: Raw -78314.348740 + Penalty 1539.988941 = -76774.359799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.486037 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.487058 sec): 3 clusters Score: Raw -31086.823360 + Penalty 882.531615 = -30204.291745 nChanged 127 SP:Iteration 1F (119.488057 sec): 3 clusters Score: Raw -31236.921035 + Penalty 881.999031 = -30354.922004 nChanged 40 SP:Iteration 2F (119.489050 sec): 3 clusters Score: Raw -31284.389935 + Penalty 880.650519 = -30403.739415 nChanged 19 SP:Iteration 3Q (119.490020 sec): 3 clusters Score: Raw -31311.161542 + Penalty 880.141754 = -30431.019788 nChanged 12 SP:Iteration 4Q (119.490959 sec): 3 clusters Score: Raw -31321.121452 + Penalty 880.070719 = -30441.050733 nChanged 3 SP:Iteration 5Q (119.491880 sec): 3 clusters Score: Raw -31322.503269 + Penalty 880.707132 = -30441.796137 nChanged 3 SP:Iteration 6Q (119.492923 sec): 3 clusters Score: Raw -31323.780724 + Penalty 880.667066 = -30443.113658 nChanged 1 SP:Iteration 7Q (119.493896 sec): 3 clusters Score: Raw -31325.991232 + Penalty 880.789366 = -30445.201867 nChanged 1 SP:Iteration 8Q (119.494858 sec): 3 clusters Score: Raw -31326.405552 + Penalty 881.152718 = -30445.252834 nChanged 2 SP:Iteration 9Q (119.495817 sec): 3 clusters Score: Raw -31327.023651 + Penalty 881.627244 = -30445.396408 nChanged 3 SP:Iteration 10F (119.496805 sec): 3 clusters Score: Raw -31328.391220 + Penalty 881.849115 = -30446.542105 nChanged 3 SP:Iteration 11Q (119.497761 sec): 3 clusters Score: Raw -31329.968328 + Penalty 882.394846 = -30447.573482 nChanged 3 SP:Iteration 12Q (119.498718 sec): 3 clusters Score: Raw -31331.158107 + Penalty 882.822472 = -30448.335634 nChanged 2 SP:Iteration 13Q (119.499687 sec): 3 clusters Score: Raw -31331.764051 + Penalty 883.395024 = -30448.369027 nChanged 3 SP:Iteration 14Q (119.500644 sec): 3 clusters Score: Raw -31334.004452 + Penalty 884.044602 = -30449.959849 nChanged 3 SP:Iteration 15Q (119.501597 sec): 3 clusters Score: Raw -31335.047432 + Penalty 883.895030 = -30451.152402 nChanged 1 SP:Iteration 16Q (119.502549 sec): 3 clusters Score: Raw -31337.219700 + Penalty 883.425890 = -30453.793810 nChanged 2 SP:Iteration 17Q (119.503505 sec): 3 clusters Score: Raw -31340.051580 + Penalty 883.219603 = -30456.831977 nChanged 3 SP:Iteration 18Q (119.504455 sec): 3 clusters Score: Raw -31342.730779 + Penalty 882.566909 = -30460.163870 nChanged 5 SP:Iteration 19Q (119.505384 sec): 3 clusters Score: Raw -31350.442465 + Penalty 882.378166 = -30468.064299 nChanged 3 SP:Iteration 20F (119.506331 sec): 3 clusters Score: Raw -31352.743076 + Penalty 882.815305 = -30469.927771 nChanged 5 SP:Iteration 21Q (119.507242 sec): 3 clusters Score: Raw -31355.781532 + Penalty 883.061229 = -30472.720302 nChanged 2 SP:Iteration 22Q (119.508160 sec): 3 clusters Score: Raw -31358.132104 + Penalty 883.029499 = -30475.102606 nChanged 2 SP:Iteration 23Q (119.509112 sec): 3 clusters Score: Raw -31359.814698 + Penalty 883.115878 = -30476.698820 nChanged 1 SP:Iteration 24Q (119.510059 sec): 3 clusters Score: Raw -31361.129268 + Penalty 883.295824 = -30477.833444 nChanged 1 SP:Iteration 25Q (119.511003 sec): 3 clusters Score: Raw -31362.970816 + Penalty 883.498784 = -30479.472032 nChanged 1 SP:Iteration 26Q (119.511949 sec): 3 clusters Score: Raw -31364.454549 + Penalty 883.752986 = -30480.701563 nChanged 1 SP:Iteration 27Q (119.512917 sec): 3 clusters Score: Raw -31365.740614 + Penalty 883.784867 = -30481.955747 nChanged 1 SP:Iteration 28Q (119.513866 sec): 3 clusters Score: Raw -31366.133270 + Penalty 883.949698 = -30482.183571 nChanged 1 SP:Iteration 29Q (119.514809 sec): 3 clusters Score: Raw -31366.420085 + Penalty 883.948177 = -30482.471908 nChanged 1 SP:Iteration 30F (119.515798 sec): 3 clusters Score: Raw -31367.086980 + Penalty 883.859428 = -30483.227552 nChanged 2 SP:Iteration 31Q (119.516743 sec): 3 clusters Score: Raw -31369.532126 + Penalty 883.895449 = -30485.636677 nChanged 3 SP:Iteration 32Q (119.517688 sec): 3 clusters Score: Raw -31372.381007 + Penalty 883.895449 = -30488.485558 nChanged 0 SP:Iteration 33F (119.518680 sec): 3 clusters Score: Raw -31372.381007 + Penalty 883.895449 = -30488.485558 nChanged 0 Iteration 229F (120.020189 sec): 26 clusters Score: Raw -3015709.165391 + Penalty 21654.667859 = -2994054.497532 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015709.165391 + Penalty 21654.667859 = -2994054.497532Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.157404 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.162717 sec): 3 clusters Score: Raw -228813.836320 + Penalty 324.649656 = -228489.186664 nChanged 1314 SP:Iteration 1F (120.167965 sec): 3 clusters Score: Raw -230106.829674 + Penalty 329.511902 = -229777.317772 nChanged 270 SP:Iteration 2F (120.173173 sec): 3 clusters Score: Raw -230314.457731 + Penalty 331.655064 = -229982.802668 nChanged 121 SP:Iteration 3Q (120.178029 sec): 3 clusters Score: Raw -230390.562391 + Penalty 333.445331 = -230057.117060 nChanged 87 SP:Iteration 4Q (120.182865 sec): 3 clusters Score: Raw -230441.501298 + Penalty 336.320761 = -230105.180537 nChanged 53 SP:Iteration 5Q (120.187910 sec): 3 clusters Score: Raw -230463.836532 + Penalty 338.301545 = -230125.534987 nChanged 48 SP:Iteration 6Q (120.192657 sec): 3 clusters Score: Raw -230480.027513 + Penalty 339.869989 = -230140.157525 nChanged 43 SP:Iteration 7Q (120.197470 sec): 3 clusters Score: Raw -230492.774376 + Penalty 341.253435 = -230151.520941 nChanged 38 SP:Iteration 8Q (120.202412 sec): 3 clusters Score: Raw -230503.059435 + Penalty 342.532241 = -230160.527194 nChanged 23 SP:Iteration 9Q (120.207200 sec): 3 clusters Score: Raw -230508.706225 + Penalty 344.162735 = -230164.543490 nChanged 22 SP:Iteration 10F (120.212532 sec): 3 clusters Score: Raw -230513.197722 + Penalty 345.347299 = -230167.850422 nChanged 18 SP:Iteration 11Q (120.217262 sec): 3 clusters Score: Raw -230515.838658 + Penalty 346.021666 = -230169.816992 nChanged 16 SP:Iteration 12Q (120.221957 sec): 3 clusters Score: Raw -230518.110958 + Penalty 346.788059 = -230171.322899 nChanged 9 SP:Iteration 13Q (120.226654 sec): 3 clusters Score: Raw -230519.246381 + Penalty 347.302259 = -230171.944122 nChanged 9 SP:Iteration 14Q (120.231276 sec): 3 clusters Score: Raw -230520.241655 + Penalty 348.601075 = -230171.640580 nChanged 13 SP:Iteration 15F (120.236469 sec): 3 clusters Score: Raw -230521.465618 + Penalty 349.313986 = -230172.151632 nChanged 8 SP:Iteration 16Q (120.241161 sec): 3 clusters Score: Raw -230522.583751 + Penalty 350.035194 = -230172.548557 nChanged 11 SP:Iteration 17Q (120.246026 sec): 3 clusters Score: Raw -230524.862967 + Penalty 350.252142 = -230174.610826 nChanged 8 SP:Iteration 18Q (120.250668 sec): 3 clusters Score: Raw -230526.233638 + Penalty 350.903272 = -230175.330366 nChanged 8 SP:Iteration 19Q (120.255328 sec): 3 clusters Score: Raw -230527.232686 + Penalty 351.924831 = -230175.307854 nChanged 8 SP:Iteration 20F (120.260362 sec): 3 clusters Score: Raw -230528.427569 + Penalty 352.894686 = -230175.532883 nChanged 9 SP:Iteration 21Q (120.265021 sec): 3 clusters Score: Raw -230529.456895 + Penalty 353.811924 = -230175.644971 nChanged 10 SP:Iteration 22Q (120.269993 sec): 3 clusters Score: Raw -230530.547997 + Penalty 354.480051 = -230176.067946 nChanged 11 SP:Iteration 23Q (120.274668 sec): 3 clusters Score: Raw -230531.935144 + Penalty 355.202840 = -230176.732304 nChanged 9 SP:Iteration 24Q (120.279193 sec): 3 clusters Score: Raw -230533.266472 + Penalty 355.294844 = -230177.971628 nChanged 8 SP:Iteration 25Q (120.283811 sec): 3 clusters Score: Raw -230534.810182 + Penalty 355.447795 = -230179.362387 nChanged 12 SP:Iteration 26Q (120.288600 sec): 3 clusters Score: Raw -230536.077338 + Penalty 356.195787 = -230179.881551 nChanged 7 SP:Iteration 27Q (120.293536 sec): 3 clusters Score: Raw -230536.951662 + Penalty 356.544220 = -230180.407442 nChanged 8 SP:Iteration 28Q (120.298375 sec): 3 clusters Score: Raw -230538.478837 + Penalty 357.799957 = -230180.678881 nChanged 10 SP:Iteration 29Q (120.303253 sec): 3 clusters Score: Raw -230540.084248 + Penalty 358.482448 = -230181.601800 nChanged 5 SP:Iteration 30F (120.308463 sec): 3 clusters Score: Raw -230540.403109 + Penalty 358.831203 = -230181.571906 nChanged 5 SP:Iteration 31F (120.313719 sec): 3 clusters Score: Raw -230540.652620 + Penalty 359.342532 = -230181.310088 nChanged 5 SP:Iteration 32F (120.319051 sec): 3 clusters Score: Raw -230540.969197 + Penalty 360.176726 = -230180.792471 nChanged 7 SP:Iteration 33F (120.324420 sec): 3 clusters Score: Raw -230541.508817 + Penalty 360.862559 = -230180.646258 nChanged 7 SP:Iteration 34F (120.329694 sec): 3 clusters Score: Raw -230542.407219 + Penalty 361.298458 = -230181.108760 nChanged 10 SP:Iteration 35Q (120.334404 sec): 3 clusters Score: Raw -230544.270256 + Penalty 361.428162 = -230182.842094 nChanged 11 SP:Iteration 36Q (120.339210 sec): 3 clusters Score: Raw -230546.880475 + Penalty 362.608007 = -230184.272468 nChanged 12 SP:Iteration 37Q (120.343661 sec): 3 clusters Score: Raw -230549.372635 + Penalty 363.564138 = -230185.808497 nChanged 13 SP:Iteration 38Q (120.348089 sec): 3 clusters Score: Raw -230551.477782 + Penalty 363.987620 = -230187.490162 nChanged 12 SP:Iteration 39Q (120.352586 sec): 3 clusters Score: Raw -230555.317854 + Penalty 364.938113 = -230190.379742 nChanged 12 SP:Iteration 40F (120.357572 sec): 3 clusters Score: Raw -230560.415412 + Penalty 364.601436 = -230195.813976 nChanged 13 SP:Iteration 41Q (120.362011 sec): 3 clusters Score: Raw -230566.674573 + Penalty 365.277116 = -230201.397457 nChanged 11 SP:Iteration 42Q (120.366587 sec): 3 clusters Score: Raw -230569.414657 + Penalty 365.992055 = -230203.422602 nChanged 7 SP:Iteration 43Q (120.371291 sec): 3 clusters Score: Raw -230570.692952 + Penalty 367.062756 = -230203.630196 nChanged 10 SP:Iteration 44Q (120.375662 sec): 3 clusters Score: Raw -230572.143682 + Penalty 367.272003 = -230204.871679 nChanged 8 SP:Iteration 45Q (120.380148 sec): 3 clusters Score: Raw -230573.279462 + Penalty 368.248654 = -230205.030808 nChanged 7 SP:Iteration 46Q (120.384524 sec): 3 clusters Score: Raw -230573.903092 + Penalty 367.838556 = -230206.064535 nChanged 4 SP:Iteration 47Q (120.388993 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 48Q (120.393344 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 49F (120.398491 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.399856 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.400168 sec): 3 clusters Score: Raw -3486.045279 + Penalty 326.116961 = -3159.928318 nChanged 11 SP:Iteration 1F (120.400468 sec): 3 clusters Score: Raw -3522.023161 + Penalty 326.160994 = -3195.862168 nChanged 2 SP:Iteration 2Q (120.400751 sec): 3 clusters Score: Raw -3529.269412 + Penalty 326.160994 = -3203.108418 nChanged 0 SP:Iteration 3F (120.401047 sec): 3 clusters Score: Raw -3529.269412 + Penalty 326.160994 = -3203.108418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.401955 sec): 2 clusters Score: Raw -1893.963309 + Penalty 46.340592 = -1847.622717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.402197 sec): 3 clusters Score: Raw -1921.462592 + Penalty 97.304321 = -1824.158271 nChanged 6 SP:Iteration 1F (120.402431 sec): 3 clusters Score: Raw -1939.355468 + Penalty 106.099468 = -1833.256000 nChanged 2 SP:Iteration 2F (120.402667 sec): 3 clusters Score: Raw -1945.630211 + Penalty 110.621698 = -1835.008513 nChanged 1 SP:Iteration 3Q (120.402894 sec): 3 clusters Score: Raw -1946.650129 + Penalty 110.621698 = -1836.028431 nChanged 0 SP:Iteration 4F (120.403126 sec): 3 clusters Score: Raw -1946.650129 + Penalty 110.621698 = -1836.028431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.409594 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.412962 sec): 3 clusters Score: Raw -149206.403288 + Penalty 729.038441 = -148477.364847 nChanged 754 SP:Iteration 1F (120.416512 sec): 3 clusters Score: Raw -149699.360827 + Penalty 738.060333 = -148961.300494 nChanged 168 SP:Iteration 2F (120.419896 sec): 3 clusters Score: Raw -149821.508061 + Penalty 749.279868 = -149072.228192 nChanged 128 SP:Iteration 3F (120.423115 sec): 3 clusters Score: Raw -149906.894615 + Penalty 755.329990 = -149151.564625 nChanged 99 SP:Iteration 4F (120.426358 sec): 3 clusters Score: Raw -149979.610612 + Penalty 761.121243 = -149218.489369 nChanged 95 SP:Iteration 5F (120.429658 sec): 3 clusters Score: Raw -150054.401550 + Penalty 762.875334 = -149291.526216 nChanged 84 SP:Iteration 6Q (120.432872 sec): 3 clusters Score: Raw -150098.521757 + Penalty 766.297794 = -149332.223963 nChanged 56 SP:Iteration 7Q (120.436321 sec): 3 clusters Score: Raw -150115.548234 + Penalty 771.247593 = -149344.300640 nChanged 31 SP:Iteration 8Q (120.439683 sec): 3 clusters Score: Raw -150128.850380 + Penalty 776.792336 = -149352.058043 nChanged 32 SP:Iteration 9Q (120.442882 sec): 3 clusters Score: Raw -150143.466116 + Penalty 782.429197 = -149361.036919 nChanged 30 SP:Iteration 10F (120.446087 sec): 3 clusters Score: Raw -150153.040053 + Penalty 785.882098 = -149367.157955 nChanged 19 SP:Iteration 11Q (120.449312 sec): 3 clusters Score: Raw -150158.059014 + Penalty 785.395996 = -149372.663018 nChanged 17 SP:Iteration 12Q (120.452721 sec): 3 clusters Score: Raw -150163.320913 + Penalty 786.086621 = -149377.234293 nChanged 21 SP:Iteration 13Q (120.456003 sec): 3 clusters Score: Raw -150169.955266 + Penalty 792.559981 = -149377.395284 nChanged 20 SP:Iteration 14Q (120.459206 sec): 3 clusters Score: Raw -150176.205533 + Penalty 798.308372 = -149377.897160 nChanged 12 SP:Iteration 15Q (120.462422 sec): 3 clusters Score: Raw -150178.893229 + Penalty 799.936781 = -149378.956448 nChanged 10 SP:Iteration 16Q (120.465669 sec): 3 clusters Score: Raw -150181.469986 + Penalty 804.973900 = -149376.496086 nChanged 10 SP:Iteration 17F (120.469165 sec): 3 clusters Score: Raw -150184.270720 + Penalty 806.709373 = -149377.561347 nChanged 8 SP:Iteration 18Q (120.472483 sec): 3 clusters Score: Raw -150187.924470 + Penalty 807.375163 = -149380.549307 nChanged 11 SP:Iteration 19Q (120.475788 sec): 3 clusters Score: Raw -150193.099713 + Penalty 808.900878 = -149384.198835 nChanged 18 SP:Iteration 20F (120.479076 sec): 3 clusters Score: Raw -150203.917029 + Penalty 817.605468 = -149386.311561 nChanged 16 SP:Iteration 21Q (120.482291 sec): 3 clusters Score: Raw -150212.423011 + Penalty 820.053391 = -149392.369620 nChanged 13 SP:Iteration 22Q (120.485500 sec): 3 clusters Score: Raw -150218.304957 + Penalty 823.963182 = -149394.341775 nChanged 19 SP:Iteration 23Q (120.488693 sec): 3 clusters Score: Raw -150228.812478 + Penalty 831.988689 = -149396.823789 nChanged 15 SP:Iteration 24Q (120.491849 sec): 3 clusters Score: Raw -150237.229888 + Penalty 839.204324 = -149398.025563 nChanged 14 SP:Iteration 25Q (120.494969 sec): 3 clusters Score: Raw -150244.130891 + Penalty 838.593432 = -149405.537459 nChanged 5 SP:Iteration 26Q (120.498026 sec): 3 clusters Score: Raw -150247.281953 + Penalty 835.823968 = -149411.457986 nChanged 8 SP:Iteration 27Q (120.501257 sec): 3 clusters Score: Raw -150255.575339 + Penalty 827.604898 = -149427.970441 nChanged 12 SP:Iteration 28Q (120.504364 sec): 3 clusters Score: Raw -150266.075151 + Penalty 826.912463 = -149439.162688 nChanged 9 SP:Iteration 29Q (120.507374 sec): 3 clusters Score: Raw -150271.355379 + Penalty 827.400403 = -149443.954976 nChanged 4 SP:Iteration 30F (120.510599 sec): 3 clusters Score: Raw -150274.109627 + Penalty 830.098625 = -149444.011002 nChanged 3 SP:Iteration 31Q (120.513520 sec): 3 clusters Score: Raw -150274.621702 + Penalty 833.464932 = -149441.156770 nChanged 3 SP:Iteration 32F (120.516811 sec): 3 clusters Score: Raw -150276.480984 + Penalty 834.006625 = -149442.474359 nChanged 3 SP:Iteration 33Q (120.519911 sec): 3 clusters Score: Raw -150277.582053 + Penalty 833.657720 = -149443.924334 nChanged 3 SP:Iteration 34Q (120.522798 sec): 3 clusters Score: Raw -150278.465028 + Penalty 836.328099 = -149442.136929 nChanged 3 SP:Iteration 35F (120.526034 sec): 3 clusters Score: Raw -150279.652826 + Penalty 840.287198 = -149439.365628 nChanged 4 SP:Iteration 36F (120.529355 sec): 3 clusters Score: Raw -150282.325172 + Penalty 841.053395 = -149441.271777 nChanged 2 SP:Iteration 37Q (120.532186 sec): 3 clusters Score: Raw -150283.321096 + Penalty 843.581952 = -149439.739144 nChanged 3 SP:Iteration 38F (120.535602 sec): 3 clusters Score: Raw -150285.760856 + Penalty 843.808022 = -149441.952834 nChanged 3 SP:Iteration 39Q (120.538405 sec): 3 clusters Score: Raw -150288.552605 + Penalty 845.181707 = -149443.370898 nChanged 3 SP:Iteration 40F (120.541610 sec): 3 clusters Score: Raw -150292.356655 + Penalty 845.654741 = -149446.701914 nChanged 2 SP:Iteration 41Q (120.544356 sec): 3 clusters Score: Raw -150293.426488 + Penalty 845.654741 = -149447.771747 nChanged 0 SP:Iteration 42F (120.547557 sec): 3 clusters Score: Raw -150293.426488 + Penalty 845.654741 = -149447.771747 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.644447 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.685810 sec): 3 clusters Score: Raw -1697277.167235 + Penalty 676.702629 = -1696600.464606 nChanged 10326 SP:Iteration 1F (120.726342 sec): 3 clusters Score: Raw -1706204.538748 + Penalty 818.573270 = -1705385.965478 nChanged 3651 SP:Iteration 2F (120.766346 sec): 3 clusters Score: Raw -1710411.424342 + Penalty 930.616358 = -1709480.807984 nChanged 1027 SP:Iteration 3Q (120.808722 sec): 3 clusters Score: Raw -1711501.726966 + Penalty 1009.742455 = -1710491.984511 nChanged 289 SP:Iteration 4Q (120.843771 sec): 3 clusters Score: Raw -1711778.879764 + Penalty 1061.057848 = -1710717.821916 nChanged 91 SP:Iteration 5Q (120.876022 sec): 3 clusters Score: Raw -1711864.137054 + Penalty 1078.501584 = -1710785.635470 nChanged 22 SP:Iteration 6Q (120.907898 sec): 3 clusters Score: Raw -1711885.965500 + Penalty 1077.559301 = -1710808.406199 nChanged 12 SP:Iteration 7Q (120.939955 sec): 3 clusters Score: Raw -1711900.834531 + Penalty 1047.702699 = -1710853.131831 nChanged 10 SP:Iteration 8Q (120.971084 sec): 3 clusters Score: Raw -1711912.960366 + Penalty 1043.966620 = -1710868.993746 nChanged 5 SP:Iteration 9Q (121.002467 sec): 3 clusters Score: Raw -1711917.330096 + Penalty 1043.561578 = -1710873.768518 nChanged 2 SP:Iteration 10F (121.042833 sec): 3 clusters Score: Raw -1711917.498075 + Penalty 1043.561578 = -1710873.936497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.058749 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.060696 sec): 3 clusters Score: Raw -83566.796285 + Penalty 1352.172361 = -82214.623924 nChanged 348 SP:Iteration 1F (121.062584 sec): 3 clusters Score: Raw -83834.420025 + Penalty 1342.112055 = -82492.307970 nChanged 114 SP:Iteration 2F (121.064447 sec): 3 clusters Score: Raw -83915.599205 + Penalty 1338.936887 = -82576.662318 nChanged 56 SP:Iteration 3F (121.066386 sec): 3 clusters Score: Raw -83938.761513 + Penalty 1340.229715 = -82598.531798 nChanged 28 SP:Iteration 4Q (121.068409 sec): 3 clusters Score: Raw -83955.008383 + Penalty 1342.875098 = -82612.133284 nChanged 32 SP:Iteration 5Q (121.070422 sec): 3 clusters Score: Raw -83972.765524 + Penalty 1345.482874 = -82627.282650 nChanged 25 SP:Iteration 6Q (121.072299 sec): 3 clusters Score: Raw -83982.931942 + Penalty 1348.554913 = -82634.377029 nChanged 16 SP:Iteration 7Q (121.074128 sec): 3 clusters Score: Raw -83989.390992 + Penalty 1349.980275 = -82639.410717 nChanged 7 SP:Iteration 8Q (121.075961 sec): 3 clusters Score: Raw -83992.241141 + Penalty 1350.045051 = -82642.196090 nChanged 9 SP:Iteration 9Q (121.077826 sec): 3 clusters Score: Raw -83997.291800 + Penalty 1351.418190 = -82645.873610 nChanged 11 SP:Iteration 10F (121.079670 sec): 3 clusters Score: Raw -84004.331822 + Penalty 1354.409560 = -82649.922261 nChanged 19 SP:Iteration 11Q (121.081543 sec): 3 clusters Score: Raw -84014.148299 + Penalty 1356.185845 = -82657.962454 nChanged 12 SP:Iteration 12Q (121.083414 sec): 3 clusters Score: Raw -84020.535216 + Penalty 1357.533167 = -82663.002049 nChanged 10 SP:Iteration 13Q (121.085302 sec): 3 clusters Score: Raw -84024.983729 + Penalty 1358.878224 = -82666.105505 nChanged 8 SP:Iteration 14Q (121.087166 sec): 3 clusters Score: Raw -84031.280073 + Penalty 1359.924169 = -82671.355904 nChanged 11 SP:Iteration 15Q (121.089019 sec): 3 clusters Score: Raw -84036.416507 + Penalty 1360.315051 = -82676.101455 nChanged 5 SP:Iteration 16Q (121.090850 sec): 3 clusters Score: Raw -84037.198984 + Penalty 1360.679925 = -82676.519059 nChanged 3 SP:Iteration 17Q (121.092727 sec): 3 clusters Score: Raw -84038.135432 + Penalty 1360.679925 = -82677.455507 nChanged 0 SP:Iteration 18F (121.094725 sec): 3 clusters Score: Raw -84038.135432 + Penalty 1360.679925 = -82677.455507 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.097955 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.099608 sec): 3 clusters Score: Raw -65349.122830 + Penalty 1971.995534 = -63377.127296 nChanged 245 SP:Iteration 1F (121.101362 sec): 3 clusters Score: Raw -65580.622402 + Penalty 1971.701955 = -63608.920447 nChanged 58 SP:Iteration 2F (121.103096 sec): 3 clusters Score: Raw -65638.340034 + Penalty 1970.858321 = -63667.481714 nChanged 24 SP:Iteration 3Q (121.104766 sec): 3 clusters Score: Raw -65664.083011 + Penalty 1971.315417 = -63692.767594 nChanged 23 SP:Iteration 4Q (121.106390 sec): 3 clusters Score: Raw -65687.555568 + Penalty 1974.265050 = -63713.290518 nChanged 15 SP:Iteration 5Q (121.107989 sec): 3 clusters Score: Raw -65714.111106 + Penalty 1976.474534 = -63737.636572 nChanged 15 SP:Iteration 6Q (121.109558 sec): 3 clusters Score: Raw -65732.667767 + Penalty 1979.552820 = -63753.114946 nChanged 11 SP:Iteration 7Q (121.111116 sec): 3 clusters Score: Raw -65743.892355 + Penalty 1980.064969 = -63763.827387 nChanged 6 SP:Iteration 8Q (121.112667 sec): 3 clusters Score: Raw -65749.381050 + Penalty 1980.056351 = -63769.324699 nChanged 3 SP:Iteration 9Q (121.114257 sec): 3 clusters Score: Raw -65751.055418 + Penalty 1980.056351 = -63770.999067 nChanged 0 SP:Iteration 10F (121.115881 sec): 3 clusters Score: Raw -65751.055418 + Penalty 1980.056351 = -63770.999067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.116426 sec): 2 clusters Score: Raw -579.172213 + Penalty 43.944492 = -535.227722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.116639 sec): 3 clusters Score: Raw -620.875768 + Penalty 71.409799 = -549.465969 nChanged 0 Score: Raw -3036431.554685 + Penalty 21786.514197 = -3014645.040488 Splitting cluster 8 changes total score from -2994054.497532 to -3014645.040488 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.600573 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.600854 sec): 3 clusters Score: Raw -1967.192421 + Penalty 297.012206 = -1670.180215 nChanged 6 SP:Iteration 1F (121.601122 sec): 3 clusters Score: Raw -1986.815316 + Penalty 315.608815 = -1671.206500 nChanged 1 SP:Iteration 2Q (121.601407 sec): 3 clusters Score: Raw -1996.050283 + Penalty 315.608815 = -1680.441468 nChanged 0 SP:Iteration 3F (121.601671 sec): 3 clusters Score: Raw -1996.050283 + Penalty 315.608815 = -1680.441468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.604179 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.605748 sec): 3 clusters Score: Raw -62859.292015 + Penalty 1172.126527 = -61687.165487 nChanged 267 SP:Iteration 1F (121.607262 sec): 3 clusters Score: Raw -63044.744192 + Penalty 1178.394160 = -61866.350033 nChanged 83 SP:Iteration 2F (121.608767 sec): 3 clusters Score: Raw -63112.543490 + Penalty 1184.655033 = -61927.888457 nChanged 52 SP:Iteration 3F (121.610314 sec): 3 clusters Score: Raw -63154.877515 + Penalty 1186.579674 = -61968.297841 nChanged 28 SP:Iteration 4Q (121.611836 sec): 3 clusters Score: Raw -63169.591773 + Penalty 1189.282633 = -61980.309140 nChanged 18 SP:Iteration 5Q (121.613338 sec): 3 clusters Score: Raw -63181.162190 + Penalty 1193.871547 = -61987.290643 nChanged 27 SP:Iteration 6Q (121.614838 sec): 3 clusters Score: Raw -63203.684293 + Penalty 1195.499706 = -62008.184587 nChanged 21 SP:Iteration 7Q (121.616341 sec): 3 clusters Score: Raw -63218.697566 + Penalty 1193.893812 = -62024.803754 nChanged 16 SP:Iteration 8Q (121.617847 sec): 3 clusters Score: Raw -63226.387853 + Penalty 1192.386890 = -62034.000963 nChanged 12 SP:Iteration 9Q (121.619367 sec): 3 clusters Score: Raw -63232.832577 + Penalty 1193.736323 = -62039.096254 nChanged 11 SP:Iteration 10F (121.620897 sec): 3 clusters Score: Raw -63241.463764 + Penalty 1193.439363 = -62048.024401 nChanged 16 SP:Iteration 11Q (121.622409 sec): 3 clusters Score: Raw -63253.928607 + Penalty 1189.080919 = -62064.847688 nChanged 9 SP:Iteration 12Q (121.623920 sec): 3 clusters Score: Raw -63260.367565 + Penalty 1187.374780 = -62072.992784 nChanged 5 SP:Iteration 13Q (121.625426 sec): 3 clusters Score: Raw -63263.373970 + Penalty 1186.674024 = -62076.699946 nChanged 2 SP:Iteration 14Q (121.626935 sec): 3 clusters Score: Raw -63264.429489 + Penalty 1186.909485 = -62077.520004 nChanged 1 SP:Iteration 15Q (121.628442 sec): 3 clusters Score: Raw -63264.976644 + Penalty 1186.909485 = -62078.067159 nChanged 0 SP:Iteration 16F (121.630008 sec): 3 clusters Score: Raw -63264.976644 + Penalty 1186.909485 = -62078.067159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.632850 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.633934 sec): 3 clusters Score: Raw -39382.713448 + Penalty 765.244267 = -38617.469182 nChanged 153 SP:Iteration 1F (121.635084 sec): 3 clusters Score: Raw -39491.553025 + Penalty 761.460115 = -38730.092909 nChanged 61 SP:Iteration 2F (121.636195 sec): 3 clusters Score: Raw -39538.563432 + Penalty 757.482357 = -38781.081076 nChanged 35 SP:Iteration 3F (121.637297 sec): 3 clusters Score: Raw -39568.204839 + Penalty 753.990893 = -38814.213946 nChanged 23 SP:Iteration 4Q (121.638390 sec): 3 clusters Score: Raw -39594.012963 + Penalty 753.448267 = -38840.564696 nChanged 16 SP:Iteration 5Q (121.639439 sec): 3 clusters Score: Raw -39605.289004 + Penalty 752.542760 = -38852.746245 nChanged 12 SP:Iteration 6Q (121.640467 sec): 3 clusters Score: Raw -39610.520952 + Penalty 753.976667 = -38856.544284 nChanged 9 SP:Iteration 7Q (121.641489 sec): 3 clusters Score: Raw -39615.319229 + Penalty 755.349440 = -38859.969789 nChanged 7 SP:Iteration 8Q (121.642530 sec): 3 clusters Score: Raw -39619.883417 + Penalty 753.364613 = -38866.518804 nChanged 10 SP:Iteration 9Q (121.643596 sec): 3 clusters Score: Raw -39627.449658 + Penalty 758.645178 = -38868.804481 nChanged 7 SP:Iteration 10F (121.644733 sec): 3 clusters Score: Raw -39631.782993 + Penalty 762.456406 = -38869.326587 nChanged 5 SP:Iteration 11Q (121.645776 sec): 3 clusters Score: Raw -39633.564666 + Penalty 768.522390 = -38865.042275 nChanged 7 SP:Iteration 12F (121.646867 sec): 3 clusters Score: Raw -39635.737608 + Penalty 771.449262 = -38864.288347 nChanged 3 SP:Iteration 13F (121.647958 sec): 3 clusters Score: Raw -39636.931415 + Penalty 775.631091 = -38861.300324 nChanged 5 SP:Iteration 14F (121.649019 sec): 3 clusters Score: Raw -39638.204967 + Penalty 778.338451 = -38859.866516 nChanged 2 SP:Iteration 15F (121.650059 sec): 3 clusters Score: Raw -39639.401415 + Penalty 779.617261 = -38859.784153 nChanged 1 SP:Iteration 16F (121.651093 sec): 3 clusters Score: Raw -39640.391906 + Penalty 777.996002 = -38862.395905 nChanged 4 SP:Iteration 17Q (121.652091 sec): 3 clusters Score: Raw -39642.544654 + Penalty 781.138010 = -38861.406643 nChanged 3 SP:Iteration 18F (121.653135 sec): 3 clusters Score: Raw -39644.569027 + Penalty 780.412192 = -38864.156835 nChanged 1 SP:Iteration 19Q (121.654110 sec): 3 clusters Score: Raw -39647.300699 + Penalty 782.329145 = -38864.971555 nChanged 4 SP:Iteration 20F (121.655149 sec): 3 clusters Score: Raw -39649.039813 + Penalty 782.745323 = -38866.294490 nChanged 2 SP:Iteration 21Q (121.656121 sec): 3 clusters Score: Raw -39650.048626 + Penalty 780.604373 = -38869.444253 nChanged 1 SP:Iteration 22Q (121.657091 sec): 3 clusters Score: Raw -39651.086426 + Penalty 780.953088 = -38870.133338 nChanged 1 SP:Iteration 23Q (121.658059 sec): 3 clusters Score: Raw -39652.295444 + Penalty 783.521164 = -38868.774279 nChanged 1 SP:Iteration 24F (121.659098 sec): 3 clusters Score: Raw -39652.738094 + Penalty 783.521164 = -38869.216930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.661342 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.662712 sec): 3 clusters Score: Raw -56844.279911 + Penalty 1847.236742 = -54997.043169 nChanged 162 SP:Iteration 1F (121.664059 sec): 3 clusters Score: Raw -57045.292715 + Penalty 1861.218089 = -55184.074626 nChanged 57 SP:Iteration 2F (121.665408 sec): 3 clusters Score: Raw -57156.812105 + Penalty 1873.895606 = -55282.916500 nChanged 35 SP:Iteration 3F (121.666759 sec): 3 clusters Score: Raw -57224.147635 + Penalty 1880.149194 = -55343.998441 nChanged 23 SP:Iteration 4Q (121.668157 sec): 3 clusters Score: Raw -57265.569217 + Penalty 1886.562267 = -55379.006950 nChanged 19 SP:Iteration 5Q (121.669520 sec): 3 clusters Score: Raw -57298.932991 + Penalty 1893.590029 = -55405.342962 nChanged 13 SP:Iteration 6Q (121.670864 sec): 3 clusters Score: Raw -57325.681499 + Penalty 1897.370257 = -55428.311242 nChanged 8 SP:Iteration 7Q (121.672173 sec): 3 clusters Score: Raw -57337.594878 + Penalty 1900.734436 = -55436.860441 nChanged 9 SP:Iteration 8Q (121.673420 sec): 3 clusters Score: Raw -57357.185744 + Penalty 1900.882154 = -55456.303590 nChanged 5 SP:Iteration 9Q (121.674667 sec): 3 clusters Score: Raw -57370.750016 + Penalty 1903.634236 = -55467.115779 nChanged 8 SP:Iteration 10F (121.676046 sec): 3 clusters Score: Raw -57392.164983 + Penalty 1905.862979 = -55486.302004 nChanged 8 SP:Iteration 11Q (121.677274 sec): 3 clusters Score: Raw -57409.406303 + Penalty 1907.596643 = -55501.809660 nChanged 4 SP:Iteration 12Q (121.678487 sec): 3 clusters Score: Raw -57415.039114 + Penalty 1910.193481 = -55504.845633 nChanged 4 SP:Iteration 13Q (121.679708 sec): 3 clusters Score: Raw -57423.985135 + Penalty 1913.269291 = -55510.715844 nChanged 5 SP:Iteration 14Q (121.680913 sec): 3 clusters Score: Raw -57435.111243 + Penalty 1912.932657 = -55522.178586 nChanged 1 SP:Iteration 15Q (121.682110 sec): 3 clusters Score: Raw -57436.569190 + Penalty 1912.932657 = -55523.636533 nChanged 0 SP:Iteration 16F (121.683473 sec): 3 clusters Score: Raw -57436.569190 + Penalty 1912.932657 = -55523.636533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.685238 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.686277 sec): 3 clusters Score: Raw -33856.190757 + Penalty 857.112745 = -32999.078013 nChanged 133 SP:Iteration 1F (121.687297 sec): 3 clusters Score: Raw -33987.163130 + Penalty 857.323969 = -33129.839161 nChanged 33 SP:Iteration 2F (121.688315 sec): 3 clusters Score: Raw -34021.574459 + Penalty 857.370602 = -33164.203858 nChanged 17 SP:Iteration 3Q (121.689320 sec): 3 clusters Score: Raw -34038.589650 + Penalty 856.796368 = -33181.793282 nChanged 8 SP:Iteration 4Q (121.690329 sec): 3 clusters Score: Raw -34048.516429 + Penalty 856.455190 = -33192.061239 nChanged 9 SP:Iteration 5Q (121.691331 sec): 3 clusters Score: Raw -34057.309799 + Penalty 856.163263 = -33201.146536 nChanged 3 SP:Iteration 6Q (121.692331 sec): 3 clusters Score: Raw -34060.519720 + Penalty 856.325534 = -33204.194186 nChanged 5 SP:Iteration 7Q (121.693327 sec): 3 clusters Score: Raw -34063.776909 + Penalty 855.363513 = -33208.413397 nChanged 5 SP:Iteration 8Q (121.694325 sec): 3 clusters Score: Raw -34067.300797 + Penalty 854.988482 = -33212.312315 nChanged 2 SP:Iteration 9Q (121.695323 sec): 3 clusters Score: Raw -34068.143861 + Penalty 854.988482 = -33213.155379 nChanged 0 SP:Iteration 10F (121.696349 sec): 3 clusters Score: Raw -34068.143861 + Penalty 854.988482 = -33213.155379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.697170 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.697622 sec): 3 clusters Score: Raw -10858.413787 + Penalty 69.149304 = -10789.264484 nChanged 51 SP:Iteration 1F (121.698063 sec): 3 clusters Score: Raw -10901.758698 + Penalty 69.108412 = -10832.650286 nChanged 11 SP:Iteration 2F (121.698517 sec): 3 clusters Score: Raw -10907.843349 + Penalty 62.507123 = -10845.336226 nChanged 12 SP:Iteration 3F (121.698906 sec): 3 clusters Score: Raw -10921.093759 + Penalty 58.733011 = -10862.360748 nChanged 19 SP:Iteration 4F (121.699295 sec): 3 clusters Score: Raw -10945.389951 + Penalty 34.018850 = -10911.371101 nChanged 4 SP:Iteration 5Q (121.699658 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 6F (121.700022 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.700607 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.700892 sec): 3 clusters Score: Raw -2677.895344 + Penalty 276.170617 = -2401.724727 nChanged 5 SP:Iteration 1F (121.701171 sec): 3 clusters Score: Raw -2690.862204 + Penalty 286.735008 = -2404.127197 nChanged 2 SP:Iteration 2Q (121.701442 sec): 3 clusters Score: Raw -2697.472118 + Penalty 286.735008 = -2410.737110 nChanged 0 SP:Iteration 3F (121.701719 sec): 3 clusters Score: Raw -2697.472118 + Penalty 286.735008 = -2410.737110 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.708444 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.711148 sec): 3 clusters Score: Raw -118349.542127 + Penalty 999.320349 = -117350.221778 nChanged 548 SP:Iteration 1F (121.713866 sec): 3 clusters Score: Raw -118727.418835 + Penalty 1020.832955 = -117706.585880 nChanged 157 SP:Iteration 2F (121.716488 sec): 3 clusters Score: Raw -118880.686668 + Penalty 1041.294101 = -117839.392567 nChanged 127 SP:Iteration 3F (121.719130 sec): 3 clusters Score: Raw -119019.600644 + Penalty 1059.667021 = -117959.933622 nChanged 79 SP:Iteration 4F (121.721760 sec): 3 clusters Score: Raw -119095.344766 + Penalty 1068.046107 = -118027.298658 nChanged 48 SP:Iteration 5Q (121.724306 sec): 3 clusters Score: Raw -119124.314597 + Penalty 1071.654472 = -118052.660125 nChanged 27 SP:Iteration 6Q (121.726817 sec): 3 clusters Score: Raw -119134.505689 + Penalty 1072.399522 = -118062.106167 nChanged 10 SP:Iteration 7Q (121.729317 sec): 3 clusters Score: Raw -119137.940760 + Penalty 1075.536941 = -118062.403819 nChanged 11 SP:Iteration 8Q (121.731861 sec): 3 clusters Score: Raw -119143.141925 + Penalty 1076.708513 = -118066.433413 nChanged 8 SP:Iteration 9Q (121.734468 sec): 3 clusters Score: Raw -119145.307985 + Penalty 1078.406055 = -118066.901930 nChanged 5 SP:Iteration 10F (121.737327 sec): 3 clusters Score: Raw -119147.152508 + Penalty 1079.451960 = -118067.700548 nChanged 3 SP:Iteration 11Q (121.739890 sec): 3 clusters Score: Raw -119148.272412 + Penalty 1080.054200 = -118068.218212 nChanged 3 SP:Iteration 12Q (121.742474 sec): 3 clusters Score: Raw -119148.789893 + Penalty 1080.265348 = -118068.524545 nChanged 1 SP:Iteration 13Q (121.745050 sec): 3 clusters Score: Raw -119148.860722 + Penalty 1080.265348 = -118068.595374 nChanged 0 SP:Iteration 14F (121.747920 sec): 3 clusters Score: Raw -119148.860722 + Penalty 1080.265348 = -118068.595374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.758252 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.759870 sec): 3 clusters Score: Raw -70090.519611 + Penalty 900.318005 = -69190.201605 nChanged 309 SP:Iteration 1F (121.761452 sec): 3 clusters Score: Raw -70301.638095 + Penalty 915.090267 = -69386.547828 nChanged 121 SP:Iteration 2F (121.763021 sec): 3 clusters Score: Raw -70403.551468 + Penalty 924.308862 = -69479.242606 nChanged 66 SP:Iteration 3F (121.764581 sec): 3 clusters Score: Raw -70450.898550 + Penalty 942.388241 = -69508.510310 nChanged 45 SP:Iteration 4F (121.766181 sec): 3 clusters Score: Raw -70498.794638 + Penalty 981.347720 = -69517.446918 nChanged 41 SP:Iteration 5F (121.767756 sec): 3 clusters Score: Raw -70548.911075 + Penalty 997.531712 = -69551.379363 nChanged 19 SP:Iteration 6Q (121.769460 sec): 3 clusters Score: Raw -70570.358221 + Penalty 1000.246878 = -69570.111343 nChanged 11 SP:Iteration 7Q (121.771106 sec): 3 clusters Score: Raw -70581.102006 + Penalty 1008.717352 = -69572.384654 nChanged 9 SP:Iteration 8Q (121.772706 sec): 3 clusters Score: Raw -70592.186170 + Penalty 1017.357268 = -69574.828902 nChanged 8 SP:Iteration 9Q (121.774229 sec): 3 clusters Score: Raw -70600.110550 + Penalty 1015.651275 = -69584.459275 nChanged 4 SP:Iteration 10F (121.775803 sec): 3 clusters Score: Raw -70606.955895 + Penalty 1019.170309 = -69587.785586 nChanged 5 SP:Iteration 11Q (121.777256 sec): 3 clusters Score: Raw -70613.794215 + Penalty 1020.729646 = -69593.064569 nChanged 4 SP:Iteration 12Q (121.778688 sec): 3 clusters Score: Raw -70617.132253 + Penalty 1025.217014 = -69591.915239 nChanged 5 SP:Iteration 13F (121.780269 sec): 3 clusters Score: Raw -70624.329109 + Penalty 1029.818341 = -69594.510768 nChanged 3 SP:Iteration 14Q (121.781680 sec): 3 clusters Score: Raw -70628.241331 + Penalty 1029.542644 = -69598.698687 nChanged 1 SP:Iteration 15Q (121.783067 sec): 3 clusters Score: Raw -70628.911152 + Penalty 1028.672134 = -69600.239018 nChanged 2 SP:Iteration 16Q (121.784445 sec): 3 clusters Score: Raw -70630.700189 + Penalty 1028.994910 = -69601.705279 nChanged 1 SP:Iteration 17Q (121.785907 sec): 3 clusters Score: Raw -70631.141532 + Penalty 1028.531120 = -69602.610412 nChanged 2 SP:Iteration 18Q (121.787343 sec): 3 clusters Score: Raw -70632.296942 + Penalty 1028.023469 = -69604.273473 nChanged 1 SP:Iteration 19Q (121.788813 sec): 3 clusters Score: Raw -70632.594868 + Penalty 1028.023469 = -69604.571399 nChanged 0 SP:Iteration 20F (121.790477 sec): 3 clusters Score: Raw -70632.594868 + Penalty 1028.023469 = -69604.571399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.792804 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.794218 sec): 3 clusters Score: Raw -55599.048103 + Penalty 1786.911309 = -53812.136795 nChanged 195 SP:Iteration 1F (121.795581 sec): 3 clusters Score: Raw -55765.144357 + Penalty 1788.000888 = -53977.143469 nChanged 58 SP:Iteration 2F (121.796949 sec): 3 clusters Score: Raw -55817.777621 + Penalty 1787.965070 = -54029.812552 nChanged 30 SP:Iteration 3Q (121.798284 sec): 3 clusters Score: Raw -55842.659746 + Penalty 1788.392463 = -54054.267283 nChanged 23 SP:Iteration 4Q (121.799636 sec): 3 clusters Score: Raw -55863.364920 + Penalty 1790.161610 = -54073.203310 nChanged 18 SP:Iteration 5Q (121.800984 sec): 3 clusters Score: Raw -55879.140495 + Penalty 1792.278985 = -54086.861510 nChanged 10 SP:Iteration 6Q (121.802426 sec): 3 clusters Score: Raw -55887.543361 + Penalty 1794.907417 = -54092.635944 nChanged 9 SP:Iteration 7Q (121.803826 sec): 3 clusters Score: Raw -55896.449653 + Penalty 1798.713157 = -54097.736496 nChanged 8 SP:Iteration 8Q (121.805232 sec): 3 clusters Score: Raw -55902.236491 + Penalty 1801.040753 = -54101.195738 nChanged 4 SP:Iteration 9Q (121.806627 sec): 3 clusters Score: Raw -55905.483418 + Penalty 1801.815308 = -54103.668110 nChanged 2 SP:Iteration 10F (121.808005 sec): 3 clusters Score: Raw -55906.633619 + Penalty 1801.540388 = -54105.093231 nChanged 2 SP:Iteration 11Q (121.809374 sec): 3 clusters Score: Raw -55908.843909 + Penalty 1801.231464 = -54107.612445 nChanged 1 SP:Iteration 12Q (121.810716 sec): 3 clusters Score: Raw -55910.202097 + Penalty 1801.191057 = -54109.011040 nChanged 2 SP:Iteration 13Q (121.812052 sec): 3 clusters Score: Raw -55912.092701 + Penalty 1801.193707 = -54110.898994 nChanged 1 SP:Iteration 14Q (121.813384 sec): 3 clusters Score: Raw -55912.559660 + Penalty 1801.193707 = -54111.365953 nChanged 0 SP:Iteration 15F (121.814728 sec): 3 clusters Score: Raw -55912.559660 + Penalty 1801.193707 = -54111.365953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.816319 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.817262 sec): 3 clusters Score: Raw -30610.616418 + Penalty 1886.006066 = -28724.610352 nChanged 84 SP:Iteration 1F (121.818188 sec): 3 clusters Score: Raw -30751.655068 + Penalty 1886.390601 = -28865.264467 nChanged 13 SP:Iteration 2Q (121.819055 sec): 3 clusters Score: Raw -30773.436283 + Penalty 1886.641119 = -28886.795164 nChanged 9 SP:Iteration 3Q (121.819912 sec): 3 clusters Score: Raw -30786.366715 + Penalty 1886.658843 = -28899.707872 nChanged 3 SP:Iteration 4Q (121.820770 sec): 3 clusters Score: Raw -30790.754650 + Penalty 1886.641119 = -28904.113531 nChanged 1 SP:Iteration 5Q (121.821625 sec): 3 clusters Score: Raw -30791.461391 + Penalty 1886.641119 = -28904.820272 nChanged 0 SP:Iteration 6F (121.822513 sec): 3 clusters Score: Raw -30791.461391 + Penalty 1886.641119 = -28904.820272 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.827098 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.829595 sec): 3 clusters Score: Raw -111884.153048 + Penalty 1941.284285 = -109942.868764 nChanged 395 SP:Iteration 1F (121.832058 sec): 3 clusters Score: Raw -112131.719753 + Penalty 1937.155455 = -110194.564298 nChanged 124 SP:Iteration 2F (121.834518 sec): 3 clusters Score: Raw -112232.905062 + Penalty 1933.476855 = -110299.428208 nChanged 88 SP:Iteration 3F (121.837227 sec): 3 clusters Score: Raw -112316.163422 + Penalty 1931.499548 = -110384.663874 nChanged 67 SP:Iteration 4F (121.839779 sec): 3 clusters Score: Raw -112374.389672 + Penalty 1930.498730 = -110443.890942 nChanged 50 SP:Iteration 5Q (121.842301 sec): 3 clusters Score: Raw -112422.878797 + Penalty 1929.922247 = -110492.956549 nChanged 37 SP:Iteration 6Q (121.844841 sec): 3 clusters Score: Raw -112452.286357 + Penalty 1933.270056 = -110519.016301 nChanged 39 SP:Iteration 7Q (121.847380 sec): 3 clusters Score: Raw -112490.942097 + Penalty 1939.704361 = -110551.237736 nChanged 36 SP:Iteration 8Q (121.850052 sec): 3 clusters Score: Raw -112522.588466 + Penalty 1944.175651 = -110578.412815 nChanged 33 SP:Iteration 9Q (121.852691 sec): 3 clusters Score: Raw -112554.014985 + Penalty 1948.723723 = -110605.291262 nChanged 18 SP:Iteration 10F (121.855262 sec): 3 clusters Score: Raw -112568.797817 + Penalty 1953.946204 = -110614.851613 nChanged 11 SP:Iteration 11Q (121.857809 sec): 3 clusters Score: Raw -112574.102118 + Penalty 1956.324857 = -110617.777262 nChanged 8 SP:Iteration 12Q (121.860423 sec): 3 clusters Score: Raw -112579.457543 + Penalty 1959.270284 = -110620.187259 nChanged 6 SP:Iteration 13Q (121.862889 sec): 3 clusters Score: Raw -112583.938317 + Penalty 1959.368466 = -110624.569851 nChanged 3 SP:Iteration 14Q (121.865323 sec): 3 clusters Score: Raw -112586.432294 + Penalty 1961.331312 = -110625.100982 nChanged 5 SP:Iteration 15Q (121.867715 sec): 3 clusters Score: Raw -112590.056261 + Penalty 1962.357125 = -110627.699137 nChanged 4 SP:Iteration 16Q (121.870357 sec): 3 clusters Score: Raw -112595.285860 + Penalty 1965.374227 = -110629.911633 nChanged 6 SP:Iteration 17Q (121.872907 sec): 3 clusters Score: Raw -112601.091627 + Penalty 1966.816892 = -110634.274735 nChanged 8 SP:Iteration 18Q (121.875333 sec): 3 clusters Score: Raw -112609.432135 + Penalty 1969.258371 = -110640.173764 nChanged 4 SP:Iteration 19Q (121.877753 sec): 3 clusters Score: Raw -112613.476640 + Penalty 1969.054973 = -110644.421667 nChanged 3 SP:Iteration 20F (121.880292 sec): 3 clusters Score: Raw -112620.658402 + Penalty 1970.059127 = -110650.599275 nChanged 4 SP:Iteration 21Q (121.882721 sec): 3 clusters Score: Raw -112622.966806 + Penalty 1971.133262 = -110651.833545 nChanged 2 SP:Iteration 22Q (121.885121 sec): 3 clusters Score: Raw -112624.359574 + Penalty 1974.557587 = -110649.801987 nChanged 3 SP:Iteration 23F (121.887682 sec): 3 clusters Score: Raw -112625.788550 + Penalty 1974.378781 = -110651.409769 nChanged 1 SP:Iteration 24Q (121.890103 sec): 3 clusters Score: Raw -112628.117373 + Penalty 1975.196214 = -110652.921159 nChanged 2 SP:Iteration 25Q (121.892478 sec): 3 clusters Score: Raw -112630.189771 + Penalty 1977.295336 = -110652.894435 nChanged 3 SP:Iteration 26F (121.894969 sec): 3 clusters Score: Raw -112633.634273 + Penalty 1981.192045 = -110652.442227 nChanged 5 SP:Iteration 27F (121.897490 sec): 3 clusters Score: Raw -112636.621112 + Penalty 1982.740527 = -110653.880585 nChanged 3 SP:Iteration 28Q (121.899891 sec): 3 clusters Score: Raw -112638.767075 + Penalty 1983.577695 = -110655.189380 nChanged 2 SP:Iteration 29Q (121.902350 sec): 3 clusters Score: Raw -112639.600352 + Penalty 1984.064364 = -110655.535987 nChanged 1 SP:Iteration 30F (121.905085 sec): 3 clusters Score: Raw -112641.016119 + Penalty 1984.171592 = -110656.844528 nChanged 2 SP:Iteration 31Q (121.907549 sec): 3 clusters Score: Raw -112642.657889 + Penalty 1985.228862 = -110657.429028 nChanged 2 SP:Iteration 32Q (121.910011 sec): 3 clusters Score: Raw -112644.374553 + Penalty 1986.615410 = -110657.759143 nChanged 4 SP:Iteration 33Q (121.912455 sec): 3 clusters Score: Raw -112647.344268 + Penalty 1988.610214 = -110658.734054 nChanged 2 SP:Iteration 34Q (121.914813 sec): 3 clusters Score: Raw -112648.512591 + Penalty 1988.610214 = -110659.902377 nChanged 0 SP:Iteration 35F (121.917307 sec): 3 clusters Score: Raw -112648.512591 + Penalty 1988.610214 = -110659.902377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.920420 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.921979 sec): 3 clusters Score: Raw -62883.991478 + Penalty 924.440807 = -61959.550670 nChanged 256 SP:Iteration 1F (121.923512 sec): 3 clusters Score: Raw -63118.766339 + Penalty 935.436425 = -62183.329914 nChanged 120 SP:Iteration 2F (121.925087 sec): 3 clusters Score: Raw -63290.205776 + Penalty 952.308964 = -62337.896813 nChanged 69 SP:Iteration 3F (121.926732 sec): 3 clusters Score: Raw -63388.178687 + Penalty 967.890051 = -62420.288636 nChanged 35 SP:Iteration 4Q (121.928291 sec): 3 clusters Score: Raw -63433.419803 + Penalty 971.700394 = -62461.719409 nChanged 12 SP:Iteration 5Q (121.929807 sec): 3 clusters Score: Raw -63440.669355 + Penalty 973.714888 = -62466.954467 nChanged 7 SP:Iteration 6Q (121.931221 sec): 3 clusters Score: Raw -63446.162482 + Penalty 973.005195 = -62473.157287 nChanged 4 SP:Iteration 7Q (121.932612 sec): 3 clusters Score: Raw -63448.641053 + Penalty 974.300038 = -62474.341015 nChanged 2 SP:Iteration 8Q (121.934036 sec): 3 clusters Score: Raw -63450.236853 + Penalty 974.867283 = -62475.369571 nChanged 1 SP:Iteration 9Q (121.935436 sec): 3 clusters Score: Raw -63451.579953 + Penalty 976.576796 = -62475.003157 nChanged 2 SP:Iteration 10F (121.937044 sec): 3 clusters Score: Raw -63452.648303 + Penalty 977.549600 = -62475.098703 nChanged 1 SP:Iteration 11Q (121.938534 sec): 3 clusters Score: Raw -63452.603003 + Penalty 979.068579 = -62473.534424 nChanged 1 SP:Iteration 12F (121.940169 sec): 3 clusters Score: Raw -63452.712001 + Penalty 982.097797 = -62470.614204 nChanged 2 SP:Iteration 13F (121.941728 sec): 3 clusters Score: Raw -63453.378092 + Penalty 980.473616 = -62472.904476 nChanged 2 SP:Iteration 14Q (121.943115 sec): 3 clusters Score: Raw -63454.246955 + Penalty 981.386195 = -62472.860759 nChanged 1 SP:Iteration 15F (121.944641 sec): 3 clusters Score: Raw -63454.367371 + Penalty 982.121975 = -62472.245396 nChanged 1 SP:Iteration 16F (121.946233 sec): 3 clusters Score: Raw -63454.714095 + Penalty 985.503153 = -62469.210942 nChanged 2 SP:Iteration 17F (121.947786 sec): 3 clusters Score: Raw -63455.588500 + Penalty 985.503153 = -62470.085347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.950572 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.952080 sec): 3 clusters Score: Raw -58896.396089 + Penalty 1852.094354 = -57044.301735 nChanged 186 SP:Iteration 1F (121.953576 sec): 3 clusters Score: Raw -59048.213004 + Penalty 1852.366949 = -57195.846054 nChanged 43 SP:Iteration 2F (121.954993 sec): 3 clusters Score: Raw -59094.023934 + Penalty 1851.540751 = -57242.483183 nChanged 22 SP:Iteration 3Q (121.956358 sec): 3 clusters Score: Raw -59120.623551 + Penalty 1851.068343 = -57269.555209 nChanged 13 SP:Iteration 4Q (121.957801 sec): 3 clusters Score: Raw -59137.356457 + Penalty 1851.914577 = -57285.441880 nChanged 15 SP:Iteration 5Q (121.959241 sec): 3 clusters Score: Raw -59150.550231 + Penalty 1852.848043 = -57297.702188 nChanged 9 SP:Iteration 6Q (121.960669 sec): 3 clusters Score: Raw -59161.614300 + Penalty 1852.723547 = -57308.890754 nChanged 9 SP:Iteration 7Q (121.962089 sec): 3 clusters Score: Raw -59169.136691 + Penalty 1853.282189 = -57315.854502 nChanged 8 SP:Iteration 8Q (121.963451 sec): 3 clusters Score: Raw -59178.523300 + Penalty 1855.112279 = -57323.411021 nChanged 9 SP:Iteration 9Q (121.964809 sec): 3 clusters Score: Raw -59195.102515 + Penalty 1857.077517 = -57338.024998 nChanged 9 SP:Iteration 10F (121.966199 sec): 3 clusters Score: Raw -59207.624917 + Penalty 1858.389787 = -57349.235130 nChanged 9 SP:Iteration 11Q (121.967558 sec): 3 clusters Score: Raw -59219.126444 + Penalty 1859.058955 = -57360.067489 nChanged 4 SP:Iteration 12Q (121.969001 sec): 3 clusters Score: Raw -59225.216203 + Penalty 1858.776680 = -57366.439523 nChanged 3 SP:Iteration 13Q (121.970461 sec): 3 clusters Score: Raw -59227.160805 + Penalty 1858.718560 = -57368.442245 nChanged 3 SP:Iteration 14Q (121.971892 sec): 3 clusters Score: Raw -59228.947037 + Penalty 1859.721731 = -57369.225306 nChanged 4 SP:Iteration 15Q (121.973310 sec): 3 clusters Score: Raw -59234.537012 + Penalty 1859.965968 = -57374.571043 nChanged 1 SP:Iteration 16Q (121.974715 sec): 3 clusters Score: Raw -59236.370144 + Penalty 1860.467387 = -57375.902758 nChanged 4 SP:Iteration 17Q (121.976059 sec): 3 clusters Score: Raw -59239.907449 + Penalty 1861.142794 = -57378.764656 nChanged 2 SP:Iteration 18Q (121.977408 sec): 3 clusters Score: Raw -59241.433685 + Penalty 1861.503223 = -57379.930462 nChanged 1 SP:Iteration 19Q (121.978750 sec): 3 clusters Score: Raw -59244.279867 + Penalty 1862.248244 = -57382.031623 nChanged 2 SP:Iteration 20F (121.980155 sec): 3 clusters Score: Raw -59245.158536 + Penalty 1862.782322 = -57382.376214 nChanged 2 SP:Iteration 21Q (121.981499 sec): 3 clusters Score: Raw -59246.355658 + Penalty 1862.598524 = -57383.757134 nChanged 1 SP:Iteration 22Q (121.982860 sec): 3 clusters Score: Raw -59247.732620 + Penalty 1862.598524 = -57385.134096 nChanged 0 SP:Iteration 23F (121.984276 sec): 3 clusters Score: Raw -59247.732620 + Penalty 1862.598524 = -57385.134096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.986227 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.987112 sec): 3 clusters Score: Raw -30545.241628 + Penalty 1169.530380 = -29375.711247 nChanged 94 SP:Iteration 1F (121.987977 sec): 3 clusters Score: Raw -30644.766046 + Penalty 1174.774284 = -29469.991762 nChanged 30 SP:Iteration 2F (121.988837 sec): 3 clusters Score: Raw -30678.235699 + Penalty 1189.659727 = -29488.575972 nChanged 17 SP:Iteration 3Q (121.989682 sec): 3 clusters Score: Raw -30703.572694 + Penalty 1204.003601 = -29499.569094 nChanged 18 SP:Iteration 4Q (121.990525 sec): 3 clusters Score: Raw -30722.071386 + Penalty 1212.156283 = -29509.915102 nChanged 6 SP:Iteration 5Q (121.991363 sec): 3 clusters Score: Raw -30731.039822 + Penalty 1222.255509 = -29508.784313 nChanged 6 SP:Iteration 6F (121.992215 sec): 3 clusters Score: Raw -30741.565607 + Penalty 1232.894832 = -29508.670775 nChanged 7 SP:Iteration 7F (121.993069 sec): 3 clusters Score: Raw -30753.253748 + Penalty 1233.144703 = -29520.109045 nChanged 1 SP:Iteration 8Q (121.993897 sec): 3 clusters Score: Raw -30754.073504 + Penalty 1233.144703 = -29520.928801 nChanged 0 SP:Iteration 9F (121.994748 sec): 3 clusters Score: Raw -30754.073504 + Penalty 1233.144703 = -29520.928801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.998162 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.000062 sec): 3 clusters Score: Raw -77749.577460 + Penalty 1458.314940 = -76291.262520 nChanged 307 SP:Iteration 1F (122.001926 sec): 3 clusters Score: Raw -77924.393711 + Penalty 1460.413420 = -76463.980291 nChanged 86 SP:Iteration 2F (122.003923 sec): 3 clusters Score: Raw -77984.197624 + Penalty 1466.800846 = -76517.396778 nChanged 64 SP:Iteration 3F (122.005894 sec): 3 clusters Score: Raw -78023.124883 + Penalty 1473.626911 = -76549.497972 nChanged 51 SP:Iteration 4F (122.007732 sec): 3 clusters Score: Raw -78055.714427 + Penalty 1482.158043 = -76573.556384 nChanged 42 SP:Iteration 5Q (122.009549 sec): 3 clusters Score: Raw -78084.042485 + Penalty 1493.044607 = -76590.997878 nChanged 40 SP:Iteration 6Q (122.011412 sec): 3 clusters Score: Raw -78116.183427 + Penalty 1501.298598 = -76614.884829 nChanged 34 SP:Iteration 7Q (122.013268 sec): 3 clusters Score: Raw -78151.015591 + Penalty 1513.669445 = -76637.346146 nChanged 44 SP:Iteration 8Q (122.015089 sec): 3 clusters Score: Raw -78206.033562 + Penalty 1524.272826 = -76681.760735 nChanged 47 SP:Iteration 9F (122.016894 sec): 3 clusters Score: Raw -78275.870858 + Penalty 1525.886541 = -76749.984317 nChanged 40 SP:Iteration 10F (122.018698 sec): 3 clusters Score: Raw -78335.302384 + Penalty 1525.970100 = -76809.332284 nChanged 31 SP:Iteration 11Q (122.020499 sec): 3 clusters Score: Raw -78364.922108 + Penalty 1523.561132 = -76841.360977 nChanged 24 SP:Iteration 12Q (122.022248 sec): 3 clusters Score: Raw -78386.452027 + Penalty 1520.222414 = -76866.229613 nChanged 10 SP:Iteration 13Q (122.023941 sec): 3 clusters Score: Raw -78391.764548 + Penalty 1519.442184 = -76872.322364 nChanged 4 SP:Iteration 14Q (122.025657 sec): 3 clusters Score: Raw -78394.662951 + Penalty 1518.929351 = -76875.733600 nChanged 3 SP:Iteration 15Q (122.027351 sec): 3 clusters Score: Raw -78395.410263 + Penalty 1518.929351 = -76876.480912 nChanged 0 SP:Iteration 16F (122.029155 sec): 3 clusters Score: Raw -78395.410263 + Penalty 1518.929351 = -76876.480912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.031393 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.032435 sec): 3 clusters Score: Raw -31076.843211 + Penalty 879.875119 = -30196.968093 nChanged 129 SP:Iteration 1F (122.033457 sec): 3 clusters Score: Raw -31223.678033 + Penalty 877.890920 = -30345.787113 nChanged 40 SP:Iteration 2F (122.034482 sec): 3 clusters Score: Raw -31261.791153 + Penalty 874.472668 = -30387.318485 nChanged 14 SP:Iteration 3Q (122.035506 sec): 3 clusters Score: Raw -31289.433894 + Penalty 873.909872 = -30415.524023 nChanged 16 SP:Iteration 4Q (122.036500 sec): 3 clusters Score: Raw -31312.097291 + Penalty 874.142990 = -30437.954301 nChanged 13 SP:Iteration 5Q (122.037483 sec): 3 clusters Score: Raw -31326.531090 + Penalty 875.154318 = -30451.376772 nChanged 10 SP:Iteration 6Q (122.038460 sec): 3 clusters Score: Raw -31337.415829 + Penalty 876.259474 = -30461.156355 nChanged 10 SP:Iteration 7Q (122.039419 sec): 3 clusters Score: Raw -31345.340218 + Penalty 877.568866 = -30467.771352 nChanged 5 SP:Iteration 8Q (122.040357 sec): 3 clusters Score: Raw -31350.145552 + Penalty 878.430949 = -30471.714603 nChanged 7 SP:Iteration 9Q (122.041290 sec): 3 clusters Score: Raw -31355.888201 + Penalty 880.842614 = -30475.045587 nChanged 8 SP:Iteration 10F (122.042266 sec): 3 clusters Score: Raw -31363.544684 + Penalty 884.052471 = -30479.492213 nChanged 10 SP:Iteration 11Q (122.043201 sec): 3 clusters Score: Raw -31376.795309 + Penalty 885.906107 = -30490.889202 nChanged 11 SP:Iteration 12Q (122.044136 sec): 3 clusters Score: Raw -31391.277347 + Penalty 885.841316 = -30505.436030 nChanged 13 SP:Iteration 13Q (122.045071 sec): 3 clusters Score: Raw -31406.133851 + Penalty 887.215935 = -30518.917916 nChanged 5 SP:Iteration 14Q (122.045996 sec): 3 clusters Score: Raw -31410.675625 + Penalty 888.859969 = -30521.815655 nChanged 6 SP:Iteration 15Q (122.046920 sec): 3 clusters Score: Raw -31416.962947 + Penalty 889.544274 = -30527.418673 nChanged 2 SP:Iteration 16Q (122.047895 sec): 3 clusters Score: Raw -31418.191182 + Penalty 889.716321 = -30528.474861 nChanged 2 SP:Iteration 17Q (122.048818 sec): 3 clusters Score: Raw -31419.567034 + Penalty 889.716321 = -30529.850713 nChanged 0 SP:Iteration 18F (122.049798 sec): 3 clusters Score: Raw -31419.567034 + Penalty 889.716321 = -30529.850713 nChanged 0 Deleting Class 8 (7 points): Lose 201.242362 but Gain 242.597262 Iteration 230F (122.560366 sec): 26 clusters Score: Raw -3015549.410382 + Penalty 21542.512038 = -2994006.898344 nChanged 7 Deleting Class 11 (2 points): Lose 64.434442 but Gain 100.203217 Iteration 231F (123.039769 sec): 25 clusters Score: Raw -3015589.748129 + Penalty 21459.297221 = -2994130.450909 nChanged 3 Iteration 232Q (123.154825 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Iteration 233F (123.636990 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.769737 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.775320 sec): 3 clusters Score: Raw -228820.591872 + Penalty 307.037574 = -228513.554298 nChanged 1291 SP:Iteration 1F (123.780517 sec): 3 clusters Score: Raw -229769.802270 + Penalty 303.677457 = -229466.124813 nChanged 273 SP:Iteration 2F (123.785602 sec): 3 clusters Score: Raw -230003.735867 + Penalty 304.437580 = -229699.298288 nChanged 197 SP:Iteration 3F (123.790834 sec): 3 clusters Score: Raw -230140.654675 + Penalty 307.170644 = -229833.484031 nChanged 131 SP:Iteration 4Q (123.796314 sec): 3 clusters Score: Raw -230212.285960 + Penalty 310.267288 = -229902.018672 nChanged 101 SP:Iteration 5Q (123.801596 sec): 3 clusters Score: Raw -230256.926956 + Penalty 313.948082 = -229942.978874 nChanged 95 SP:Iteration 6Q (123.806845 sec): 3 clusters Score: Raw -230300.373556 + Penalty 317.630519 = -229982.743037 nChanged 85 SP:Iteration 7Q (123.812226 sec): 3 clusters Score: Raw -230337.020947 + Penalty 321.184819 = -230015.836129 nChanged 79 SP:Iteration 8Q (123.817454 sec): 3 clusters Score: Raw -230368.434459 + Penalty 324.628123 = -230043.806336 nChanged 75 SP:Iteration 9Q (123.822548 sec): 3 clusters Score: Raw -230404.219200 + Penalty 327.300015 = -230076.919184 nChanged 63 SP:Iteration 10F (123.827826 sec): 3 clusters Score: Raw -230428.363443 + Penalty 329.874065 = -230098.489377 nChanged 59 SP:Iteration 11Q (123.832782 sec): 3 clusters Score: Raw -230450.970337 + Penalty 332.174915 = -230118.795422 nChanged 49 SP:Iteration 12Q (123.837707 sec): 3 clusters Score: Raw -230463.082321 + Penalty 333.516707 = -230129.565613 nChanged 30 SP:Iteration 13Q (123.843011 sec): 3 clusters Score: Raw -230469.331017 + Penalty 335.373937 = -230133.957080 nChanged 37 SP:Iteration 14Q (123.848027 sec): 3 clusters Score: Raw -230477.734798 + Penalty 336.637253 = -230141.097545 nChanged 28 SP:Iteration 15Q (123.852904 sec): 3 clusters Score: Raw -230484.610691 + Penalty 338.190281 = -230146.420410 nChanged 31 SP:Iteration 16Q (123.857861 sec): 3 clusters Score: Raw -230490.590052 + Penalty 339.446044 = -230151.144009 nChanged 15 SP:Iteration 17Q (123.862764 sec): 3 clusters Score: Raw -230492.599521 + Penalty 340.222933 = -230152.376589 nChanged 16 SP:Iteration 18Q (123.867634 sec): 3 clusters Score: Raw -230495.185225 + Penalty 341.289261 = -230153.895965 nChanged 16 SP:Iteration 19Q (123.872562 sec): 3 clusters Score: Raw -230498.139372 + Penalty 342.366531 = -230155.772842 nChanged 18 SP:Iteration 20F (123.878064 sec): 3 clusters Score: Raw -230501.675763 + Penalty 343.981100 = -230157.694663 nChanged 19 SP:Iteration 21Q (123.883055 sec): 3 clusters Score: Raw -230504.571629 + Penalty 344.916612 = -230159.655017 nChanged 11 SP:Iteration 22Q (123.887886 sec): 3 clusters Score: Raw -230505.405367 + Penalty 345.331063 = -230160.074303 nChanged 7 SP:Iteration 23Q (123.892876 sec): 3 clusters Score: Raw -230505.997514 + Penalty 345.994971 = -230160.002543 nChanged 9 SP:Iteration 24F (123.898270 sec): 3 clusters Score: Raw -230506.886537 + Penalty 346.255444 = -230160.631093 nChanged 6 SP:Iteration 25Q (123.903170 sec): 3 clusters Score: Raw -230507.464161 + Penalty 346.343955 = -230161.120206 nChanged 1 SP:Iteration 26Q (123.908210 sec): 3 clusters Score: Raw -230507.478589 + Penalty 346.490405 = -230160.988184 nChanged 2 SP:Iteration 27F (123.913548 sec): 3 clusters Score: Raw -230507.571350 + Penalty 346.685073 = -230160.886277 nChanged 4 SP:Iteration 28F (123.918866 sec): 3 clusters Score: Raw -230508.404431 + Penalty 346.580740 = -230161.823691 nChanged 3 SP:Iteration 29Q (123.923753 sec): 3 clusters Score: Raw -230508.533030 + Penalty 346.662899 = -230161.870131 nChanged 1 SP:Iteration 30F (123.928907 sec): 3 clusters Score: Raw -230508.620043 + Penalty 346.662899 = -230161.957144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.930240 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.930563 sec): 3 clusters Score: Raw -3465.794380 + Penalty 281.369959 = -3184.424421 nChanged 12 SP:Iteration 1F (123.930869 sec): 3 clusters Score: Raw -3506.715279 + Penalty 356.787763 = -3149.927517 nChanged 5 SP:Iteration 2F (123.931192 sec): 3 clusters Score: Raw -3538.625173 + Penalty 356.787763 = -3181.837410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.932095 sec): 2 clusters Score: Raw -2380.272035 + Penalty 55.434597 = -2324.837438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.932367 sec): 3 clusters Score: Raw -2436.900972 + Penalty 110.363189 = -2326.537783 nChanged 6 SP:Iteration 1F (123.932635 sec): 3 clusters Score: Raw -2448.689038 + Penalty 110.363189 = -2338.325849 nChanged 0 Score: Raw -3036385.569900 + Penalty 21618.570614 = -3014766.999286 Splitting cluster 3 changes total score from -2994177.289580 to -3014766.999286 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.416483 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.419864 sec): 3 clusters Score: Raw -149181.958025 + Penalty 719.923828 = -148462.034197 nChanged 761 SP:Iteration 1F (124.423203 sec): 3 clusters Score: Raw -149679.977326 + Penalty 721.741782 = -148958.235543 nChanged 148 SP:Iteration 2F (124.426523 sec): 3 clusters Score: Raw -149757.226634 + Penalty 723.936941 = -149033.289692 nChanged 91 SP:Iteration 3F (124.429983 sec): 3 clusters Score: Raw -149794.891765 + Penalty 725.761248 = -149069.130517 nChanged 60 SP:Iteration 4Q (124.433476 sec): 3 clusters Score: Raw -149812.291128 + Penalty 727.383038 = -149084.908090 nChanged 46 SP:Iteration 5Q (124.436890 sec): 3 clusters Score: Raw -149825.063647 + Penalty 728.249406 = -149096.814241 nChanged 33 SP:Iteration 6Q (124.440312 sec): 3 clusters Score: Raw -149831.492516 + Penalty 730.120956 = -149101.371560 nChanged 23 SP:Iteration 7Q (124.443973 sec): 3 clusters Score: Raw -149835.369561 + Penalty 731.851415 = -149103.518146 nChanged 24 SP:Iteration 8Q (124.447337 sec): 3 clusters Score: Raw -149842.210007 + Penalty 733.628595 = -149108.581412 nChanged 23 SP:Iteration 9Q (124.450743 sec): 3 clusters Score: Raw -149848.168787 + Penalty 735.657600 = -149112.511187 nChanged 23 SP:Iteration 10F (124.454168 sec): 3 clusters Score: Raw -149853.821602 + Penalty 737.609971 = -149116.211631 nChanged 32 SP:Iteration 11Q (124.457643 sec): 3 clusters Score: Raw -149863.102572 + Penalty 740.042037 = -149123.060536 nChanged 38 SP:Iteration 12Q (124.461130 sec): 3 clusters Score: Raw -149873.181158 + Penalty 742.617052 = -149130.564106 nChanged 30 SP:Iteration 13Q (124.464527 sec): 3 clusters Score: Raw -149882.542375 + Penalty 744.700747 = -149137.841627 nChanged 37 SP:Iteration 14Q (124.467887 sec): 3 clusters Score: Raw -149902.382520 + Penalty 751.656576 = -149150.725945 nChanged 61 SP:Iteration 15Q (124.471257 sec): 3 clusters Score: Raw -149946.389317 + Penalty 764.869512 = -149181.519805 nChanged 76 SP:Iteration 16Q (124.474772 sec): 3 clusters Score: Raw -150019.036654 + Penalty 775.601660 = -149243.434995 nChanged 71 SP:Iteration 17Q (124.478464 sec): 3 clusters Score: Raw -150074.274722 + Penalty 784.195203 = -149290.079519 nChanged 48 SP:Iteration 18Q (124.481894 sec): 3 clusters Score: Raw -150106.700923 + Penalty 786.123444 = -149320.577479 nChanged 37 SP:Iteration 19Q (124.485297 sec): 3 clusters Score: Raw -150128.840235 + Penalty 789.327245 = -149339.512990 nChanged 38 SP:Iteration 20F (124.488683 sec): 3 clusters Score: Raw -150155.052465 + Penalty 793.096011 = -149361.956453 nChanged 48 SP:Iteration 21Q (124.492111 sec): 3 clusters Score: Raw -150184.886574 + Penalty 801.945824 = -149382.940750 nChanged 33 SP:Iteration 22Q (124.495659 sec): 3 clusters Score: Raw -150205.114769 + Penalty 812.372651 = -149392.742118 nChanged 25 SP:Iteration 23Q (124.499040 sec): 3 clusters Score: Raw -150219.820383 + Penalty 822.127669 = -149397.692714 nChanged 16 SP:Iteration 24Q (124.502425 sec): 3 clusters Score: Raw -150229.522576 + Penalty 819.998420 = -149409.524156 nChanged 14 SP:Iteration 25Q (124.505835 sec): 3 clusters Score: Raw -150237.764682 + Penalty 825.898993 = -149411.865689 nChanged 15 SP:Iteration 26Q (124.509512 sec): 3 clusters Score: Raw -150245.026796 + Penalty 827.189036 = -149417.837760 nChanged 8 SP:Iteration 27Q (124.513011 sec): 3 clusters Score: Raw -150248.038312 + Penalty 827.961517 = -149420.076795 nChanged 2 SP:Iteration 28Q (124.516348 sec): 3 clusters Score: Raw -150248.458051 + Penalty 825.632801 = -149422.825249 nChanged 1 SP:Iteration 29Q (124.519636 sec): 3 clusters Score: Raw -150249.492903 + Penalty 822.496371 = -149426.996533 nChanged 1 SP:Iteration 30F (124.523045 sec): 3 clusters Score: Raw -150250.699474 + Penalty 821.160620 = -149429.538853 nChanged 1 SP:Iteration 31Q (124.526314 sec): 3 clusters Score: Raw -150250.977208 + Penalty 818.324918 = -149432.652290 nChanged 1 SP:Iteration 32Q (124.529621 sec): 3 clusters Score: Raw -150251.090290 + Penalty 815.889475 = -149435.200815 nChanged 1 SP:Iteration 33Q (124.532982 sec): 3 clusters Score: Raw -150252.158368 + Penalty 812.906200 = -149439.252168 nChanged 1 SP:Iteration 34Q (124.536333 sec): 3 clusters Score: Raw -150253.229212 + Penalty 815.828043 = -149437.401168 nChanged 2 SP:Iteration 35F (124.539748 sec): 3 clusters Score: Raw -150253.586069 + Penalty 816.206872 = -149437.379198 nChanged 1 SP:Iteration 36F (124.543523 sec): 3 clusters Score: Raw -150253.585398 + Penalty 816.095975 = -149437.489422 nChanged 1 SP:Iteration 37Q (124.546899 sec): 3 clusters Score: Raw -150253.694287 + Penalty 814.163184 = -149439.531103 nChanged 1 SP:Iteration 38Q (124.550181 sec): 3 clusters Score: Raw -150254.223318 + Penalty 814.163184 = -149440.060134 nChanged 0 SP:Iteration 39F (124.553627 sec): 3 clusters Score: Raw -150254.223318 + Penalty 814.163184 = -149440.060134 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.651379 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.694149 sec): 3 clusters Score: Raw -1697224.352134 + Penalty 601.570946 = -1696622.781188 nChanged 10340 SP:Iteration 1F (124.735838 sec): 3 clusters Score: Raw -1700651.059729 + Penalty 589.309774 = -1700061.749955 nChanged 3379 SP:Iteration 2F (124.776940 sec): 3 clusters Score: Raw -1703823.324348 + Penalty 578.136012 = -1703245.188336 nChanged 3638 SP:Iteration 3F (124.818792 sec): 3 clusters Score: Raw -1708551.307180 + Penalty 614.810287 = -1707936.496893 nChanged 2045 SP:Iteration 4F (124.858344 sec): 3 clusters Score: Raw -1710972.932889 + Penalty 726.189551 = -1710246.743338 nChanged 672 SP:Iteration 5Q (124.894927 sec): 3 clusters Score: Raw -1711673.033729 + Penalty 964.897120 = -1710708.136609 nChanged 178 SP:Iteration 6Q (124.927435 sec): 3 clusters Score: Raw -1711865.386073 + Penalty 1120.287978 = -1710745.098095 nChanged 26 SP:Iteration 7Q (124.958997 sec): 3 clusters Score: Raw -1711901.676626 + Penalty 1135.410908 = -1710766.265718 nChanged 8 SP:Iteration 8Q (124.990185 sec): 3 clusters Score: Raw -1711910.024163 + Penalty 1124.424502 = -1710785.599661 nChanged 3 SP:Iteration 9Q (125.021400 sec): 3 clusters Score: Raw -1711911.903514 + Penalty 1124.424502 = -1710787.479012 nChanged 0 SP:Iteration 10F (125.061609 sec): 3 clusters Score: Raw -1711911.903514 + Penalty 1124.424502 = -1710787.479012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.076898 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.078894 sec): 3 clusters Score: Raw -83541.692351 + Penalty 1368.221556 = -82173.470795 nChanged 330 SP:Iteration 1F (125.080808 sec): 3 clusters Score: Raw -83753.662736 + Penalty 1373.125241 = -82380.537495 nChanged 118 SP:Iteration 2F (125.082722 sec): 3 clusters Score: Raw -83833.626473 + Penalty 1374.720911 = -82458.905563 nChanged 76 SP:Iteration 3F (125.084634 sec): 3 clusters Score: Raw -83906.890311 + Penalty 1378.279110 = -82528.611201 nChanged 60 SP:Iteration 4F (125.086547 sec): 3 clusters Score: Raw -83964.058771 + Penalty 1382.058409 = -82582.000362 nChanged 39 SP:Iteration 5Q (125.088457 sec): 3 clusters Score: Raw -83998.244044 + Penalty 1391.203593 = -82607.040451 nChanged 41 SP:Iteration 6Q (125.090362 sec): 3 clusters Score: Raw -84034.339070 + Penalty 1396.868923 = -82637.470147 nChanged 30 SP:Iteration 7Q (125.092275 sec): 3 clusters Score: Raw -84058.548729 + Penalty 1402.952402 = -82655.596326 nChanged 24 SP:Iteration 8Q (125.094161 sec): 3 clusters Score: Raw -84077.110754 + Penalty 1408.119983 = -82668.990771 nChanged 21 SP:Iteration 9Q (125.096039 sec): 3 clusters Score: Raw -84090.845261 + Penalty 1411.962980 = -82678.882281 nChanged 15 SP:Iteration 10F (125.098031 sec): 3 clusters Score: Raw -84102.454799 + Penalty 1414.039533 = -82688.415267 nChanged 11 SP:Iteration 11Q (125.099946 sec): 3 clusters Score: Raw -84108.833202 + Penalty 1414.860925 = -82693.972277 nChanged 9 SP:Iteration 12Q (125.101794 sec): 3 clusters Score: Raw -84114.423589 + Penalty 1417.650919 = -82696.772670 nChanged 12 SP:Iteration 13Q (125.103632 sec): 3 clusters Score: Raw -84120.132600 + Penalty 1419.494703 = -82700.637897 nChanged 7 SP:Iteration 14Q (125.105479 sec): 3 clusters Score: Raw -84122.686249 + Penalty 1420.952628 = -82701.733622 nChanged 4 SP:Iteration 15Q (125.107314 sec): 3 clusters Score: Raw -84125.863611 + Penalty 1422.758170 = -82703.105441 nChanged 6 SP:Iteration 16Q (125.109307 sec): 3 clusters Score: Raw -84129.221051 + Penalty 1423.543641 = -82705.677410 nChanged 3 SP:Iteration 17Q (125.111266 sec): 3 clusters Score: Raw -84129.743252 + Penalty 1424.265121 = -82705.478132 nChanged 1 SP:Iteration 18F (125.113269 sec): 3 clusters Score: Raw -84130.215856 + Penalty 1424.306980 = -82705.908876 nChanged 1 SP:Iteration 19Q (125.115131 sec): 3 clusters Score: Raw -84130.629435 + Penalty 1424.364211 = -82706.265224 nChanged 1 SP:Iteration 20F (125.117061 sec): 3 clusters Score: Raw -84130.793553 + Penalty 1424.364211 = -82706.429342 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.120824 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.122522 sec): 3 clusters Score: Raw -65333.307681 + Penalty 1971.813702 = -63361.493980 nChanged 227 SP:Iteration 1F (125.124226 sec): 3 clusters Score: Raw -65520.237171 + Penalty 1970.894098 = -63549.343073 nChanged 68 SP:Iteration 2F (125.126005 sec): 3 clusters Score: Raw -65606.161080 + Penalty 1969.875064 = -63636.286016 nChanged 37 SP:Iteration 3Q (125.127748 sec): 3 clusters Score: Raw -65651.200609 + Penalty 1968.771443 = -63682.429166 nChanged 31 SP:Iteration 4Q (125.129473 sec): 3 clusters Score: Raw -65689.581020 + Penalty 1967.813055 = -63721.767966 nChanged 21 SP:Iteration 5Q (125.131120 sec): 3 clusters Score: Raw -65721.525173 + Penalty 1966.141276 = -63755.383898 nChanged 23 SP:Iteration 6Q (125.132704 sec): 3 clusters Score: Raw -65747.487730 + Penalty 1965.541841 = -63781.945889 nChanged 16 SP:Iteration 7Q (125.134316 sec): 3 clusters Score: Raw -65764.449218 + Penalty 1965.860645 = -63798.588573 nChanged 15 SP:Iteration 8Q (125.135920 sec): 3 clusters Score: Raw -65777.601999 + Penalty 1965.769152 = -63811.832846 nChanged 7 SP:Iteration 9Q (125.137495 sec): 3 clusters Score: Raw -65783.699374 + Penalty 1966.174972 = -63817.524402 nChanged 4 SP:Iteration 10F (125.139126 sec): 3 clusters Score: Raw -65786.998612 + Penalty 1965.606513 = -63821.392100 nChanged 4 SP:Iteration 11Q (125.140698 sec): 3 clusters Score: Raw -65790.382477 + Penalty 1965.646189 = -63824.736288 nChanged 4 SP:Iteration 12Q (125.142408 sec): 3 clusters Score: Raw -65795.334873 + Penalty 1965.352453 = -63829.982420 nChanged 2 SP:Iteration 13Q (125.144107 sec): 3 clusters Score: Raw -65798.552229 + Penalty 1964.909545 = -63833.642684 nChanged 4 SP:Iteration 14Q (125.145790 sec): 3 clusters Score: Raw -65802.481200 + Penalty 1964.857120 = -63837.624080 nChanged 3 SP:Iteration 15Q (125.147384 sec): 3 clusters Score: Raw -65805.059887 + Penalty 1964.934299 = -63840.125588 nChanged 2 SP:Iteration 16Q (125.148951 sec): 3 clusters Score: Raw -65806.117279 + Penalty 1964.775988 = -63841.341292 nChanged 1 SP:Iteration 17Q (125.150515 sec): 3 clusters Score: Raw -65806.848069 + Penalty 1964.775988 = -63842.072082 nChanged 0 SP:Iteration 18F (125.152306 sec): 3 clusters Score: Raw -65806.848069 + Penalty 1964.775988 = -63842.072082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.153349 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.153615 sec): 3 clusters Score: Raw -1963.782586 + Penalty 281.855587 = -1681.926999 nChanged 10 SP:Iteration 1F (125.153875 sec): 3 clusters Score: Raw -2008.165458 + Penalty 372.604103 = -1635.561354 nChanged 4 SP:Iteration 2F (125.154133 sec): 3 clusters Score: Raw -2033.287811 + Penalty 372.604103 = -1660.683707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.157036 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.158612 sec): 3 clusters Score: Raw -62855.056734 + Penalty 1176.369345 = -61678.687389 nChanged 242 SP:Iteration 1F (125.160164 sec): 3 clusters Score: Raw -63034.072572 + Penalty 1186.633827 = -61847.438745 nChanged 85 SP:Iteration 2F (125.161679 sec): 3 clusters Score: Raw -63124.035548 + Penalty 1188.226569 = -61935.808979 nChanged 53 SP:Iteration 3F (125.163208 sec): 3 clusters Score: Raw -63178.509177 + Penalty 1183.142211 = -61995.366966 nChanged 41 SP:Iteration 4F (125.164717 sec): 3 clusters Score: Raw -63216.901368 + Penalty 1176.341021 = -62040.560347 nChanged 20 SP:Iteration 5Q (125.166245 sec): 3 clusters Score: Raw -63234.830700 + Penalty 1174.455440 = -62060.375259 nChanged 17 SP:Iteration 6Q (125.167833 sec): 3 clusters Score: Raw -63250.294532 + Penalty 1170.711677 = -62079.582855 nChanged 13 SP:Iteration 7Q (125.169318 sec): 3 clusters Score: Raw -63263.144845 + Penalty 1166.442542 = -62096.702304 nChanged 12 SP:Iteration 8Q (125.170794 sec): 3 clusters Score: Raw -63276.246986 + Penalty 1161.551053 = -62114.695933 nChanged 9 SP:Iteration 9Q (125.172269 sec): 3 clusters Score: Raw -63282.929597 + Penalty 1159.668644 = -62123.260953 nChanged 3 SP:Iteration 10F (125.173808 sec): 3 clusters Score: Raw -63284.073724 + Penalty 1156.904515 = -62127.169209 nChanged 4 SP:Iteration 11Q (125.175417 sec): 3 clusters Score: Raw -63286.773049 + Penalty 1154.418232 = -62132.354818 nChanged 8 SP:Iteration 12Q (125.177025 sec): 3 clusters Score: Raw -63292.013782 + Penalty 1151.703618 = -62140.310164 nChanged 8 SP:Iteration 13Q (125.178595 sec): 3 clusters Score: Raw -63296.209279 + Penalty 1150.691296 = -62145.517983 nChanged 4 SP:Iteration 14Q (125.180124 sec): 3 clusters Score: Raw -63297.441913 + Penalty 1150.273136 = -62147.168777 nChanged 2 SP:Iteration 15Q (125.181622 sec): 3 clusters Score: Raw -63297.862034 + Penalty 1149.994493 = -62147.867541 nChanged 1 SP:Iteration 16Q (125.183105 sec): 3 clusters Score: Raw -63298.273789 + Penalty 1149.388279 = -62148.885510 nChanged 1 SP:Iteration 17Q (125.184582 sec): 3 clusters Score: Raw -63299.253846 + Penalty 1149.388279 = -62149.865566 nChanged 0 SP:Iteration 18F (125.186107 sec): 3 clusters Score: Raw -63299.253846 + Penalty 1149.388279 = -62149.865566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.189279 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.190355 sec): 3 clusters Score: Raw -39416.068253 + Penalty 766.920761 = -38649.147493 nChanged 161 SP:Iteration 1F (125.191421 sec): 3 clusters Score: Raw -39536.342206 + Penalty 778.020646 = -38758.321561 nChanged 54 SP:Iteration 2F (125.192482 sec): 3 clusters Score: Raw -39578.675662 + Penalty 783.938618 = -38794.737045 nChanged 24 SP:Iteration 3F (125.193541 sec): 3 clusters Score: Raw -39594.852321 + Penalty 788.949208 = -38805.903113 nChanged 12 SP:Iteration 4Q (125.194609 sec): 3 clusters Score: Raw -39601.304728 + Penalty 797.505286 = -38803.799442 nChanged 13 SP:Iteration 5F (125.195680 sec): 3 clusters Score: Raw -39613.992769 + Penalty 806.592373 = -38807.400396 nChanged 11 SP:Iteration 6Q (125.196735 sec): 3 clusters Score: Raw -39627.057458 + Penalty 815.039953 = -38812.017505 nChanged 11 SP:Iteration 7Q (125.197783 sec): 3 clusters Score: Raw -39641.696774 + Penalty 820.818980 = -38820.877794 nChanged 6 SP:Iteration 8Q (125.198830 sec): 3 clusters Score: Raw -39648.861038 + Penalty 827.911599 = -38820.949438 nChanged 6 SP:Iteration 9Q (125.199879 sec): 3 clusters Score: Raw -39654.425113 + Penalty 830.371762 = -38824.053351 nChanged 2 SP:Iteration 10F (125.200932 sec): 3 clusters Score: Raw -39656.177285 + Penalty 831.284874 = -38824.892412 nChanged 1 SP:Iteration 11Q (125.201969 sec): 3 clusters Score: Raw -39656.232988 + Penalty 831.284874 = -38824.948114 nChanged 0 SP:Iteration 12F (125.203057 sec): 3 clusters Score: Raw -39656.232988 + Penalty 831.284874 = -38824.948114 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.212786 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.214174 sec): 3 clusters Score: Raw -56836.672123 + Penalty 1836.481899 = -55000.190224 nChanged 169 SP:Iteration 1F (125.215500 sec): 3 clusters Score: Raw -57007.261805 + Penalty 1837.991715 = -55169.270089 nChanged 58 SP:Iteration 2F (125.216840 sec): 3 clusters Score: Raw -57081.126104 + Penalty 1841.227821 = -55239.898283 nChanged 34 SP:Iteration 3F (125.218190 sec): 3 clusters Score: Raw -57126.684558 + Penalty 1846.697402 = -55279.987155 nChanged 30 SP:Iteration 4Q (125.219505 sec): 3 clusters Score: Raw -57162.181314 + Penalty 1852.091306 = -55310.090009 nChanged 24 SP:Iteration 5Q (125.220811 sec): 3 clusters Score: Raw -57192.118422 + Penalty 1856.273838 = -55335.844584 nChanged 18 SP:Iteration 6Q (125.222130 sec): 3 clusters Score: Raw -57220.307983 + Penalty 1856.539797 = -55363.768187 nChanged 9 SP:Iteration 7Q (125.223424 sec): 3 clusters Score: Raw -57232.613523 + Penalty 1856.209661 = -55376.403862 nChanged 9 SP:Iteration 8Q (125.224710 sec): 3 clusters Score: Raw -57248.650242 + Penalty 1858.098341 = -55390.551901 nChanged 13 SP:Iteration 9Q (125.225991 sec): 3 clusters Score: Raw -57275.990138 + Penalty 1863.022417 = -55412.967721 nChanged 15 SP:Iteration 10F (125.227414 sec): 3 clusters Score: Raw -57300.872324 + Penalty 1869.872043 = -55431.000281 nChanged 14 SP:Iteration 11Q (125.228744 sec): 3 clusters Score: Raw -57323.086636 + Penalty 1875.734663 = -55447.351972 nChanged 10 SP:Iteration 12Q (125.230057 sec): 3 clusters Score: Raw -57334.463886 + Penalty 1878.701185 = -55455.762701 nChanged 7 SP:Iteration 13Q (125.231360 sec): 3 clusters Score: Raw -57346.543924 + Penalty 1883.180763 = -55463.363160 nChanged 12 SP:Iteration 14Q (125.232644 sec): 3 clusters Score: Raw -57375.445837 + Penalty 1888.869298 = -55486.576539 nChanged 13 SP:Iteration 15Q (125.233859 sec): 3 clusters Score: Raw -57411.910513 + Penalty 1889.666343 = -55522.244170 nChanged 7 SP:Iteration 16Q (125.235057 sec): 3 clusters Score: Raw -57426.708334 + Penalty 1892.549189 = -55534.159146 nChanged 11 SP:Iteration 17Q (125.236251 sec): 3 clusters Score: Raw -57446.861411 + Penalty 1896.037888 = -55550.823523 nChanged 7 SP:Iteration 18Q (125.237474 sec): 3 clusters Score: Raw -57457.602738 + Penalty 1898.366487 = -55559.236252 nChanged 4 SP:Iteration 19Q (125.238662 sec): 3 clusters Score: Raw -57462.007796 + Penalty 1900.417416 = -55561.590380 nChanged 4 SP:Iteration 20F (125.239994 sec): 3 clusters Score: Raw -57467.127593 + Penalty 1900.417416 = -55566.710177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.242513 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.243547 sec): 3 clusters Score: Raw -33854.527158 + Penalty 858.300494 = -32996.226665 nChanged 130 SP:Iteration 1F (125.244565 sec): 3 clusters Score: Raw -33968.832382 + Penalty 859.823775 = -33109.008608 nChanged 41 SP:Iteration 2F (125.245536 sec): 3 clusters Score: Raw -34011.628817 + Penalty 859.597095 = -33152.031722 nChanged 18 SP:Iteration 3Q (125.246493 sec): 3 clusters Score: Raw -34030.731499 + Penalty 859.866754 = -33170.864745 nChanged 10 SP:Iteration 4Q (125.247448 sec): 3 clusters Score: Raw -34038.472237 + Penalty 859.795061 = -33178.677176 nChanged 4 SP:Iteration 5Q (125.248399 sec): 3 clusters Score: Raw -34039.719583 + Penalty 858.992111 = -33180.727472 nChanged 2 SP:Iteration 6Q (125.249353 sec): 3 clusters Score: Raw -34041.595808 + Penalty 858.122747 = -33183.473061 nChanged 4 SP:Iteration 7Q (125.250306 sec): 3 clusters Score: Raw -34045.500300 + Penalty 857.746753 = -33187.753547 nChanged 3 SP:Iteration 8Q (125.251258 sec): 3 clusters Score: Raw -34046.986483 + Penalty 857.777770 = -33189.208713 nChanged 5 SP:Iteration 9Q (125.252253 sec): 3 clusters Score: Raw -34052.276858 + Penalty 857.629873 = -33194.646986 nChanged 5 SP:Iteration 10F (125.253220 sec): 3 clusters Score: Raw -34054.817040 + Penalty 857.401811 = -33197.415229 nChanged 4 SP:Iteration 11Q (125.254191 sec): 3 clusters Score: Raw -34056.450530 + Penalty 857.560139 = -33198.890391 nChanged 2 SP:Iteration 12Q (125.255145 sec): 3 clusters Score: Raw -34057.088832 + Penalty 857.381739 = -33199.707093 nChanged 1 SP:Iteration 13Q (125.256098 sec): 3 clusters Score: Raw -34057.477276 + Penalty 857.350934 = -33200.126342 nChanged 1 SP:Iteration 14Q (125.257051 sec): 3 clusters Score: Raw -34057.752638 + Penalty 857.381937 = -33200.370701 nChanged 1 SP:Iteration 15Q (125.258021 sec): 3 clusters Score: Raw -34058.354164 + Penalty 857.333184 = -33201.020980 nChanged 2 SP:Iteration 16Q (125.258971 sec): 3 clusters Score: Raw -34059.999182 + Penalty 857.099789 = -33202.899393 nChanged 1 SP:Iteration 17Q (125.259921 sec): 3 clusters Score: Raw -34062.236934 + Penalty 857.099789 = -33205.137145 nChanged 0 SP:Iteration 18F (125.260886 sec): 3 clusters Score: Raw -34062.236934 + Penalty 857.099789 = -33205.137145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.262369 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.262821 sec): 3 clusters Score: Raw -10857.623533 + Penalty 67.632377 = -10789.991156 nChanged 48 SP:Iteration 1F (125.263244 sec): 3 clusters Score: Raw -10888.680231 + Penalty 67.437744 = -10821.242486 nChanged 11 SP:Iteration 2F (125.263650 sec): 3 clusters Score: Raw -10895.149051 + Penalty 67.413171 = -10827.735881 nChanged 8 SP:Iteration 3F (125.264052 sec): 3 clusters Score: Raw -10898.343352 + Penalty 66.818917 = -10831.524435 nChanged 9 SP:Iteration 4F (125.264457 sec): 3 clusters Score: Raw -10899.824092 + Penalty 67.315491 = -10832.508601 nChanged 6 SP:Iteration 5Q (125.264866 sec): 3 clusters Score: Raw -10901.499780 + Penalty 68.838128 = -10832.661651 nChanged 13 SP:Iteration 6F (125.265295 sec): 3 clusters Score: Raw -10914.705651 + Penalty 120.542916 = -10794.162735 nChanged 20 SP:Iteration 7F (125.265724 sec): 3 clusters Score: Raw -10943.802064 + Penalty 34.018850 = -10909.783214 nChanged 4 SP:Iteration 8Q (125.266105 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 9F (125.266485 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.267440 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.267724 sec): 3 clusters Score: Raw -2683.163538 + Penalty 274.209401 = -2408.954137 nChanged 3 SP:Iteration 1F (125.268001 sec): 3 clusters Score: Raw -2691.659119 + Penalty 280.104614 = -2411.554505 nChanged 2 SP:Iteration 2Q (125.268267 sec): 3 clusters Score: Raw -2695.672047 + Penalty 285.558773 = -2410.113274 nChanged 1 SP:Iteration 3F (125.268547 sec): 3 clusters Score: Raw -2697.629609 + Penalty 292.687069 = -2404.942540 nChanged 1 SP:Iteration 4F (125.268827 sec): 3 clusters Score: Raw -2701.550921 + Penalty 301.760309 = -2399.790612 nChanged 1 SP:Iteration 5F (125.269107 sec): 3 clusters Score: Raw -2704.858497 + Penalty 301.760309 = -2403.098188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.276134 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.278924 sec): 3 clusters Score: Raw -118348.099937 + Penalty 985.548186 = -117362.551750 nChanged 515 SP:Iteration 1F (125.281478 sec): 3 clusters Score: Raw -118709.466391 + Penalty 986.149190 = -117723.317201 nChanged 152 SP:Iteration 2F (125.284026 sec): 3 clusters Score: Raw -118839.527772 + Penalty 985.567793 = -117853.959978 nChanged 126 SP:Iteration 3F (125.286514 sec): 3 clusters Score: Raw -118958.522056 + Penalty 980.265467 = -117978.256589 nChanged 97 SP:Iteration 4F (125.289002 sec): 3 clusters Score: Raw -119016.972567 + Penalty 974.903560 = -118042.069007 nChanged 64 SP:Iteration 5Q (125.291499 sec): 3 clusters Score: Raw -119050.122501 + Penalty 971.631783 = -118078.490718 nChanged 39 SP:Iteration 6Q (125.294225 sec): 3 clusters Score: Raw -119066.781586 + Penalty 967.497587 = -118099.283998 nChanged 30 SP:Iteration 7Q (125.296876 sec): 3 clusters Score: Raw -119082.216473 + Penalty 963.437836 = -118118.778638 nChanged 30 SP:Iteration 8Q (125.299315 sec): 3 clusters Score: Raw -119096.710536 + Penalty 961.428726 = -118135.281809 nChanged 14 SP:Iteration 9Q (125.301816 sec): 3 clusters Score: Raw -119104.252763 + Penalty 959.820221 = -118144.432542 nChanged 18 SP:Iteration 10F (125.304529 sec): 3 clusters Score: Raw -119112.968631 + Penalty 957.257917 = -118155.710714 nChanged 18 SP:Iteration 11Q (125.307134 sec): 3 clusters Score: Raw -119120.152195 + Penalty 956.397133 = -118163.755063 nChanged 13 SP:Iteration 12Q (125.309794 sec): 3 clusters Score: Raw -119124.996392 + Penalty 956.799021 = -118168.197372 nChanged 6 SP:Iteration 13Q (125.312421 sec): 3 clusters Score: Raw -119126.194567 + Penalty 957.326876 = -118168.867691 nChanged 3 SP:Iteration 14Q (125.314839 sec): 3 clusters Score: Raw -119126.469493 + Penalty 957.507814 = -118168.961679 nChanged 1 SP:Iteration 15Q (125.317253 sec): 3 clusters Score: Raw -119126.569387 + Penalty 957.748099 = -118168.821288 nChanged 1 SP:Iteration 16F (125.319736 sec): 3 clusters Score: Raw -119126.641467 + Penalty 957.748099 = -118168.893368 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.324482 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.326224 sec): 3 clusters Score: Raw -70099.036232 + Penalty 893.095001 = -69205.941231 nChanged 314 SP:Iteration 1F (125.327864 sec): 3 clusters Score: Raw -70330.651908 + Penalty 902.001270 = -69428.650638 nChanged 97 SP:Iteration 2F (125.329589 sec): 3 clusters Score: Raw -70409.263056 + Penalty 913.148060 = -69496.114996 nChanged 49 SP:Iteration 3F (125.331344 sec): 3 clusters Score: Raw -70454.704001 + Penalty 921.342876 = -69533.361125 nChanged 44 SP:Iteration 4F (125.332980 sec): 3 clusters Score: Raw -70484.583248 + Penalty 928.284707 = -69556.298542 nChanged 27 SP:Iteration 5Q (125.334594 sec): 3 clusters Score: Raw -70500.105482 + Penalty 934.419908 = -69565.685575 nChanged 21 SP:Iteration 6Q (125.336345 sec): 3 clusters Score: Raw -70511.608536 + Penalty 938.176695 = -69573.431841 nChanged 8 SP:Iteration 7Q (125.338061 sec): 3 clusters Score: Raw -70515.284214 + Penalty 946.735809 = -69568.548405 nChanged 13 SP:Iteration 8F (125.339680 sec): 3 clusters Score: Raw -70520.961753 + Penalty 954.489308 = -69566.472445 nChanged 10 SP:Iteration 9F (125.341464 sec): 3 clusters Score: Raw -70526.781544 + Penalty 965.178210 = -69561.603334 nChanged 13 SP:Iteration 10F (125.343209 sec): 3 clusters Score: Raw -70538.026780 + Penalty 983.326351 = -69554.700429 nChanged 20 SP:Iteration 11F (125.344909 sec): 3 clusters Score: Raw -70560.276467 + Penalty 995.464933 = -69564.811535 nChanged 21 SP:Iteration 12Q (125.346515 sec): 3 clusters Score: Raw -70586.447133 + Penalty 1001.581854 = -69584.865279 nChanged 16 SP:Iteration 13Q (125.348127 sec): 3 clusters Score: Raw -70603.425862 + Penalty 1004.766788 = -69598.659074 nChanged 7 SP:Iteration 14Q (125.349697 sec): 3 clusters Score: Raw -70612.967147 + Penalty 1006.537992 = -69606.429154 nChanged 10 SP:Iteration 15Q (125.351250 sec): 3 clusters Score: Raw -70624.956426 + Penalty 1012.117486 = -69612.838940 nChanged 7 SP:Iteration 16Q (125.352751 sec): 3 clusters Score: Raw -70629.994478 + Penalty 1016.867074 = -69613.127404 nChanged 6 SP:Iteration 17Q (125.354231 sec): 3 clusters Score: Raw -70637.230732 + Penalty 1016.784690 = -69620.446042 nChanged 7 SP:Iteration 18Q (125.355702 sec): 3 clusters Score: Raw -70644.529292 + Penalty 1012.775840 = -69631.753453 nChanged 3 SP:Iteration 19Q (125.357167 sec): 3 clusters Score: Raw -70646.330240 + Penalty 1012.045103 = -69634.285137 nChanged 1 SP:Iteration 20F (125.358851 sec): 3 clusters Score: Raw -70646.690072 + Penalty 1012.045103 = -69634.644969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.361340 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.362791 sec): 3 clusters Score: Raw -55602.045319 + Penalty 1787.350043 = -53814.695277 nChanged 189 SP:Iteration 1F (125.364170 sec): 3 clusters Score: Raw -55757.484463 + Penalty 1787.976891 = -53969.507572 nChanged 58 SP:Iteration 2F (125.365521 sec): 3 clusters Score: Raw -55829.371955 + Penalty 1788.783556 = -54040.588399 nChanged 34 SP:Iteration 3F (125.366906 sec): 3 clusters Score: Raw -55873.603491 + Penalty 1789.414869 = -54084.188622 nChanged 22 SP:Iteration 4Q (125.368278 sec): 3 clusters Score: Raw -55900.429705 + Penalty 1788.689268 = -54111.740437 nChanged 13 SP:Iteration 5Q (125.369646 sec): 3 clusters Score: Raw -55914.438015 + Penalty 1788.949418 = -54125.488596 nChanged 9 SP:Iteration 6Q (125.370994 sec): 3 clusters Score: Raw -55921.516439 + Penalty 1788.743885 = -54132.772554 nChanged 3 SP:Iteration 7Q (125.372349 sec): 3 clusters Score: Raw -55923.852078 + Penalty 1788.901974 = -54134.950104 nChanged 1 SP:Iteration 8Q (125.373806 sec): 3 clusters Score: Raw -55924.033501 + Penalty 1788.901974 = -54135.131527 nChanged 0 SP:Iteration 9F (125.375261 sec): 3 clusters Score: Raw -55924.033501 + Penalty 1788.901974 = -54135.131527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.377013 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.377922 sec): 3 clusters Score: Raw -30625.281086 + Penalty 1885.352612 = -28739.928473 nChanged 78 SP:Iteration 1F (125.378817 sec): 3 clusters Score: Raw -30738.026494 + Penalty 1885.642415 = -28852.384079 nChanged 25 SP:Iteration 2F (125.379709 sec): 3 clusters Score: Raw -30783.615411 + Penalty 1885.575222 = -28898.040189 nChanged 9 SP:Iteration 3Q (125.380566 sec): 3 clusters Score: Raw -30804.425927 + Penalty 1886.094869 = -28918.331058 nChanged 10 SP:Iteration 4Q (125.381418 sec): 3 clusters Score: Raw -30827.369600 + Penalty 1886.231193 = -28941.138408 nChanged 9 SP:Iteration 5Q (125.382268 sec): 3 clusters Score: Raw -30846.926379 + Penalty 1886.209249 = -28960.717129 nChanged 5 SP:Iteration 6Q (125.383111 sec): 3 clusters Score: Raw -30851.870952 + Penalty 1886.181681 = -28965.689271 nChanged 1 SP:Iteration 7Q (125.383954 sec): 3 clusters Score: Raw -30852.415836 + Penalty 1886.181681 = -28966.234154 nChanged 0 SP:Iteration 8F (125.384843 sec): 3 clusters Score: Raw -30852.415836 + Penalty 1886.181681 = -28966.234154 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.389546 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.392029 sec): 3 clusters Score: Raw -111876.154375 + Penalty 1944.613765 = -109931.540610 nChanged 395 SP:Iteration 1F (125.394492 sec): 3 clusters Score: Raw -112100.254520 + Penalty 1945.592122 = -110154.662398 nChanged 112 SP:Iteration 2F (125.396934 sec): 3 clusters Score: Raw -112193.461317 + Penalty 1949.054019 = -110244.407298 nChanged 76 SP:Iteration 3F (125.399411 sec): 3 clusters Score: Raw -112264.694546 + Penalty 1951.609849 = -110313.084697 nChanged 69 SP:Iteration 4F (125.401945 sec): 3 clusters Score: Raw -112332.130211 + Penalty 1957.311702 = -110374.818509 nChanged 72 SP:Iteration 5F (125.404476 sec): 3 clusters Score: Raw -112413.541465 + Penalty 1964.675729 = -110448.865735 nChanged 67 SP:Iteration 6F (125.407076 sec): 3 clusters Score: Raw -112491.934497 + Penalty 1970.688287 = -110521.246210 nChanged 61 SP:Iteration 7Q (125.409700 sec): 3 clusters Score: Raw -112562.002721 + Penalty 1973.934429 = -110588.068292 nChanged 33 SP:Iteration 8Q (125.412310 sec): 3 clusters Score: Raw -112587.498598 + Penalty 1976.793609 = -110610.704989 nChanged 24 SP:Iteration 9Q (125.414889 sec): 3 clusters Score: Raw -112606.734881 + Penalty 1980.319603 = -110626.415278 nChanged 18 SP:Iteration 10F (125.417469 sec): 3 clusters Score: Raw -112614.879131 + Penalty 1983.680339 = -110631.198792 nChanged 13 SP:Iteration 11Q (125.419896 sec): 3 clusters Score: Raw -112623.488881 + Penalty 1987.430086 = -110636.058795 nChanged 13 SP:Iteration 12Q (125.422256 sec): 3 clusters Score: Raw -112631.604787 + Penalty 1989.306857 = -110642.297929 nChanged 7 SP:Iteration 13Q (125.424646 sec): 3 clusters Score: Raw -112635.621713 + Penalty 1990.088987 = -110645.532726 nChanged 3 SP:Iteration 14Q (125.427091 sec): 3 clusters Score: Raw -112637.790456 + Penalty 1991.518815 = -110646.271640 nChanged 5 SP:Iteration 15Q (125.429463 sec): 3 clusters Score: Raw -112640.541930 + Penalty 1993.040605 = -110647.501325 nChanged 6 SP:Iteration 16Q (125.431897 sec): 3 clusters Score: Raw -112642.639406 + Penalty 1994.693636 = -110647.945770 nChanged 5 SP:Iteration 17Q (125.434437 sec): 3 clusters Score: Raw -112644.729525 + Penalty 1996.068501 = -110648.661024 nChanged 6 SP:Iteration 18Q (125.436841 sec): 3 clusters Score: Raw -112649.177778 + Penalty 1998.011760 = -110651.166018 nChanged 7 SP:Iteration 19Q (125.439180 sec): 3 clusters Score: Raw -112657.036668 + Penalty 2000.210066 = -110656.826602 nChanged 7 SP:Iteration 20F (125.441775 sec): 3 clusters Score: Raw -112661.452630 + Penalty 2002.121350 = -110659.331280 nChanged 7 SP:Iteration 21Q (125.444303 sec): 3 clusters Score: Raw -112668.165580 + Penalty 2005.375167 = -110662.790414 nChanged 9 SP:Iteration 22Q (125.446723 sec): 3 clusters Score: Raw -112678.131817 + Penalty 2008.457150 = -110669.674667 nChanged 10 SP:Iteration 23Q (125.449127 sec): 3 clusters Score: Raw -112685.409974 + Penalty 2011.459615 = -110673.950360 nChanged 8 SP:Iteration 24Q (125.451472 sec): 3 clusters Score: Raw -112691.938806 + Penalty 2014.229299 = -110677.709507 nChanged 9 SP:Iteration 25Q (125.453782 sec): 3 clusters Score: Raw -112696.768411 + Penalty 2015.173335 = -110681.595076 nChanged 4 SP:Iteration 26Q (125.456084 sec): 3 clusters Score: Raw -112700.897135 + Penalty 2015.523414 = -110685.373721 nChanged 3 SP:Iteration 27Q (125.458419 sec): 3 clusters Score: Raw -112702.344495 + Penalty 2016.418662 = -110685.925832 nChanged 3 SP:Iteration 28Q (125.460831 sec): 3 clusters Score: Raw -112704.985990 + Penalty 2017.133434 = -110687.852556 nChanged 2 SP:Iteration 29Q (125.463210 sec): 3 clusters Score: Raw -112706.991966 + Penalty 2017.386082 = -110689.605885 nChanged 1 SP:Iteration 30F (125.465669 sec): 3 clusters Score: Raw -112707.612493 + Penalty 2017.735082 = -110689.877411 nChanged 1 SP:Iteration 31Q (125.467962 sec): 3 clusters Score: Raw -112709.098519 + Penalty 2019.248012 = -110689.850507 nChanged 4 SP:Iteration 32F (125.470443 sec): 3 clusters Score: Raw -112712.512513 + Penalty 2019.700087 = -110692.812426 nChanged 4 SP:Iteration 33Q (125.472749 sec): 3 clusters Score: Raw -112714.531972 + Penalty 2020.261239 = -110694.270733 nChanged 1 SP:Iteration 34Q (125.475132 sec): 3 clusters Score: Raw -112715.259941 + Penalty 2023.140131 = -110692.119810 nChanged 5 SP:Iteration 35F (125.477741 sec): 3 clusters Score: Raw -112720.409659 + Penalty 2024.215260 = -110696.194399 nChanged 4 SP:Iteration 36Q (125.480211 sec): 3 clusters Score: Raw -112724.272586 + Penalty 2024.523341 = -110699.749245 nChanged 1 SP:Iteration 37Q (125.482491 sec): 3 clusters Score: Raw -112724.689400 + Penalty 2024.523341 = -110700.166059 nChanged 0 SP:Iteration 38F (125.484940 sec): 3 clusters Score: Raw -112724.689400 + Penalty 2024.523341 = -110700.166059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.488198 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.489834 sec): 3 clusters Score: Raw -62898.264583 + Penalty 922.473731 = -61975.790851 nChanged 246 SP:Iteration 1F (125.491359 sec): 3 clusters Score: Raw -63130.783942 + Penalty 921.722075 = -62209.061867 nChanged 103 SP:Iteration 2F (125.492863 sec): 3 clusters Score: Raw -63243.761177 + Penalty 920.951521 = -62322.809656 nChanged 58 SP:Iteration 3F (125.494368 sec): 3 clusters Score: Raw -63303.775556 + Penalty 923.879645 = -62379.895912 nChanged 38 SP:Iteration 4F (125.495906 sec): 3 clusters Score: Raw -63339.245165 + Penalty 931.441244 = -62407.803921 nChanged 33 SP:Iteration 5Q (125.497394 sec): 3 clusters Score: Raw -63361.412215 + Penalty 937.382250 = -62424.029965 nChanged 17 SP:Iteration 6Q (125.498863 sec): 3 clusters Score: Raw -63370.972631 + Penalty 942.989208 = -62427.983422 nChanged 13 SP:Iteration 7Q (125.500330 sec): 3 clusters Score: Raw -63378.252446 + Penalty 947.223357 = -62431.029088 nChanged 10 SP:Iteration 8Q (125.501796 sec): 3 clusters Score: Raw -63382.883125 + Penalty 951.613134 = -62431.269991 nChanged 12 SP:Iteration 9Q (125.503251 sec): 3 clusters Score: Raw -63388.000494 + Penalty 957.908567 = -62430.091927 nChanged 15 SP:Iteration 10F (125.504764 sec): 3 clusters Score: Raw -63394.140749 + Penalty 960.347892 = -62433.792856 nChanged 9 SP:Iteration 11Q (125.506218 sec): 3 clusters Score: Raw -63401.609496 + Penalty 964.533578 = -62437.075919 nChanged 13 SP:Iteration 12Q (125.507667 sec): 3 clusters Score: Raw -63408.678718 + Penalty 966.097601 = -62442.581117 nChanged 9 SP:Iteration 13Q (125.509233 sec): 3 clusters Score: Raw -63415.030143 + Penalty 967.976282 = -62447.053861 nChanged 8 SP:Iteration 14Q (125.510749 sec): 3 clusters Score: Raw -63418.995785 + Penalty 970.603885 = -62448.391900 nChanged 9 SP:Iteration 15Q (125.512253 sec): 3 clusters Score: Raw -63423.721282 + Penalty 970.787993 = -62452.933288 nChanged 6 SP:Iteration 16Q (125.513689 sec): 3 clusters Score: Raw -63429.602591 + Penalty 971.031166 = -62458.571425 nChanged 4 SP:Iteration 17Q (125.515117 sec): 3 clusters Score: Raw -63431.742519 + Penalty 972.393569 = -62459.348950 nChanged 2 SP:Iteration 18Q (125.516542 sec): 3 clusters Score: Raw -63432.364529 + Penalty 972.393569 = -62459.970960 nChanged 0 SP:Iteration 19F (125.518072 sec): 3 clusters Score: Raw -63432.364529 + Penalty 972.393569 = -62459.970960 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.520873 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.522289 sec): 3 clusters Score: Raw -58901.348929 + Penalty 1851.399298 = -57049.949631 nChanged 178 SP:Iteration 1F (125.523683 sec): 3 clusters Score: Raw -59063.166945 + Penalty 1851.238525 = -57211.928420 nChanged 46 SP:Iteration 2F (125.525096 sec): 3 clusters Score: Raw -59114.264119 + Penalty 1851.253814 = -57263.010305 nChanged 33 SP:Iteration 3Q (125.526485 sec): 3 clusters Score: Raw -59147.030384 + Penalty 1851.227295 = -57295.803089 nChanged 17 SP:Iteration 4Q (125.527916 sec): 3 clusters Score: Raw -59167.230460 + Penalty 1851.281014 = -57315.949445 nChanged 14 SP:Iteration 5Q (125.529309 sec): 3 clusters Score: Raw -59178.223045 + Penalty 1851.225958 = -57326.997087 nChanged 2 SP:Iteration 6Q (125.530677 sec): 3 clusters Score: Raw -59179.377726 + Penalty 1851.225958 = -57328.151768 nChanged 0 SP:Iteration 7F (125.532074 sec): 3 clusters Score: Raw -59179.377726 + Penalty 1851.225958 = -57328.151768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.534123 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.535051 sec): 3 clusters Score: Raw -30537.157765 + Penalty 1170.428058 = -29366.729707 nChanged 94 SP:Iteration 1F (125.535965 sec): 3 clusters Score: Raw -30627.383906 + Penalty 1173.092927 = -29454.290980 nChanged 22 SP:Iteration 2F (125.536882 sec): 3 clusters Score: Raw -30661.455774 + Penalty 1176.542492 = -29484.913282 nChanged 21 SP:Iteration 3F (125.537797 sec): 3 clusters Score: Raw -30691.074658 + Penalty 1181.197337 = -29509.877321 nChanged 12 SP:Iteration 4Q (125.538687 sec): 3 clusters Score: Raw -30700.107147 + Penalty 1182.112644 = -29517.994503 nChanged 7 SP:Iteration 5Q (125.539552 sec): 3 clusters Score: Raw -30707.001482 + Penalty 1183.965193 = -29523.036289 nChanged 6 SP:Iteration 6Q (125.540434 sec): 3 clusters Score: Raw -30712.146394 + Penalty 1190.808301 = -29521.338093 nChanged 9 SP:Iteration 7F (125.541368 sec): 3 clusters Score: Raw -30722.952253 + Penalty 1198.992938 = -29523.959315 nChanged 9 SP:Iteration 8Q (125.542273 sec): 3 clusters Score: Raw -30732.026170 + Penalty 1205.281262 = -29526.744908 nChanged 6 SP:Iteration 9Q (125.543172 sec): 3 clusters Score: Raw -30740.568752 + Penalty 1211.668133 = -29528.900618 nChanged 5 SP:Iteration 10F (125.544087 sec): 3 clusters Score: Raw -30744.821683 + Penalty 1212.674065 = -29532.147618 nChanged 1 SP:Iteration 11Q (125.544945 sec): 3 clusters Score: Raw -30745.563240 + Penalty 1212.674065 = -29532.889175 nChanged 0 SP:Iteration 12F (125.545823 sec): 3 clusters Score: Raw -30745.563240 + Penalty 1212.674065 = -29532.889175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.549402 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.551303 sec): 3 clusters Score: Raw -77765.484780 + Penalty 1459.134092 = -76306.350688 nChanged 287 SP:Iteration 1F (125.553162 sec): 3 clusters Score: Raw -77990.876913 + Penalty 1459.276854 = -76531.600059 nChanged 110 SP:Iteration 2F (125.554999 sec): 3 clusters Score: Raw -78082.579111 + Penalty 1467.775126 = -76614.803985 nChanged 51 SP:Iteration 3F (125.556840 sec): 3 clusters Score: Raw -78114.434032 + Penalty 1476.104733 = -76638.329299 nChanged 38 SP:Iteration 4Q (125.558711 sec): 3 clusters Score: Raw -78142.814777 + Penalty 1481.820373 = -76660.994403 nChanged 26 SP:Iteration 5Q (125.560606 sec): 3 clusters Score: Raw -78160.431878 + Penalty 1485.126039 = -76675.305839 nChanged 18 SP:Iteration 6Q (125.562496 sec): 3 clusters Score: Raw -78175.750966 + Penalty 1491.165117 = -76684.585848 nChanged 14 SP:Iteration 7Q (125.564403 sec): 3 clusters Score: Raw -78187.539090 + Penalty 1495.315840 = -76692.223250 nChanged 8 SP:Iteration 8Q (125.566300 sec): 3 clusters Score: Raw -78192.250956 + Penalty 1496.300153 = -76695.950804 nChanged 11 SP:Iteration 9Q (125.568328 sec): 3 clusters Score: Raw -78202.164353 + Penalty 1499.647559 = -76702.516795 nChanged 13 SP:Iteration 10F (125.570296 sec): 3 clusters Score: Raw -78212.465555 + Penalty 1509.443576 = -76703.021978 nChanged 12 SP:Iteration 11Q (125.572235 sec): 3 clusters Score: Raw -78223.185897 + Penalty 1516.893123 = -76706.292773 nChanged 12 SP:Iteration 12Q (125.574114 sec): 3 clusters Score: Raw -78231.255870 + Penalty 1518.275156 = -76712.980714 nChanged 4 SP:Iteration 13Q (125.576117 sec): 3 clusters Score: Raw -78233.642763 + Penalty 1524.055910 = -76709.586853 nChanged 4 SP:Iteration 14F (125.578144 sec): 3 clusters Score: Raw -78237.706224 + Penalty 1527.178526 = -76710.527698 nChanged 5 SP:Iteration 15Q (125.580003 sec): 3 clusters Score: Raw -78240.256141 + Penalty 1528.161102 = -76712.095039 nChanged 2 SP:Iteration 16Q (125.581813 sec): 3 clusters Score: Raw -78241.495318 + Penalty 1528.448374 = -76713.046944 nChanged 1 SP:Iteration 17Q (125.583618 sec): 3 clusters Score: Raw -78242.168649 + Penalty 1529.351032 = -76712.817617 nChanged 1 SP:Iteration 18F (125.585472 sec): 3 clusters Score: Raw -78243.635999 + Penalty 1531.445994 = -76712.190005 nChanged 1 SP:Iteration 19F (125.587327 sec): 3 clusters Score: Raw -78244.439453 + Penalty 1531.445994 = -76712.993459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.589556 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.590551 sec): 3 clusters Score: Raw -31060.663409 + Penalty 882.531216 = -30178.132193 nChanged 116 SP:Iteration 1F (125.591528 sec): 3 clusters Score: Raw -31167.400496 + Penalty 882.779118 = -30284.621378 nChanged 51 SP:Iteration 2F (125.592505 sec): 3 clusters Score: Raw -31247.674684 + Penalty 882.754113 = -30364.920571 nChanged 32 SP:Iteration 3F (125.593480 sec): 3 clusters Score: Raw -31296.496982 + Penalty 882.729941 = -30413.767041 nChanged 16 SP:Iteration 4Q (125.594430 sec): 3 clusters Score: Raw -31317.328453 + Penalty 882.381288 = -30434.947165 nChanged 14 SP:Iteration 5Q (125.595375 sec): 3 clusters Score: Raw -31330.033568 + Penalty 882.585502 = -30447.448066 nChanged 9 SP:Iteration 6Q (125.596314 sec): 3 clusters Score: Raw -31336.626042 + Penalty 882.628057 = -30453.997986 nChanged 4 SP:Iteration 7Q (125.597256 sec): 3 clusters Score: Raw -31342.434510 + Penalty 882.929815 = -30459.504694 nChanged 7 SP:Iteration 8Q (125.598193 sec): 3 clusters Score: Raw -31360.557239 + Penalty 883.596027 = -30476.961212 nChanged 13 SP:Iteration 9Q (125.599128 sec): 3 clusters Score: Raw -31397.073909 + Penalty 883.495120 = -30513.578788 nChanged 9 SP:Iteration 10F (125.600101 sec): 3 clusters Score: Raw -31415.488375 + Penalty 882.158068 = -30533.330307 nChanged 11 SP:Iteration 11Q (125.601020 sec): 3 clusters Score: Raw -31430.833106 + Penalty 880.395202 = -30550.437903 nChanged 6 SP:Iteration 12Q (125.601935 sec): 3 clusters Score: Raw -31441.437434 + Penalty 880.125341 = -30561.312093 nChanged 7 SP:Iteration 13Q (125.602844 sec): 3 clusters Score: Raw -31454.076606 + Penalty 879.095430 = -30574.981176 nChanged 6 SP:Iteration 14Q (125.603748 sec): 3 clusters Score: Raw -31463.953862 + Penalty 877.709379 = -30586.244483 nChanged 4 SP:Iteration 15Q (125.604651 sec): 3 clusters Score: Raw -31466.936780 + Penalty 877.709379 = -30589.227401 nChanged 0 SP:Iteration 16F (125.605626 sec): 3 clusters Score: Raw -31466.936780 + Penalty 877.709379 = -30589.227401 nChanged 0 Iteration 234F (126.104549 sec): 26 clusters Score: Raw -3015704.498427 + Penalty 21618.570614 = -2994085.927813 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015704.498427 + Penalty 21618.570614 = -2994085.927813Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.238695 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.244171 sec): 3 clusters Score: Raw -228813.862412 + Penalty 319.531830 = -228494.330583 nChanged 1317 SP:Iteration 1F (126.249653 sec): 3 clusters Score: Raw -229953.395927 + Penalty 328.640860 = -229624.755067 nChanged 268 SP:Iteration 2F (126.255189 sec): 3 clusters Score: Raw -230231.162470 + Penalty 332.115519 = -229899.046951 nChanged 200 SP:Iteration 3F (126.260343 sec): 3 clusters Score: Raw -230406.115041 + Penalty 335.055996 = -230071.059045 nChanged 114 SP:Iteration 4Q (126.265364 sec): 3 clusters Score: Raw -230461.309870 + Penalty 335.445521 = -230125.864349 nChanged 58 SP:Iteration 5Q (126.270186 sec): 3 clusters Score: Raw -230480.965135 + Penalty 337.424586 = -230143.540550 nChanged 50 SP:Iteration 6Q (126.274996 sec): 3 clusters Score: Raw -230495.514312 + Penalty 340.076429 = -230155.437883 nChanged 42 SP:Iteration 7Q (126.280154 sec): 3 clusters Score: Raw -230506.098145 + Penalty 340.963055 = -230165.135090 nChanged 25 SP:Iteration 8Q (126.285030 sec): 3 clusters Score: Raw -230510.519295 + Penalty 343.036371 = -230167.482924 nChanged 26 SP:Iteration 9Q (126.289781 sec): 3 clusters Score: Raw -230514.593985 + Penalty 343.806386 = -230170.787600 nChanged 19 SP:Iteration 10F (126.294953 sec): 3 clusters Score: Raw -230517.577475 + Penalty 345.129906 = -230172.447569 nChanged 18 SP:Iteration 11Q (126.299661 sec): 3 clusters Score: Raw -230520.194606 + Penalty 346.046164 = -230174.148442 nChanged 17 SP:Iteration 12Q (126.304341 sec): 3 clusters Score: Raw -230522.250012 + Penalty 347.087360 = -230175.162652 nChanged 13 SP:Iteration 13Q (126.309036 sec): 3 clusters Score: Raw -230523.546093 + Penalty 348.147384 = -230175.398709 nChanged 11 SP:Iteration 14Q (126.314135 sec): 3 clusters Score: Raw -230524.443363 + Penalty 348.720097 = -230175.723266 nChanged 8 SP:Iteration 15Q (126.318806 sec): 3 clusters Score: Raw -230525.722371 + Penalty 349.554893 = -230176.167478 nChanged 8 SP:Iteration 16Q (126.323463 sec): 3 clusters Score: Raw -230526.807957 + Penalty 349.985673 = -230176.822284 nChanged 6 SP:Iteration 17Q (126.328137 sec): 3 clusters Score: Raw -230527.397378 + Penalty 350.967102 = -230176.430276 nChanged 8 SP:Iteration 18F (126.333250 sec): 3 clusters Score: Raw -230528.089615 + Penalty 351.476199 = -230176.613417 nChanged 7 SP:Iteration 19Q (126.337890 sec): 3 clusters Score: Raw -230529.256679 + Penalty 352.197832 = -230177.058847 nChanged 6 SP:Iteration 20F (126.343059 sec): 3 clusters Score: Raw -230530.052175 + Penalty 352.851818 = -230177.200356 nChanged 8 SP:Iteration 21Q (126.348036 sec): 3 clusters Score: Raw -230530.942942 + Penalty 353.697022 = -230177.245920 nChanged 8 SP:Iteration 22Q (126.352820 sec): 3 clusters Score: Raw -230532.002809 + Penalty 354.477023 = -230177.525786 nChanged 9 SP:Iteration 23Q (126.357689 sec): 3 clusters Score: Raw -230533.506431 + Penalty 355.540533 = -230177.965898 nChanged 11 SP:Iteration 24Q (126.362328 sec): 3 clusters Score: Raw -230534.975734 + Penalty 356.339798 = -230178.635935 nChanged 8 SP:Iteration 25Q (126.366930 sec): 3 clusters Score: Raw -230535.927891 + Penalty 356.043667 = -230179.884224 nChanged 8 SP:Iteration 26Q (126.371629 sec): 3 clusters Score: Raw -230536.670601 + Penalty 356.836941 = -230179.833661 nChanged 8 SP:Iteration 27F (126.376827 sec): 3 clusters Score: Raw -230537.657265 + Penalty 357.341711 = -230180.315555 nChanged 9 SP:Iteration 28Q (126.381698 sec): 3 clusters Score: Raw -230539.202744 + Penalty 358.329755 = -230180.872989 nChanged 11 SP:Iteration 29Q (126.386479 sec): 3 clusters Score: Raw -230541.115278 + Penalty 358.948814 = -230182.166465 nChanged 5 SP:Iteration 30F (126.391696 sec): 3 clusters Score: Raw -230541.470860 + Penalty 359.433841 = -230182.037018 nChanged 6 SP:Iteration 31F (126.396898 sec): 3 clusters Score: Raw -230541.882089 + Penalty 360.042218 = -230181.839871 nChanged 10 SP:Iteration 32F (126.401959 sec): 3 clusters Score: Raw -230542.666788 + Penalty 360.701704 = -230181.965083 nChanged 8 SP:Iteration 33Q (126.406671 sec): 3 clusters Score: Raw -230543.543884 + Penalty 361.391238 = -230182.152647 nChanged 7 SP:Iteration 34Q (126.411505 sec): 3 clusters Score: Raw -230544.546510 + Penalty 362.272052 = -230182.274459 nChanged 12 SP:Iteration 35Q (126.416267 sec): 3 clusters Score: Raw -230546.858720 + Penalty 363.745966 = -230183.112754 nChanged 13 SP:Iteration 36Q (126.420912 sec): 3 clusters Score: Raw -230548.915549 + Penalty 364.313274 = -230184.602275 nChanged 9 SP:Iteration 37Q (126.425609 sec): 3 clusters Score: Raw -230550.223989 + Penalty 365.119288 = -230185.104701 nChanged 8 SP:Iteration 38Q (126.430328 sec): 3 clusters Score: Raw -230551.766399 + Penalty 365.635246 = -230186.131153 nChanged 7 SP:Iteration 39Q (126.434958 sec): 3 clusters Score: Raw -230553.641664 + Penalty 365.546097 = -230188.095567 nChanged 7 SP:Iteration 40F (126.440025 sec): 3 clusters Score: Raw -230556.118498 + Penalty 365.595084 = -230190.523414 nChanged 11 SP:Iteration 41Q (126.444625 sec): 3 clusters Score: Raw -230561.715193 + Penalty 366.307947 = -230195.407246 nChanged 14 SP:Iteration 42Q (126.449420 sec): 3 clusters Score: Raw -230567.779450 + Penalty 366.982088 = -230200.797362 nChanged 8 SP:Iteration 43Q (126.454002 sec): 3 clusters Score: Raw -230570.129475 + Penalty 367.775921 = -230202.353554 nChanged 11 SP:Iteration 44Q (126.458774 sec): 3 clusters Score: Raw -230571.510751 + Penalty 368.487756 = -230203.022995 nChanged 7 SP:Iteration 45Q (126.463407 sec): 3 clusters Score: Raw -230572.579081 + Penalty 368.100388 = -230204.478693 nChanged 9 SP:Iteration 46Q (126.467906 sec): 3 clusters Score: Raw -230574.354381 + Penalty 367.838556 = -230206.515825 nChanged 3 SP:Iteration 47Q (126.472487 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 48Q (126.476967 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 49F (126.482290 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.483596 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.483906 sec): 3 clusters Score: Raw -3461.454039 + Penalty 265.299750 = -3196.154288 nChanged 10 SP:Iteration 1F (126.484210 sec): 3 clusters Score: Raw -3476.363731 + Penalty 282.236330 = -3194.127402 nChanged 3 SP:Iteration 2F (126.484517 sec): 3 clusters Score: Raw -3485.473530 + Penalty 277.727973 = -3207.745557 nChanged 2 SP:Iteration 3Q (126.484808 sec): 3 clusters Score: Raw -3492.800916 + Penalty 277.727973 = -3215.072942 nChanged 0 SP:Iteration 4F (126.485106 sec): 3 clusters Score: Raw -3492.800916 + Penalty 277.727973 = -3215.072942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.485987 sec): 2 clusters Score: Raw -1023.173620 + Penalty 40.838401 = -982.335219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.486207 sec): 3 clusters Score: Raw -1057.281147 + Penalty 78.866025 = -978.415122 nChanged 1 SP:Iteration 1F (126.486422 sec): 3 clusters Score: Raw -1067.716507 + Penalty 78.866025 = -988.850482 nChanged 0 Score: Raw -3036429.978558 + Penalty 21763.238387 = -3014666.740171 Splitting cluster 3 changes total score from -2994085.927813 to -3014666.740171 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.977839 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.981447 sec): 3 clusters Score: Raw -149203.682926 + Penalty 718.312813 = -148485.370113 nChanged 719 SP:Iteration 1F (126.984772 sec): 3 clusters Score: Raw -149604.537909 + Penalty 716.192610 = -148888.345298 nChanged 157 SP:Iteration 2F (126.987986 sec): 3 clusters Score: Raw -149699.579687 + Penalty 714.193443 = -148985.386243 nChanged 134 SP:Iteration 3F (126.991194 sec): 3 clusters Score: Raw -149768.035207 + Penalty 714.461657 = -149053.573550 nChanged 89 SP:Iteration 4F (126.994474 sec): 3 clusters Score: Raw -149804.241060 + Penalty 715.593497 = -149088.647563 nChanged 67 SP:Iteration 5Q (126.997819 sec): 3 clusters Score: Raw -149834.460648 + Penalty 717.220065 = -149117.240583 nChanged 71 SP:Iteration 6Q (127.001064 sec): 3 clusters Score: Raw -149868.861043 + Penalty 720.242475 = -149148.618568 nChanged 64 SP:Iteration 7Q (127.004296 sec): 3 clusters Score: Raw -149898.551494 + Penalty 724.604567 = -149173.946927 nChanged 73 SP:Iteration 8Q (127.007578 sec): 3 clusters Score: Raw -149943.007613 + Penalty 730.211803 = -149212.795810 nChanged 84 SP:Iteration 9Q (127.010804 sec): 3 clusters Score: Raw -150012.150591 + Penalty 744.220204 = -149267.930387 nChanged 96 SP:Iteration 10F (127.014223 sec): 3 clusters Score: Raw -150114.835483 + Penalty 741.971098 = -149372.864385 nChanged 80 SP:Iteration 11Q (127.017645 sec): 3 clusters Score: Raw -150191.856337 + Penalty 755.916047 = -149435.940290 nChanged 36 SP:Iteration 12Q (127.020827 sec): 3 clusters Score: Raw -150225.371291 + Penalty 762.620068 = -149462.751223 nChanged 24 SP:Iteration 13Q (127.023916 sec): 3 clusters Score: Raw -150254.156147 + Penalty 770.886829 = -149483.269317 nChanged 8 SP:Iteration 14Q (127.026814 sec): 3 clusters Score: Raw -150261.900559 + Penalty 771.746713 = -149490.153846 nChanged 1 SP:Iteration 15Q (127.029644 sec): 3 clusters Score: Raw -150262.106955 + Penalty 771.746713 = -149490.360242 nChanged 0 SP:Iteration 16F (127.032845 sec): 3 clusters Score: Raw -150262.106955 + Penalty 771.746713 = -149490.360242 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.130589 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.171257 sec): 3 clusters Score: Raw -1697198.177694 + Penalty 574.194174 = -1696623.983520 nChanged 10327 SP:Iteration 1F (127.212101 sec): 3 clusters Score: Raw -1701616.766549 + Penalty 502.079086 = -1701114.687463 nChanged 4339 SP:Iteration 2F (127.252381 sec): 3 clusters Score: Raw -1705257.207668 + Penalty 469.794487 = -1704787.413181 nChanged 3608 SP:Iteration 3F (127.292578 sec): 3 clusters Score: Raw -1709874.515416 + Penalty 518.333203 = -1709356.182213 nChanged 1508 SP:Iteration 4F (127.332235 sec): 3 clusters Score: Raw -1711654.474446 + Penalty 559.676309 = -1711094.798138 nChanged 218 SP:Iteration 5Q (127.369814 sec): 3 clusters Score: Raw -1711891.188499 + Penalty 517.629664 = -1711373.558835 nChanged 17 SP:Iteration 6Q (127.401724 sec): 3 clusters Score: Raw -1711906.232471 + Penalty 522.378654 = -1711383.853818 nChanged 2 SP:Iteration 7Q (127.433721 sec): 3 clusters Score: Raw -1711909.681206 + Penalty 522.378654 = -1711387.302552 nChanged 0 SP:Iteration 8F (127.474197 sec): 3 clusters Score: Raw -1711909.681206 + Penalty 522.378654 = -1711387.302552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.489825 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.491725 sec): 3 clusters Score: Raw -83555.733180 + Penalty 1359.081112 = -82196.652068 nChanged 317 SP:Iteration 1F (127.493573 sec): 3 clusters Score: Raw -83784.218823 + Penalty 1350.453456 = -82433.765367 nChanged 125 SP:Iteration 2F (127.495474 sec): 3 clusters Score: Raw -83888.665636 + Penalty 1347.015465 = -82541.650171 nChanged 77 SP:Iteration 3F (127.497449 sec): 3 clusters Score: Raw -83954.259225 + Penalty 1353.552995 = -82600.706230 nChanged 59 SP:Iteration 4F (127.499442 sec): 3 clusters Score: Raw -84003.170343 + Penalty 1372.093447 = -82631.076896 nChanged 48 SP:Iteration 5Q (127.501377 sec): 3 clusters Score: Raw -84040.819245 + Penalty 1388.219785 = -82652.599460 nChanged 33 SP:Iteration 6Q (127.503273 sec): 3 clusters Score: Raw -84062.489700 + Penalty 1391.351894 = -82671.137806 nChanged 19 SP:Iteration 7Q (127.505142 sec): 3 clusters Score: Raw -84074.542421 + Penalty 1396.262955 = -82678.279465 nChanged 12 SP:Iteration 8Q (127.506996 sec): 3 clusters Score: Raw -84080.094907 + Penalty 1398.596867 = -82681.498040 nChanged 10 SP:Iteration 9Q (127.508871 sec): 3 clusters Score: Raw -84085.731647 + Penalty 1398.798132 = -82686.933515 nChanged 5 SP:Iteration 10F (127.510823 sec): 3 clusters Score: Raw -84088.169938 + Penalty 1398.064518 = -82690.105419 nChanged 3 SP:Iteration 11Q (127.512745 sec): 3 clusters Score: Raw -84090.573044 + Penalty 1402.435638 = -82688.137405 nChanged 4 SP:Iteration 12F (127.514628 sec): 3 clusters Score: Raw -84092.425455 + Penalty 1403.913316 = -82688.512139 nChanged 4 SP:Iteration 13Q (127.516522 sec): 3 clusters Score: Raw -84094.129956 + Penalty 1405.927683 = -82688.202274 nChanged 2 SP:Iteration 14F (127.518371 sec): 3 clusters Score: Raw -84095.076675 + Penalty 1412.086837 = -82682.989838 nChanged 5 SP:Iteration 15F (127.520216 sec): 3 clusters Score: Raw -84097.962312 + Penalty 1415.503528 = -82682.458784 nChanged 4 SP:Iteration 16F (127.522061 sec): 3 clusters Score: Raw -84099.422267 + Penalty 1417.421412 = -82682.000855 nChanged 1 SP:Iteration 17F (127.523906 sec): 3 clusters Score: Raw -84101.019737 + Penalty 1418.938323 = -82682.081414 nChanged 4 SP:Iteration 18Q (127.525758 sec): 3 clusters Score: Raw -84105.421763 + Penalty 1422.455285 = -82682.966478 nChanged 2 SP:Iteration 19Q (127.527611 sec): 3 clusters Score: Raw -84106.905187 + Penalty 1424.152536 = -82682.752651 nChanged 3 SP:Iteration 20F (127.529473 sec): 3 clusters Score: Raw -84109.324519 + Penalty 1424.207897 = -82685.116622 nChanged 2 SP:Iteration 21Q (127.531322 sec): 3 clusters Score: Raw -84110.772153 + Penalty 1424.516227 = -82686.255926 nChanged 1 SP:Iteration 22Q (127.533198 sec): 3 clusters Score: Raw -84110.951341 + Penalty 1424.516227 = -82686.435113 nChanged 0 SP:Iteration 23F (127.535049 sec): 3 clusters Score: Raw -84110.951341 + Penalty 1424.516227 = -82686.435113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.538727 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.540372 sec): 3 clusters Score: Raw -65354.889461 + Penalty 1970.419147 = -63384.470314 nChanged 224 SP:Iteration 1F (127.541990 sec): 3 clusters Score: Raw -65601.309435 + Penalty 1969.655180 = -63631.654256 nChanged 63 SP:Iteration 2F (127.543692 sec): 3 clusters Score: Raw -65675.137999 + Penalty 1970.779589 = -63704.358410 nChanged 27 SP:Iteration 3Q (127.545284 sec): 3 clusters Score: Raw -65703.226103 + Penalty 1969.703981 = -63733.522122 nChanged 20 SP:Iteration 4Q (127.546868 sec): 3 clusters Score: Raw -65726.226692 + Penalty 1969.314345 = -63756.912347 nChanged 17 SP:Iteration 5Q (127.548425 sec): 3 clusters Score: Raw -65748.101390 + Penalty 1970.730462 = -63777.370927 nChanged 14 SP:Iteration 6Q (127.550018 sec): 3 clusters Score: Raw -65761.503234 + Penalty 1971.196654 = -63790.306580 nChanged 10 SP:Iteration 7Q (127.551590 sec): 3 clusters Score: Raw -65775.495653 + Penalty 1972.508491 = -63802.987161 nChanged 7 SP:Iteration 8Q (127.553146 sec): 3 clusters Score: Raw -65782.336363 + Penalty 1973.559521 = -63808.776842 nChanged 6 SP:Iteration 9Q (127.554688 sec): 3 clusters Score: Raw -65786.898411 + Penalty 1974.092858 = -63812.805553 nChanged 6 SP:Iteration 10F (127.556339 sec): 3 clusters Score: Raw -65794.600884 + Penalty 1974.899299 = -63819.701585 nChanged 7 SP:Iteration 11Q (127.557906 sec): 3 clusters Score: Raw -65804.164820 + Penalty 1974.899892 = -63829.264928 nChanged 2 SP:Iteration 12Q (127.559443 sec): 3 clusters Score: Raw -65806.045745 + Penalty 1974.899892 = -63831.145854 nChanged 0 SP:Iteration 13F (127.561027 sec): 3 clusters Score: Raw -65806.045745 + Penalty 1974.899892 = -63831.145854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.562131 sec): 2 clusters Score: Raw -1450.468024 + Penalty 48.252215 = -1402.215809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.562374 sec): 3 clusters Score: Raw -1475.167585 + Penalty 88.409868 = -1386.757717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.563288 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.563555 sec): 3 clusters Score: Raw -1967.490901 + Penalty 383.645631 = -1583.845271 nChanged 7 SP:Iteration 1F (127.563817 sec): 3 clusters Score: Raw -2015.330030 + Penalty 429.876667 = -1585.453363 nChanged 1 SP:Iteration 2Q (127.564066 sec): 3 clusters Score: Raw -2032.965504 + Penalty 429.876667 = -1603.088837 nChanged 0 SP:Iteration 3F (127.564326 sec): 3 clusters Score: Raw -2032.965504 + Penalty 429.876667 = -1603.088837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.567244 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.568767 sec): 3 clusters Score: Raw -62886.201295 + Penalty 1182.713387 = -61703.487908 nChanged 242 SP:Iteration 1F (127.570250 sec): 3 clusters Score: Raw -63092.804475 + Penalty 1193.357526 = -61899.446949 nChanged 68 SP:Iteration 2F (127.571698 sec): 3 clusters Score: Raw -63154.153334 + Penalty 1198.289144 = -61955.864190 nChanged 38 SP:Iteration 3F (127.573170 sec): 3 clusters Score: Raw -63189.188585 + Penalty 1198.348391 = -61990.840194 nChanged 34 SP:Iteration 4Q (127.574609 sec): 3 clusters Score: Raw -63225.974024 + Penalty 1199.768580 = -62026.205444 nChanged 21 SP:Iteration 5Q (127.576183 sec): 3 clusters Score: Raw -63242.269682 + Penalty 1202.634066 = -62039.635616 nChanged 10 SP:Iteration 6Q (127.577737 sec): 3 clusters Score: Raw -63249.854319 + Penalty 1204.888630 = -62044.965689 nChanged 7 SP:Iteration 7Q (127.579244 sec): 3 clusters Score: Raw -63253.743747 + Penalty 1205.979528 = -62047.764219 nChanged 2 SP:Iteration 8Q (127.580726 sec): 3 clusters Score: Raw -63255.971468 + Penalty 1205.864646 = -62050.106822 nChanged 2 SP:Iteration 9Q (127.582243 sec): 3 clusters Score: Raw -63257.117603 + Penalty 1205.570343 = -62051.547259 nChanged 2 SP:Iteration 10F (127.583814 sec): 3 clusters Score: Raw -63257.740970 + Penalty 1205.991541 = -62051.749428 nChanged 2 SP:Iteration 11Q (127.585365 sec): 3 clusters Score: Raw -63258.147785 + Penalty 1205.991541 = -62052.156243 nChanged 0 SP:Iteration 12F (127.586882 sec): 3 clusters Score: Raw -63258.147785 + Penalty 1205.991541 = -62052.156243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.590098 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.591144 sec): 3 clusters Score: Raw -39400.388001 + Penalty 796.231701 = -38604.156300 nChanged 161 SP:Iteration 1F (127.592190 sec): 3 clusters Score: Raw -39555.861015 + Penalty 833.011018 = -38722.849996 nChanged 53 SP:Iteration 2F (127.593247 sec): 3 clusters Score: Raw -39614.177474 + Penalty 858.690421 = -38755.487053 nChanged 20 SP:Iteration 3Q (127.594269 sec): 3 clusters Score: Raw -39636.294035 + Penalty 877.748442 = -38758.545593 nChanged 13 SP:Iteration 4Q (127.595292 sec): 3 clusters Score: Raw -39652.437520 + Penalty 898.948901 = -38753.488619 nChanged 9 SP:Iteration 5F (127.596315 sec): 3 clusters Score: Raw -39667.173172 + Penalty 922.232739 = -38744.940433 nChanged 8 SP:Iteration 6F (127.597346 sec): 3 clusters Score: Raw -39683.752567 + Penalty 936.728961 = -38747.023606 nChanged 5 SP:Iteration 7Q (127.598330 sec): 3 clusters Score: Raw -39703.519624 + Penalty 952.553380 = -38750.966244 nChanged 9 SP:Iteration 8Q (127.599274 sec): 3 clusters Score: Raw -39721.237550 + Penalty 956.803779 = -38764.433771 nChanged 3 SP:Iteration 9Q (127.600195 sec): 3 clusters Score: Raw -39725.503758 + Penalty 962.710505 = -38762.793253 nChanged 1 SP:Iteration 10F (127.601215 sec): 3 clusters Score: Raw -39726.379911 + Penalty 968.739159 = -38757.640752 nChanged 1 SP:Iteration 11F (127.602236 sec): 3 clusters Score: Raw -39728.059288 + Penalty 968.739159 = -38759.320129 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.611898 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.613301 sec): 3 clusters Score: Raw -56820.328310 + Penalty 1838.366331 = -54981.961979 nChanged 155 SP:Iteration 1F (127.614663 sec): 3 clusters Score: Raw -56967.290557 + Penalty 1840.953185 = -55126.337372 nChanged 44 SP:Iteration 2F (127.615967 sec): 3 clusters Score: Raw -57018.004854 + Penalty 1844.160007 = -55173.844847 nChanged 34 SP:Iteration 3F (127.617283 sec): 3 clusters Score: Raw -57056.480471 + Penalty 1848.874467 = -55207.606003 nChanged 24 SP:Iteration 4Q (127.618587 sec): 3 clusters Score: Raw -57091.189122 + Penalty 1858.314065 = -55232.875056 nChanged 26 SP:Iteration 5Q (127.619896 sec): 3 clusters Score: Raw -57136.501331 + Penalty 1867.823766 = -55268.677565 nChanged 27 SP:Iteration 6Q (127.621178 sec): 3 clusters Score: Raw -57172.198084 + Penalty 1877.256320 = -55294.941763 nChanged 17 SP:Iteration 7Q (127.622460 sec): 3 clusters Score: Raw -57195.489095 + Penalty 1880.489629 = -55314.999467 nChanged 7 SP:Iteration 8Q (127.623750 sec): 3 clusters Score: Raw -57203.037700 + Penalty 1881.643985 = -55321.393715 nChanged 4 SP:Iteration 9Q (127.625013 sec): 3 clusters Score: Raw -57208.602591 + Penalty 1882.418229 = -55326.184361 nChanged 1 SP:Iteration 10F (127.626318 sec): 3 clusters Score: Raw -57210.012002 + Penalty 1882.418229 = -55327.593772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.628707 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.629674 sec): 3 clusters Score: Raw -33888.205954 + Penalty 841.399762 = -33046.806192 nChanged 131 SP:Iteration 1F (127.630622 sec): 3 clusters Score: Raw -34011.411186 + Penalty 830.596538 = -33180.814648 nChanged 36 SP:Iteration 2F (127.631567 sec): 3 clusters Score: Raw -34061.570475 + Penalty 819.711514 = -33241.858961 nChanged 24 SP:Iteration 3F (127.632511 sec): 3 clusters Score: Raw -34099.338381 + Penalty 807.601253 = -33291.737128 nChanged 14 SP:Iteration 4Q (127.633436 sec): 3 clusters Score: Raw -34118.134856 + Penalty 803.917522 = -33314.217334 nChanged 8 SP:Iteration 5Q (127.634339 sec): 3 clusters Score: Raw -34125.736924 + Penalty 802.175386 = -33323.561538 nChanged 3 SP:Iteration 6Q (127.635231 sec): 3 clusters Score: Raw -34128.416527 + Penalty 802.175386 = -33326.241141 nChanged 0 SP:Iteration 7F (127.636173 sec): 3 clusters Score: Raw -34128.416527 + Penalty 802.175386 = -33326.241141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.637662 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.638105 sec): 3 clusters Score: Raw -10856.628982 + Penalty 112.500306 = -10744.128676 nChanged 58 SP:Iteration 1F (127.638520 sec): 3 clusters Score: Raw -10941.398417 + Penalty 34.018850 = -10907.379567 nChanged 6 SP:Iteration 2Q (127.638882 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 3F (127.639244 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.640170 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.640462 sec): 3 clusters Score: Raw -2697.267254 + Penalty 280.676516 = -2416.590738 nChanged 6 SP:Iteration 1F (127.640743 sec): 3 clusters Score: Raw -2717.421416 + Penalty 299.354425 = -2418.066991 nChanged 3 SP:Iteration 2F (127.641021 sec): 3 clusters Score: Raw -2731.199391 + Penalty 299.354425 = -2431.844966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.648318 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.650937 sec): 3 clusters Score: Raw -118352.444093 + Penalty 987.014232 = -117365.429862 nChanged 514 SP:Iteration 1F (127.653449 sec): 3 clusters Score: Raw -118680.645034 + Penalty 993.203838 = -117687.441197 nChanged 156 SP:Iteration 2F (127.655955 sec): 3 clusters Score: Raw -118847.528702 + Penalty 997.407248 = -117850.121454 nChanged 118 SP:Iteration 3F (127.658469 sec): 3 clusters Score: Raw -118951.244808 + Penalty 996.831760 = -117954.413048 nChanged 88 SP:Iteration 4F (127.660980 sec): 3 clusters Score: Raw -119010.780564 + Penalty 993.420277 = -118017.360287 nChanged 67 SP:Iteration 5Q (127.663486 sec): 3 clusters Score: Raw -119051.393371 + Penalty 991.007605 = -118060.385765 nChanged 42 SP:Iteration 6Q (127.665975 sec): 3 clusters Score: Raw -119072.471229 + Penalty 988.589389 = -118083.881839 nChanged 29 SP:Iteration 7Q (127.668410 sec): 3 clusters Score: Raw -119087.473987 + Penalty 987.601538 = -118099.872450 nChanged 16 SP:Iteration 8Q (127.670865 sec): 3 clusters Score: Raw -119095.223572 + Penalty 985.124225 = -118110.099347 nChanged 13 SP:Iteration 9Q (127.673295 sec): 3 clusters Score: Raw -119100.548887 + Penalty 983.923890 = -118116.624998 nChanged 14 SP:Iteration 10F (127.675802 sec): 3 clusters Score: Raw -119107.355207 + Penalty 982.033789 = -118125.321418 nChanged 11 SP:Iteration 11Q (127.678400 sec): 3 clusters Score: Raw -119113.410841 + Penalty 980.138432 = -118133.272408 nChanged 11 SP:Iteration 12Q (127.680957 sec): 3 clusters Score: Raw -119116.832496 + Penalty 978.800270 = -118138.032225 nChanged 8 SP:Iteration 13Q (127.683478 sec): 3 clusters Score: Raw -119119.479283 + Penalty 977.765217 = -118141.714067 nChanged 6 SP:Iteration 14Q (127.686124 sec): 3 clusters Score: Raw -119121.640743 + Penalty 976.781320 = -118144.859423 nChanged 4 SP:Iteration 15Q (127.688659 sec): 3 clusters Score: Raw -119122.580447 + Penalty 975.694482 = -118146.885964 nChanged 5 SP:Iteration 16Q (127.691150 sec): 3 clusters Score: Raw -119123.379389 + Penalty 974.936135 = -118148.443254 nChanged 5 SP:Iteration 17Q (127.693645 sec): 3 clusters Score: Raw -119124.646131 + Penalty 973.974319 = -118150.671812 nChanged 6 SP:Iteration 18Q (127.696126 sec): 3 clusters Score: Raw -119126.908837 + Penalty 972.854558 = -118154.054279 nChanged 11 SP:Iteration 19Q (127.698613 sec): 3 clusters Score: Raw -119130.509243 + Penalty 972.116091 = -118158.393153 nChanged 3 SP:Iteration 20F (127.701200 sec): 3 clusters Score: Raw -119132.021585 + Penalty 971.826159 = -118160.195427 nChanged 3 SP:Iteration 21Q (127.703653 sec): 3 clusters Score: Raw -119132.310571 + Penalty 972.026773 = -118160.283798 nChanged 3 SP:Iteration 22Q (127.706132 sec): 3 clusters Score: Raw -119132.541170 + Penalty 972.026773 = -118160.514397 nChanged 0 SP:Iteration 23F (127.708668 sec): 3 clusters Score: Raw -119132.541170 + Penalty 972.026773 = -118160.514397 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.713472 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.715183 sec): 3 clusters Score: Raw -70095.844150 + Penalty 898.033163 = -69197.810987 nChanged 312 SP:Iteration 1F (127.716809 sec): 3 clusters Score: Raw -70310.973744 + Penalty 896.639395 = -69414.334349 nChanged 85 SP:Iteration 2F (127.718354 sec): 3 clusters Score: Raw -70370.028587 + Penalty 892.319517 = -69477.709070 nChanged 67 SP:Iteration 3F (127.719902 sec): 3 clusters Score: Raw -70410.925600 + Penalty 890.211190 = -69520.714410 nChanged 40 SP:Iteration 4F (127.721443 sec): 3 clusters Score: Raw -70435.941800 + Penalty 888.494228 = -69547.447571 nChanged 28 SP:Iteration 5Q (127.723048 sec): 3 clusters Score: Raw -70449.939075 + Penalty 887.956254 = -69561.982820 nChanged 17 SP:Iteration 6Q (127.724615 sec): 3 clusters Score: Raw -70462.768016 + Penalty 888.506945 = -69574.261071 nChanged 12 SP:Iteration 7Q (127.726179 sec): 3 clusters Score: Raw -70469.306792 + Penalty 887.831353 = -69581.475438 nChanged 6 SP:Iteration 8Q (127.727746 sec): 3 clusters Score: Raw -70472.864920 + Penalty 886.613557 = -69586.251363 nChanged 9 SP:Iteration 9Q (127.729307 sec): 3 clusters Score: Raw -70476.597988 + Penalty 886.012533 = -69590.585455 nChanged 5 SP:Iteration 10F (127.730847 sec): 3 clusters Score: Raw -70477.519833 + Penalty 885.243102 = -69592.276731 nChanged 7 SP:Iteration 11Q (127.732381 sec): 3 clusters Score: Raw -70479.478289 + Penalty 884.194300 = -69595.283989 nChanged 3 SP:Iteration 12Q (127.733914 sec): 3 clusters Score: Raw -70480.349961 + Penalty 883.475753 = -69596.874208 nChanged 1 SP:Iteration 13Q (127.735447 sec): 3 clusters Score: Raw -70481.242896 + Penalty 881.775477 = -69599.467419 nChanged 5 SP:Iteration 14Q (127.737004 sec): 3 clusters Score: Raw -70485.672069 + Penalty 880.999771 = -69604.672298 nChanged 4 SP:Iteration 15Q (127.738547 sec): 3 clusters Score: Raw -70487.658720 + Penalty 880.960547 = -69606.698173 nChanged 2 SP:Iteration 16Q (127.740121 sec): 3 clusters Score: Raw -70487.948717 + Penalty 880.973373 = -69606.975343 nChanged 2 SP:Iteration 17Q (127.741675 sec): 3 clusters Score: Raw -70488.182569 + Penalty 880.426791 = -69607.755778 nChanged 5 SP:Iteration 18Q (127.743350 sec): 3 clusters Score: Raw -70489.981792 + Penalty 880.526456 = -69609.455336 nChanged 3 SP:Iteration 19Q (127.744988 sec): 3 clusters Score: Raw -70490.454759 + Penalty 880.638821 = -69609.815938 nChanged 2 SP:Iteration 20F (127.746623 sec): 3 clusters Score: Raw -70490.790326 + Penalty 880.893845 = -69609.896481 nChanged 2 SP:Iteration 21Q (127.748201 sec): 3 clusters Score: Raw -70491.089740 + Penalty 880.826649 = -69610.263090 nChanged 4 SP:Iteration 22Q (127.749753 sec): 3 clusters Score: Raw -70492.879183 + Penalty 880.184627 = -69612.694556 nChanged 6 SP:Iteration 23Q (127.751281 sec): 3 clusters Score: Raw -70494.885096 + Penalty 881.409072 = -69613.476024 nChanged 5 SP:Iteration 24Q (127.752800 sec): 3 clusters Score: Raw -70496.342806 + Penalty 881.865150 = -69614.477656 nChanged 3 SP:Iteration 25Q (127.754352 sec): 3 clusters Score: Raw -70497.193805 + Penalty 881.865150 = -69615.328655 nChanged 0 SP:Iteration 26F (127.755949 sec): 3 clusters Score: Raw -70497.193805 + Penalty 881.865150 = -69615.328655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.758313 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.759663 sec): 3 clusters Score: Raw -55644.954139 + Penalty 1787.399422 = -53857.554718 nChanged 189 SP:Iteration 1F (127.760991 sec): 3 clusters Score: Raw -55834.623371 + Penalty 1787.106490 = -54047.516881 nChanged 44 SP:Iteration 2F (127.762338 sec): 3 clusters Score: Raw -55882.205750 + Penalty 1786.570116 = -54095.635634 nChanged 23 SP:Iteration 3Q (127.763651 sec): 3 clusters Score: Raw -55912.045035 + Penalty 1788.079441 = -54123.965595 nChanged 19 SP:Iteration 4Q (127.764947 sec): 3 clusters Score: Raw -55936.048073 + Penalty 1789.069287 = -54146.978786 nChanged 20 SP:Iteration 5Q (127.766238 sec): 3 clusters Score: Raw -55968.045477 + Penalty 1792.672360 = -54175.373118 nChanged 23 SP:Iteration 6Q (127.767530 sec): 3 clusters Score: Raw -56002.230388 + Penalty 1796.701379 = -54205.529009 nChanged 20 SP:Iteration 7Q (127.768812 sec): 3 clusters Score: Raw -56031.468276 + Penalty 1803.596922 = -54227.871354 nChanged 19 SP:Iteration 8Q (127.770086 sec): 3 clusters Score: Raw -56062.109346 + Penalty 1812.058003 = -54250.051343 nChanged 20 SP:Iteration 9Q (127.771325 sec): 3 clusters Score: Raw -56088.921630 + Penalty 1819.459084 = -54269.462546 nChanged 14 SP:Iteration 10F (127.772630 sec): 3 clusters Score: Raw -56111.220319 + Penalty 1826.733576 = -54284.486743 nChanged 18 SP:Iteration 11Q (127.773891 sec): 3 clusters Score: Raw -56141.177714 + Penalty 1831.684734 = -54309.492980 nChanged 12 SP:Iteration 12Q (127.775114 sec): 3 clusters Score: Raw -56161.090685 + Penalty 1832.682145 = -54328.408540 nChanged 7 SP:Iteration 13Q (127.776424 sec): 3 clusters Score: Raw -56171.115460 + Penalty 1834.548495 = -54336.566965 nChanged 3 SP:Iteration 14Q (127.777708 sec): 3 clusters Score: Raw -56173.915485 + Penalty 1834.736292 = -54339.179193 nChanged 2 SP:Iteration 15Q (127.778980 sec): 3 clusters Score: Raw -56177.538978 + Penalty 1836.121514 = -54341.417465 nChanged 2 SP:Iteration 16Q (127.780252 sec): 3 clusters Score: Raw -56179.081082 + Penalty 1836.334279 = -54342.746803 nChanged 2 SP:Iteration 17Q (127.781459 sec): 3 clusters Score: Raw -56181.672386 + Penalty 1836.334279 = -54345.338107 nChanged 0 SP:Iteration 18F (127.782801 sec): 3 clusters Score: Raw -56181.672386 + Penalty 1836.334279 = -54345.338107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.784520 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.785401 sec): 3 clusters Score: Raw -30609.977374 + Penalty 1886.380318 = -28723.597055 nChanged 85 SP:Iteration 1F (127.786272 sec): 3 clusters Score: Raw -30735.279562 + Penalty 1886.364337 = -28848.915225 nChanged 17 SP:Iteration 2Q (127.787233 sec): 3 clusters Score: Raw -30765.808231 + Penalty 1886.011123 = -28879.797108 nChanged 12 SP:Iteration 3Q (127.788114 sec): 3 clusters Score: Raw -30788.301677 + Penalty 1885.931160 = -28902.370518 nChanged 9 SP:Iteration 4Q (127.788986 sec): 3 clusters Score: Raw -30816.536492 + Penalty 1885.644620 = -28930.891873 nChanged 7 SP:Iteration 5Q (127.789849 sec): 3 clusters Score: Raw -30832.754042 + Penalty 1885.437756 = -28947.316286 nChanged 4 SP:Iteration 6Q (127.790720 sec): 3 clusters Score: Raw -30838.983420 + Penalty 1885.437756 = -28953.545664 nChanged 2 SP:Iteration 7Q (127.791637 sec): 3 clusters Score: Raw -30840.367334 + Penalty 1885.437756 = -28954.929578 nChanged 0 SP:Iteration 8F (127.792618 sec): 3 clusters Score: Raw -30840.367334 + Penalty 1885.437756 = -28954.929578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.797581 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.800322 sec): 3 clusters Score: Raw -111891.178267 + Penalty 1948.977339 = -109942.200928 nChanged 427 SP:Iteration 1F (127.802857 sec): 3 clusters Score: Raw -112264.405971 + Penalty 1957.922927 = -110306.483044 nChanged 146 SP:Iteration 2F (127.805277 sec): 3 clusters Score: Raw -112409.466823 + Penalty 1965.686259 = -110443.780564 nChanged 73 SP:Iteration 3F (127.807708 sec): 3 clusters Score: Raw -112487.600555 + Penalty 1972.056714 = -110515.543841 nChanged 59 SP:Iteration 4Q (127.810302 sec): 3 clusters Score: Raw -112554.853161 + Penalty 1980.464711 = -110574.388449 nChanged 47 SP:Iteration 5Q (127.812825 sec): 3 clusters Score: Raw -112591.096916 + Penalty 1983.052961 = -110608.043954 nChanged 24 SP:Iteration 6Q (127.815198 sec): 3 clusters Score: Raw -112609.916647 + Penalty 1984.778837 = -110625.137810 nChanged 13 SP:Iteration 7Q (127.817518 sec): 3 clusters Score: Raw -112617.017013 + Penalty 1986.844842 = -110630.172171 nChanged 9 SP:Iteration 8Q (127.819804 sec): 3 clusters Score: Raw -112621.554502 + Penalty 1987.917515 = -110633.636987 nChanged 7 SP:Iteration 9Q (127.822087 sec): 3 clusters Score: Raw -112625.769809 + Penalty 1989.116981 = -110636.652828 nChanged 5 SP:Iteration 10F (127.824440 sec): 3 clusters Score: Raw -112628.082357 + Penalty 1990.732985 = -110637.349372 nChanged 5 SP:Iteration 11Q (127.826783 sec): 3 clusters Score: Raw -112629.957195 + Penalty 1990.929097 = -110639.028098 nChanged 2 SP:Iteration 12Q (127.829144 sec): 3 clusters Score: Raw -112631.249839 + Penalty 1991.598767 = -110639.651071 nChanged 2 SP:Iteration 13Q (127.831475 sec): 3 clusters Score: Raw -112633.163735 + Penalty 1992.727765 = -110640.435971 nChanged 3 SP:Iteration 14Q (127.833765 sec): 3 clusters Score: Raw -112635.399065 + Penalty 1993.761957 = -110641.637108 nChanged 4 SP:Iteration 15Q (127.836036 sec): 3 clusters Score: Raw -112638.088683 + Penalty 1994.916926 = -110643.171757 nChanged 3 SP:Iteration 16Q (127.838346 sec): 3 clusters Score: Raw -112640.244431 + Penalty 1994.916926 = -110645.327505 nChanged 0 SP:Iteration 17F (127.840829 sec): 3 clusters Score: Raw -112640.244431 + Penalty 1994.916926 = -110645.327505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.843953 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.845443 sec): 3 clusters Score: Raw -62882.969590 + Penalty 919.906208 = -61963.063383 nChanged 266 SP:Iteration 1F (127.846897 sec): 3 clusters Score: Raw -63074.433441 + Penalty 915.060799 = -62159.372642 nChanged 98 SP:Iteration 2F (127.848356 sec): 3 clusters Score: Raw -63185.261681 + Penalty 912.444648 = -62272.817033 nChanged 68 SP:Iteration 3F (127.849851 sec): 3 clusters Score: Raw -63273.658237 + Penalty 913.936659 = -62359.721578 nChanged 71 SP:Iteration 4F (127.851329 sec): 3 clusters Score: Raw -63352.127147 + Penalty 920.532471 = -62431.594676 nChanged 43 SP:Iteration 5F (127.852800 sec): 3 clusters Score: Raw -63405.466861 + Penalty 926.317552 = -62479.149309 nChanged 21 SP:Iteration 6Q (127.854196 sec): 3 clusters Score: Raw -63428.478026 + Penalty 928.824238 = -62499.653787 nChanged 14 SP:Iteration 7Q (127.855549 sec): 3 clusters Score: Raw -63444.209455 + Penalty 931.735409 = -62512.474046 nChanged 6 SP:Iteration 8Q (127.856867 sec): 3 clusters Score: Raw -63448.976365 + Penalty 931.353496 = -62517.622868 nChanged 4 SP:Iteration 9Q (127.858165 sec): 3 clusters Score: Raw -63455.089108 + Penalty 934.527695 = -62520.561413 nChanged 5 SP:Iteration 10F (127.859681 sec): 3 clusters Score: Raw -63461.175488 + Penalty 937.062338 = -62524.113150 nChanged 2 SP:Iteration 11Q (127.860983 sec): 3 clusters Score: Raw -63462.082545 + Penalty 937.062338 = -62525.020207 nChanged 0 SP:Iteration 12F (127.862483 sec): 3 clusters Score: Raw -63462.082545 + Penalty 937.062338 = -62525.020207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.865298 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.866722 sec): 3 clusters Score: Raw -58902.989975 + Penalty 1852.024191 = -57050.965784 nChanged 179 SP:Iteration 1F (127.868075 sec): 3 clusters Score: Raw -59067.610798 + Penalty 1853.357030 = -57214.253768 nChanged 56 SP:Iteration 2F (127.869424 sec): 3 clusters Score: Raw -59132.192539 + Penalty 1854.395368 = -57277.797171 nChanged 21 SP:Iteration 3Q (127.870754 sec): 3 clusters Score: Raw -59163.942324 + Penalty 1856.137528 = -57307.804795 nChanged 29 SP:Iteration 4Q (127.872066 sec): 3 clusters Score: Raw -59201.934067 + Penalty 1856.563245 = -57345.370822 nChanged 15 SP:Iteration 5Q (127.873372 sec): 3 clusters Score: Raw -59221.555239 + Penalty 1857.846390 = -57363.708850 nChanged 11 SP:Iteration 6Q (127.874777 sec): 3 clusters Score: Raw -59228.120473 + Penalty 1858.929652 = -57369.190821 nChanged 7 SP:Iteration 7Q (127.876176 sec): 3 clusters Score: Raw -59236.803210 + Penalty 1859.851866 = -57376.951344 nChanged 13 SP:Iteration 8Q (127.877559 sec): 3 clusters Score: Raw -59249.372137 + Penalty 1860.965145 = -57388.406992 nChanged 9 SP:Iteration 9Q (127.878906 sec): 3 clusters Score: Raw -59254.979765 + Penalty 1861.982130 = -57392.997635 nChanged 7 SP:Iteration 10F (127.880254 sec): 3 clusters Score: Raw -59261.144109 + Penalty 1863.297356 = -57397.846752 nChanged 9 SP:Iteration 11Q (127.881562 sec): 3 clusters Score: Raw -59271.525027 + Penalty 1863.815115 = -57407.709912 nChanged 6 SP:Iteration 12Q (127.882865 sec): 3 clusters Score: Raw -59276.145273 + Penalty 1864.769510 = -57411.375763 nChanged 3 SP:Iteration 13Q (127.884167 sec): 3 clusters Score: Raw -59277.957633 + Penalty 1866.800130 = -57411.157503 nChanged 7 SP:Iteration 14F (127.885540 sec): 3 clusters Score: Raw -59283.741093 + Penalty 1867.484201 = -57416.256892 nChanged 8 SP:Iteration 15Q (127.886842 sec): 3 clusters Score: Raw -59295.094063 + Penalty 1869.364806 = -57425.729257 nChanged 10 SP:Iteration 16Q (127.888142 sec): 3 clusters Score: Raw -59308.087253 + Penalty 1870.891193 = -57437.196059 nChanged 9 SP:Iteration 17Q (127.889491 sec): 3 clusters Score: Raw -59319.366354 + Penalty 1870.954615 = -57448.411738 nChanged 8 SP:Iteration 18Q (127.890795 sec): 3 clusters Score: Raw -59327.863774 + Penalty 1871.369932 = -57456.493842 nChanged 2 SP:Iteration 19Q (127.892085 sec): 3 clusters Score: Raw -59329.391361 + Penalty 1871.470775 = -57457.920586 nChanged 2 SP:Iteration 20F (127.893438 sec): 3 clusters Score: Raw -59332.482963 + Penalty 1871.672730 = -57460.810233 nChanged 1 SP:Iteration 21Q (127.894711 sec): 3 clusters Score: Raw -59332.912689 + Penalty 1871.672730 = -57461.239959 nChanged 0 SP:Iteration 22F (127.896137 sec): 3 clusters Score: Raw -59332.912689 + Penalty 1871.672730 = -57461.239959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.898131 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.898993 sec): 3 clusters Score: Raw -30552.735366 + Penalty 1168.587973 = -29384.147393 nChanged 101 SP:Iteration 1F (127.899839 sec): 3 clusters Score: Raw -30652.658450 + Penalty 1168.393533 = -29484.264917 nChanged 29 SP:Iteration 2F (127.900685 sec): 3 clusters Score: Raw -30699.908040 + Penalty 1169.133514 = -29530.774526 nChanged 23 SP:Iteration 3F (127.901561 sec): 3 clusters Score: Raw -30728.852951 + Penalty 1170.355772 = -29558.497179 nChanged 9 SP:Iteration 4Q (127.902384 sec): 3 clusters Score: Raw -30738.176828 + Penalty 1170.121135 = -29568.055693 nChanged 7 SP:Iteration 5Q (127.903207 sec): 3 clusters Score: Raw -30743.325651 + Penalty 1172.054464 = -29571.271187 nChanged 7 SP:Iteration 6Q (127.904030 sec): 3 clusters Score: Raw -30751.513024 + Penalty 1172.751097 = -29578.761927 nChanged 7 SP:Iteration 7Q (127.904851 sec): 3 clusters Score: Raw -30760.354241 + Penalty 1172.454230 = -29587.900011 nChanged 6 SP:Iteration 8Q (127.905673 sec): 3 clusters Score: Raw -30768.405346 + Penalty 1173.446512 = -29594.958833 nChanged 6 SP:Iteration 9Q (127.906494 sec): 3 clusters Score: Raw -30772.802680 + Penalty 1173.411632 = -29599.391048 nChanged 2 SP:Iteration 10F (127.907395 sec): 3 clusters Score: Raw -30774.405011 + Penalty 1173.411632 = -29600.993380 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.910946 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.912818 sec): 3 clusters Score: Raw -77730.805978 + Penalty 1461.727124 = -76269.078854 nChanged 307 SP:Iteration 1F (127.914625 sec): 3 clusters Score: Raw -77914.128422 + Penalty 1461.727124 = -76452.401298 nChanged 96 SP:Iteration 2F (127.916429 sec): 3 clusters Score: Raw -77966.574440 + Penalty 1461.867797 = -76504.706643 nChanged 42 SP:Iteration 3Q (127.918198 sec): 3 clusters Score: Raw -77989.587239 + Penalty 1461.954673 = -76527.632566 nChanged 30 SP:Iteration 4Q (127.919965 sec): 3 clusters Score: Raw -78006.311902 + Penalty 1461.752719 = -76544.559182 nChanged 23 SP:Iteration 5Q (127.921725 sec): 3 clusters Score: Raw -78016.534561 + Penalty 1461.615218 = -76554.919344 nChanged 20 SP:Iteration 6Q (127.923486 sec): 3 clusters Score: Raw -78032.262333 + Penalty 1461.169486 = -76571.092848 nChanged 19 SP:Iteration 7Q (127.925251 sec): 3 clusters Score: Raw -78042.492395 + Penalty 1460.833750 = -76581.658646 nChanged 17 SP:Iteration 8Q (127.927008 sec): 3 clusters Score: Raw -78056.224603 + Penalty 1459.576136 = -76596.648467 nChanged 24 SP:Iteration 9Q (127.928765 sec): 3 clusters Score: Raw -78067.319570 + Penalty 1457.486021 = -76609.833549 nChanged 23 SP:Iteration 10F (127.930536 sec): 3 clusters Score: Raw -78081.914510 + Penalty 1453.849131 = -76628.065378 nChanged 29 SP:Iteration 11Q (127.932325 sec): 3 clusters Score: Raw -78095.907900 + Penalty 1449.999356 = -76645.908543 nChanged 25 SP:Iteration 12Q (127.934119 sec): 3 clusters Score: Raw -78112.824381 + Penalty 1445.810184 = -76667.014197 nChanged 26 SP:Iteration 13Q (127.935898 sec): 3 clusters Score: Raw -78125.912662 + Penalty 1442.678452 = -76683.234210 nChanged 18 SP:Iteration 14Q (127.937640 sec): 3 clusters Score: Raw -78136.435998 + Penalty 1440.668624 = -76695.767374 nChanged 15 SP:Iteration 15Q (127.939375 sec): 3 clusters Score: Raw -78145.898463 + Penalty 1436.957711 = -76708.940751 nChanged 21 SP:Iteration 16Q (127.941266 sec): 3 clusters Score: Raw -78159.959628 + Penalty 1433.369934 = -76726.589694 nChanged 23 SP:Iteration 17Q (127.943137 sec): 3 clusters Score: Raw -78175.139985 + Penalty 1429.455903 = -76745.684083 nChanged 19 SP:Iteration 18Q (127.944944 sec): 3 clusters Score: Raw -78186.408518 + Penalty 1426.847722 = -76759.560796 nChanged 12 SP:Iteration 19Q (127.946685 sec): 3 clusters Score: Raw -78193.576390 + Penalty 1423.303743 = -76770.272647 nChanged 12 SP:Iteration 20F (127.948490 sec): 3 clusters Score: Raw -78202.467853 + Penalty 1419.014684 = -76783.453169 nChanged 17 SP:Iteration 21Q (127.950240 sec): 3 clusters Score: Raw -78213.250330 + Penalty 1414.302395 = -76798.947935 nChanged 8 SP:Iteration 22Q (127.951946 sec): 3 clusters Score: Raw -78221.681194 + Penalty 1411.376955 = -76810.304239 nChanged 10 SP:Iteration 23Q (127.953682 sec): 3 clusters Score: Raw -78232.368489 + Penalty 1408.066537 = -76824.301952 nChanged 6 SP:Iteration 24Q (127.955379 sec): 3 clusters Score: Raw -78241.271431 + Penalty 1406.956414 = -76834.315017 nChanged 6 SP:Iteration 25Q (127.957065 sec): 3 clusters Score: Raw -78246.851072 + Penalty 1405.320978 = -76841.530093 nChanged 8 SP:Iteration 26Q (127.958749 sec): 3 clusters Score: Raw -78249.727129 + Penalty 1405.258850 = -76844.468279 nChanged 3 SP:Iteration 27Q (127.960427 sec): 3 clusters Score: Raw -78251.153605 + Penalty 1404.850878 = -76846.302727 nChanged 2 SP:Iteration 28Q (127.962106 sec): 3 clusters Score: Raw -78252.489648 + Penalty 1402.807268 = -76849.682379 nChanged 3 SP:Iteration 29Q (127.963880 sec): 3 clusters Score: Raw -78254.137574 + Penalty 1401.027487 = -76853.110087 nChanged 2 SP:Iteration 30F (127.965739 sec): 3 clusters Score: Raw -78257.826456 + Penalty 1401.257056 = -76856.569401 nChanged 2 SP:Iteration 31Q (127.967447 sec): 3 clusters Score: Raw -78258.268908 + Penalty 1401.257056 = -76857.011853 nChanged 0 SP:Iteration 32F (127.969222 sec): 3 clusters Score: Raw -78258.268908 + Penalty 1401.257056 = -76857.011853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.971388 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.972355 sec): 3 clusters Score: Raw -31077.437369 + Penalty 882.572379 = -30194.864990 nChanged 131 SP:Iteration 1F (127.973360 sec): 3 clusters Score: Raw -31195.832967 + Penalty 886.878964 = -30308.954003 nChanged 47 SP:Iteration 2F (127.974354 sec): 3 clusters Score: Raw -31268.277279 + Penalty 892.315752 = -30375.961526 nChanged 42 SP:Iteration 3F (127.975345 sec): 3 clusters Score: Raw -31324.584221 + Penalty 893.967147 = -30430.617074 nChanged 17 SP:Iteration 4Q (127.976300 sec): 3 clusters Score: Raw -31341.176170 + Penalty 895.864816 = -30445.311354 nChanged 9 SP:Iteration 5Q (127.977257 sec): 3 clusters Score: Raw -31353.025096 + Penalty 897.094424 = -30455.930671 nChanged 7 SP:Iteration 6Q (127.978207 sec): 3 clusters Score: Raw -31363.024726 + Penalty 895.933508 = -30467.091218 nChanged 7 SP:Iteration 7Q (127.979161 sec): 3 clusters Score: Raw -31373.683159 + Penalty 896.490936 = -30477.192222 nChanged 6 SP:Iteration 8Q (127.980135 sec): 3 clusters Score: Raw -31376.993995 + Penalty 896.162721 = -30480.831275 nChanged 3 SP:Iteration 9Q (127.981079 sec): 3 clusters Score: Raw -31379.957372 + Penalty 895.561533 = -30484.395839 nChanged 1 SP:Iteration 10F (127.982075 sec): 3 clusters Score: Raw -31380.239276 + Penalty 895.561533 = -30484.677743 nChanged 0 Deleting Class 11 (7 points): Lose 76.413327 but Gain 131.348236 Iteration 235F (128.498649 sec): 26 clusters Score: Raw -3015673.401576 + Penalty 21606.866374 = -2994066.535203 nChanged 7 Iteration 236F (128.983981 sec): 26 clusters Score: Raw -3015700.464580 + Penalty 21603.771233 = -2994096.693347 nChanged 5 Iteration 237Q (129.098252 sec): 26 clusters Score: Raw -3015706.566970 + Penalty 21614.618126 = -2994091.948844 nChanged 3 Iteration 238F (129.581261 sec): 26 clusters Score: Raw -3015722.078158 + Penalty 21614.618126 = -2994107.460032 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015722.078158 + Penalty 21614.618126 = -2994107.460032Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.720359 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.725584 sec): 3 clusters Score: Raw -228825.566276 + Penalty 313.136381 = -228512.429895 nChanged 1322 SP:Iteration 1F (129.730763 sec): 3 clusters Score: Raw -229753.214455 + Penalty 314.451584 = -229438.762871 nChanged 357 SP:Iteration 2F (129.736286 sec): 3 clusters Score: Raw -230062.224165 + Penalty 315.685144 = -229746.539021 nChanged 263 SP:Iteration 3F (129.741386 sec): 3 clusters Score: Raw -230257.279226 + Penalty 318.561082 = -229938.718144 nChanged 127 SP:Iteration 4Q (129.746446 sec): 3 clusters Score: Raw -230321.277114 + Penalty 321.882785 = -229999.394329 nChanged 91 SP:Iteration 5Q (129.751650 sec): 3 clusters Score: Raw -230362.634740 + Penalty 325.067060 = -230037.567681 nChanged 74 SP:Iteration 6Q (129.756633 sec): 3 clusters Score: Raw -230394.847137 + Penalty 327.752219 = -230067.094918 nChanged 65 SP:Iteration 7Q (129.761522 sec): 3 clusters Score: Raw -230421.877511 + Penalty 331.748976 = -230090.128535 nChanged 73 SP:Iteration 8Q (129.766363 sec): 3 clusters Score: Raw -230449.826346 + Penalty 334.098788 = -230115.727559 nChanged 60 SP:Iteration 9Q (129.771168 sec): 3 clusters Score: Raw -230469.341715 + Penalty 336.122051 = -230133.219664 nChanged 41 SP:Iteration 10F (129.776307 sec): 3 clusters Score: Raw -230479.617513 + Penalty 338.161517 = -230141.455996 nChanged 42 SP:Iteration 11Q (129.781031 sec): 3 clusters Score: Raw -230491.223355 + Penalty 339.783050 = -230151.440305 nChanged 31 SP:Iteration 12Q (129.786208 sec): 3 clusters Score: Raw -230497.585876 + Penalty 340.579073 = -230157.006803 nChanged 20 SP:Iteration 13Q (129.790960 sec): 3 clusters Score: Raw -230500.564930 + Penalty 341.373697 = -230159.191233 nChanged 16 SP:Iteration 14Q (129.795764 sec): 3 clusters Score: Raw -230502.354350 + Penalty 342.625050 = -230159.729300 nChanged 15 SP:Iteration 15Q (129.800441 sec): 3 clusters Score: Raw -230504.013005 + Penalty 343.117868 = -230160.895137 nChanged 11 SP:Iteration 16Q (129.805139 sec): 3 clusters Score: Raw -230505.190177 + Penalty 343.562645 = -230161.627532 nChanged 9 SP:Iteration 17Q (129.809845 sec): 3 clusters Score: Raw -230506.320564 + Penalty 344.282682 = -230162.037882 nChanged 17 SP:Iteration 18Q (129.814625 sec): 3 clusters Score: Raw -230508.784982 + Penalty 345.111895 = -230163.673087 nChanged 14 SP:Iteration 19Q (129.819682 sec): 3 clusters Score: Raw -230510.614187 + Penalty 345.687742 = -230164.926445 nChanged 9 SP:Iteration 20F (129.824825 sec): 3 clusters Score: Raw -230511.476403 + Penalty 345.842553 = -230165.633850 nChanged 5 SP:Iteration 21Q (129.829530 sec): 3 clusters Score: Raw -230512.111244 + Penalty 345.464870 = -230166.646374 nChanged 6 SP:Iteration 22Q (129.834232 sec): 3 clusters Score: Raw -230512.701945 + Penalty 345.834016 = -230166.867929 nChanged 7 SP:Iteration 23Q (129.839296 sec): 3 clusters Score: Raw -230513.683122 + Penalty 346.835427 = -230166.847695 nChanged 10 SP:Iteration 24F (129.844486 sec): 3 clusters Score: Raw -230514.934200 + Penalty 348.147686 = -230166.786514 nChanged 12 SP:Iteration 25F (129.849704 sec): 3 clusters Score: Raw -230516.264084 + Penalty 348.932837 = -230167.331246 nChanged 9 SP:Iteration 26Q (129.854657 sec): 3 clusters Score: Raw -230517.166840 + Penalty 350.316163 = -230166.850677 nChanged 12 SP:Iteration 27F (129.859775 sec): 3 clusters Score: Raw -230519.253212 + Penalty 350.905731 = -230168.347481 nChanged 8 SP:Iteration 28Q (129.864372 sec): 3 clusters Score: Raw -230521.944793 + Penalty 351.108541 = -230170.836252 nChanged 8 SP:Iteration 29Q (129.868950 sec): 3 clusters Score: Raw -230523.741503 + Penalty 352.245544 = -230171.495960 nChanged 10 SP:Iteration 30F (129.873972 sec): 3 clusters Score: Raw -230525.326436 + Penalty 352.760133 = -230172.566302 nChanged 7 SP:Iteration 31Q (129.878648 sec): 3 clusters Score: Raw -230526.042861 + Penalty 353.294755 = -230172.748107 nChanged 8 SP:Iteration 32Q (129.883400 sec): 3 clusters Score: Raw -230527.583286 + Penalty 353.821912 = -230173.761374 nChanged 11 SP:Iteration 33Q (129.888190 sec): 3 clusters Score: Raw -230529.551231 + Penalty 355.013097 = -230174.538133 nChanged 11 SP:Iteration 34Q (129.892819 sec): 3 clusters Score: Raw -230531.194461 + Penalty 355.492636 = -230175.701825 nChanged 10 SP:Iteration 35Q (129.897373 sec): 3 clusters Score: Raw -230532.628127 + Penalty 355.223957 = -230177.404170 nChanged 7 SP:Iteration 36Q (129.901943 sec): 3 clusters Score: Raw -230534.257239 + Penalty 355.489009 = -230178.768230 nChanged 10 SP:Iteration 37Q (129.906484 sec): 3 clusters Score: Raw -230535.489731 + Penalty 356.075253 = -230179.414478 nChanged 8 SP:Iteration 38Q (129.911071 sec): 3 clusters Score: Raw -230536.394491 + Penalty 355.882648 = -230180.511843 nChanged 6 SP:Iteration 39Q (129.915752 sec): 3 clusters Score: Raw -230537.397104 + Penalty 356.453513 = -230180.943591 nChanged 11 SP:Iteration 40F (129.921130 sec): 3 clusters Score: Raw -230538.844760 + Penalty 357.533630 = -230181.311129 nChanged 7 SP:Iteration 41Q (129.925752 sec): 3 clusters Score: Raw -230539.829265 + Penalty 358.561523 = -230181.267742 nChanged 8 SP:Iteration 42F (129.930793 sec): 3 clusters Score: Raw -230540.544653 + Penalty 359.113110 = -230181.431543 nChanged 7 SP:Iteration 43Q (129.935361 sec): 3 clusters Score: Raw -230541.250216 + Penalty 359.830843 = -230181.419373 nChanged 6 SP:Iteration 44F (129.940639 sec): 3 clusters Score: Raw -230541.619648 + Penalty 360.456430 = -230181.163218 nChanged 7 SP:Iteration 45F (129.945743 sec): 3 clusters Score: Raw -230542.197349 + Penalty 360.863237 = -230181.334113 nChanged 10 SP:Iteration 46Q (129.950505 sec): 3 clusters Score: Raw -230543.374852 + Penalty 361.146627 = -230182.228225 nChanged 9 SP:Iteration 47Q (129.955334 sec): 3 clusters Score: Raw -230544.758584 + Penalty 362.070816 = -230182.687768 nChanged 11 SP:Iteration 48Q (129.959836 sec): 3 clusters Score: Raw -230547.179087 + Penalty 363.088296 = -230184.090790 nChanged 13 SP:Iteration 49Q (129.964292 sec): 3 clusters Score: Raw -230549.220361 + Penalty 363.001707 = -230186.218654 nChanged 8 SP:Iteration 50F (129.969506 sec): 3 clusters Score: Raw -230550.627607 + Penalty 364.194188 = -230186.433419 nChanged 9 SP:Iteration 51Q (129.973986 sec): 3 clusters Score: Raw -230553.601865 + Penalty 364.166440 = -230189.435424 nChanged 10 SP:Iteration 52Q (129.978505 sec): 3 clusters Score: Raw -230556.848977 + Penalty 365.244466 = -230191.604511 nChanged 9 SP:Iteration 53Q (129.983176 sec): 3 clusters Score: Raw -230561.707085 + Penalty 365.530161 = -230196.176924 nChanged 11 SP:Iteration 54Q (129.987992 sec): 3 clusters Score: Raw -230567.859538 + Penalty 367.163973 = -230200.695565 nChanged 12 SP:Iteration 55Q (129.992482 sec): 3 clusters Score: Raw -230570.151756 + Penalty 367.569171 = -230202.582585 nChanged 11 SP:Iteration 56Q (129.996918 sec): 3 clusters Score: Raw -230571.551683 + Penalty 368.275922 = -230203.275761 nChanged 7 SP:Iteration 57Q (130.001404 sec): 3 clusters Score: Raw -230572.641276 + Penalty 367.885863 = -230204.755414 nChanged 9 SP:Iteration 58Q (130.005759 sec): 3 clusters Score: Raw -230574.417187 + Penalty 367.838556 = -230206.578631 nChanged 2 SP:Iteration 59Q (130.010124 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 60F (130.015287 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 61F (130.020615 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.021997 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.022315 sec): 3 clusters Score: Raw -3505.987796 + Penalty 298.430599 = -3207.557197 nChanged 12 SP:Iteration 1F (130.022620 sec): 3 clusters Score: Raw -3553.227053 + Penalty 298.430599 = -3254.796453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.023518 sec): 2 clusters Score: Raw -1190.231679 + Penalty 32.945330 = -1157.286350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.023735 sec): 3 clusters Score: Raw -1233.603044 + Penalty 65.118467 = -1168.484577 nChanged 2 SP:Iteration 1F (130.023945 sec): 3 clusters Score: Raw -1238.157549 + Penalty 65.890660 = -1172.266890 nChanged 1 SP:Iteration 2F (130.024155 sec): 3 clusters Score: Raw -1239.550990 + Penalty 65.890660 = -1173.660330 nChanged 0 Score: Raw -3036449.229843 + Penalty 21734.844075 = -3014714.385768 Splitting cluster 3 changes total score from -2994107.460032 to -3014714.385768 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.517289 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.520693 sec): 3 clusters Score: Raw -149187.264109 + Penalty 723.169043 = -148464.095067 nChanged 774 SP:Iteration 1F (130.523916 sec): 3 clusters Score: Raw -149668.965421 + Penalty 732.120379 = -148936.845042 nChanged 216 SP:Iteration 2F (130.527204 sec): 3 clusters Score: Raw -149867.826165 + Penalty 744.524857 = -149123.301308 nChanged 174 SP:Iteration 3F (130.530468 sec): 3 clusters Score: Raw -150018.010367 + Penalty 753.157885 = -149264.852482 nChanged 125 SP:Iteration 4F (130.533777 sec): 3 clusters Score: Raw -150102.247205 + Penalty 760.431645 = -149341.815560 nChanged 68 SP:Iteration 5Q (130.536948 sec): 3 clusters Score: Raw -150137.584904 + Penalty 764.701816 = -149372.883088 nChanged 44 SP:Iteration 6Q (130.540163 sec): 3 clusters Score: Raw -150158.592665 + Penalty 771.011778 = -149387.580887 nChanged 40 SP:Iteration 7Q (130.543379 sec): 3 clusters Score: Raw -150180.906285 + Penalty 777.055224 = -149403.851061 nChanged 34 SP:Iteration 8Q (130.546470 sec): 3 clusters Score: Raw -150196.366782 + Penalty 782.379577 = -149413.987205 nChanged 31 SP:Iteration 9Q (130.549724 sec): 3 clusters Score: Raw -150208.185346 + Penalty 785.916247 = -149422.269099 nChanged 18 SP:Iteration 10F (130.553149 sec): 3 clusters Score: Raw -150214.292029 + Penalty 789.930869 = -149424.361160 nChanged 14 SP:Iteration 11Q (130.556267 sec): 3 clusters Score: Raw -150217.381007 + Penalty 792.138432 = -149425.242575 nChanged 9 SP:Iteration 12Q (130.559320 sec): 3 clusters Score: Raw -150218.978090 + Penalty 795.184889 = -149423.793200 nChanged 6 SP:Iteration 13F (130.562544 sec): 3 clusters Score: Raw -150220.792511 + Penalty 797.754606 = -149423.037904 nChanged 9 SP:Iteration 14F (130.565720 sec): 3 clusters Score: Raw -150223.856614 + Penalty 798.388720 = -149425.467894 nChanged 12 SP:Iteration 15Q (130.569059 sec): 3 clusters Score: Raw -150227.982761 + Penalty 799.146379 = -149428.836383 nChanged 11 SP:Iteration 16Q (130.572368 sec): 3 clusters Score: Raw -150231.288046 + Penalty 797.881275 = -149433.406771 nChanged 6 SP:Iteration 17Q (130.575411 sec): 3 clusters Score: Raw -150232.830432 + Penalty 798.413339 = -149434.417093 nChanged 8 SP:Iteration 18Q (130.578372 sec): 3 clusters Score: Raw -150235.047665 + Penalty 800.884390 = -149434.163275 nChanged 8 SP:Iteration 19F (130.581544 sec): 3 clusters Score: Raw -150236.930016 + Penalty 800.848738 = -149436.081278 nChanged 8 SP:Iteration 20F (130.585035 sec): 3 clusters Score: Raw -150238.884234 + Penalty 798.780019 = -149440.104216 nChanged 11 SP:Iteration 21Q (130.588059 sec): 3 clusters Score: Raw -150245.992751 + Penalty 801.275151 = -149444.717600 nChanged 12 SP:Iteration 22Q (130.591006 sec): 3 clusters Score: Raw -150249.490802 + Penalty 799.197217 = -149450.293585 nChanged 5 SP:Iteration 23Q (130.593983 sec): 3 clusters Score: Raw -150250.543373 + Penalty 800.479607 = -149450.063766 nChanged 6 SP:Iteration 24F (130.597306 sec): 3 clusters Score: Raw -150251.762811 + Penalty 802.614815 = -149449.147996 nChanged 5 SP:Iteration 25F (130.600576 sec): 3 clusters Score: Raw -150252.547325 + Penalty 802.269588 = -149450.277737 nChanged 5 SP:Iteration 26Q (130.603500 sec): 3 clusters Score: Raw -150254.661757 + Penalty 802.891656 = -149451.770100 nChanged 4 SP:Iteration 27Q (130.606421 sec): 3 clusters Score: Raw -150256.044409 + Penalty 803.268034 = -149452.776375 nChanged 5 SP:Iteration 28Q (130.609382 sec): 3 clusters Score: Raw -150257.051192 + Penalty 803.643167 = -149453.408025 nChanged 6 SP:Iteration 29Q (130.612266 sec): 3 clusters Score: Raw -150259.333160 + Penalty 809.292468 = -149450.040692 nChanged 7 SP:Iteration 30F (130.615432 sec): 3 clusters Score: Raw -150262.809063 + Penalty 813.747939 = -149449.061123 nChanged 9 SP:Iteration 31F (130.618920 sec): 3 clusters Score: Raw -150266.520171 + Penalty 819.020643 = -149447.499527 nChanged 7 SP:Iteration 32F (130.622173 sec): 3 clusters Score: Raw -150269.649473 + Penalty 823.535783 = -149446.113691 nChanged 8 SP:Iteration 33F (130.625341 sec): 3 clusters Score: Raw -150274.187083 + Penalty 825.929879 = -149448.257204 nChanged 6 SP:Iteration 34Q (130.628144 sec): 3 clusters Score: Raw -150276.769723 + Penalty 824.203746 = -149452.565976 nChanged 5 SP:Iteration 35Q (130.630930 sec): 3 clusters Score: Raw -150279.076976 + Penalty 826.692852 = -149452.384124 nChanged 4 SP:Iteration 36F (130.634130 sec): 3 clusters Score: Raw -150281.019300 + Penalty 831.080959 = -149449.938341 nChanged 4 SP:Iteration 37F (130.637296 sec): 3 clusters Score: Raw -150282.411933 + Penalty 831.882120 = -149450.529813 nChanged 3 SP:Iteration 38Q (130.640060 sec): 3 clusters Score: Raw -150282.482818 + Penalty 832.710485 = -149449.772333 nChanged 2 SP:Iteration 39F (130.643345 sec): 3 clusters Score: Raw -150282.557170 + Penalty 831.909215 = -149450.647955 nChanged 2 SP:Iteration 40F (130.646570 sec): 3 clusters Score: Raw -150282.952130 + Penalty 832.398987 = -149450.553143 nChanged 1 SP:Iteration 41F (130.649843 sec): 3 clusters Score: Raw -150283.039699 + Penalty 835.082653 = -149447.957047 nChanged 3 SP:Iteration 42F (130.653297 sec): 3 clusters Score: Raw -150285.139189 + Penalty 834.271169 = -149450.868020 nChanged 2 SP:Iteration 43Q (130.656294 sec): 3 clusters Score: Raw -150285.793191 + Penalty 834.271169 = -149451.522021 nChanged 0 SP:Iteration 44F (130.659710 sec): 3 clusters Score: Raw -150285.793191 + Penalty 834.271169 = -149451.522021 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.759129 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.802690 sec): 3 clusters Score: Raw -1697098.551507 + Penalty 551.023228 = -1696547.528279 nChanged 10343 SP:Iteration 1F (130.847413 sec): 3 clusters Score: Raw -1706915.236086 + Penalty 659.476769 = -1706255.759317 nChanged 3676 SP:Iteration 2F (130.893137 sec): 3 clusters Score: Raw -1711389.430323 + Penalty 939.964844 = -1710449.465479 nChanged 316 SP:Iteration 3Q (130.939291 sec): 3 clusters Score: Raw -1711735.792509 + Penalty 1145.668191 = -1710590.124319 nChanged 15 SP:Iteration 4Q (130.976874 sec): 3 clusters Score: Raw -1711763.962413 + Penalty 1215.337302 = -1710548.625110 nChanged 3 SP:Iteration 5F (131.022178 sec): 3 clusters Score: Raw -1711771.673488 + Penalty 1252.750092 = -1710518.923396 nChanged 2 SP:Iteration 6F (131.068311 sec): 3 clusters Score: Raw -1711775.559199 + Penalty 1269.925728 = -1710505.633470 nChanged 1 SP:Iteration 7F (131.108267 sec): 3 clusters Score: Raw -1711777.887569 + Penalty 1269.925728 = -1710507.961841 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.124438 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.126407 sec): 3 clusters Score: Raw -83558.718794 + Penalty 1361.158906 = -82197.559888 nChanged 336 SP:Iteration 1F (131.128274 sec): 3 clusters Score: Raw -83822.349855 + Penalty 1354.834452 = -82467.515403 nChanged 121 SP:Iteration 2F (131.130141 sec): 3 clusters Score: Raw -83905.113836 + Penalty 1351.012622 = -82554.101214 nChanged 58 SP:Iteration 3F (131.131998 sec): 3 clusters Score: Raw -83943.572843 + Penalty 1347.190310 = -82596.382533 nChanged 36 SP:Iteration 4Q (131.133877 sec): 3 clusters Score: Raw -83965.063380 + Penalty 1344.791882 = -82620.271498 nChanged 16 SP:Iteration 5Q (131.135816 sec): 3 clusters Score: Raw -83973.414372 + Penalty 1344.633750 = -82628.780622 nChanged 18 SP:Iteration 6Q (131.137736 sec): 3 clusters Score: Raw -83982.202479 + Penalty 1344.287184 = -82637.915295 nChanged 9 SP:Iteration 7Q (131.139638 sec): 3 clusters Score: Raw -83984.178370 + Penalty 1345.486728 = -82638.691642 nChanged 7 SP:Iteration 8Q (131.141492 sec): 3 clusters Score: Raw -83985.942281 + Penalty 1345.385285 = -82640.556996 nChanged 10 SP:Iteration 9Q (131.143345 sec): 3 clusters Score: Raw -83989.195708 + Penalty 1347.052169 = -82642.143539 nChanged 12 SP:Iteration 10F (131.145218 sec): 3 clusters Score: Raw -83992.776890 + Penalty 1347.700869 = -82645.076021 nChanged 14 SP:Iteration 11Q (131.147071 sec): 3 clusters Score: Raw -84000.009428 + Penalty 1352.014500 = -82647.994927 nChanged 23 SP:Iteration 12Q (131.148935 sec): 3 clusters Score: Raw -84015.256932 + Penalty 1361.348358 = -82653.908574 nChanged 24 SP:Iteration 13Q (131.150814 sec): 3 clusters Score: Raw -84032.098585 + Penalty 1371.879785 = -82660.218800 nChanged 23 SP:Iteration 14Q (131.152810 sec): 3 clusters Score: Raw -84047.470237 + Penalty 1379.877884 = -82667.592354 nChanged 20 SP:Iteration 15Q (131.154819 sec): 3 clusters Score: Raw -84058.282939 + Penalty 1385.222576 = -82673.060363 nChanged 14 SP:Iteration 16Q (131.156761 sec): 3 clusters Score: Raw -84065.390613 + Penalty 1392.269318 = -82673.121295 nChanged 13 SP:Iteration 17Q (131.158637 sec): 3 clusters Score: Raw -84073.454978 + Penalty 1399.097468 = -82674.357510 nChanged 12 SP:Iteration 18Q (131.160496 sec): 3 clusters Score: Raw -84079.826952 + Penalty 1405.255764 = -82674.571188 nChanged 11 SP:Iteration 19Q (131.162399 sec): 3 clusters Score: Raw -84085.129895 + Penalty 1408.391505 = -82676.738391 nChanged 5 SP:Iteration 20F (131.164286 sec): 3 clusters Score: Raw -84087.887545 + Penalty 1410.145074 = -82677.742471 nChanged 3 SP:Iteration 21Q (131.166250 sec): 3 clusters Score: Raw -84089.977387 + Penalty 1414.005562 = -82675.971825 nChanged 5 SP:Iteration 22F (131.168286 sec): 3 clusters Score: Raw -84094.070029 + Penalty 1421.071695 = -82672.998334 nChanged 6 SP:Iteration 23F (131.170279 sec): 3 clusters Score: Raw -84099.292276 + Penalty 1429.650582 = -82669.641694 nChanged 8 SP:Iteration 24F (131.172183 sec): 3 clusters Score: Raw -84105.790870 + Penalty 1432.615376 = -82673.175494 nChanged 5 SP:Iteration 25Q (131.174083 sec): 3 clusters Score: Raw -84109.251603 + Penalty 1432.592719 = -82676.658884 nChanged 1 SP:Iteration 26Q (131.175940 sec): 3 clusters Score: Raw -84109.814798 + Penalty 1434.916987 = -82674.897811 nChanged 2 SP:Iteration 27F (131.177787 sec): 3 clusters Score: Raw -84111.436584 + Penalty 1436.047432 = -82675.389152 nChanged 1 SP:Iteration 28Q (131.179647 sec): 3 clusters Score: Raw -84111.538044 + Penalty 1436.047432 = -82675.490613 nChanged 0 SP:Iteration 29F (131.181513 sec): 3 clusters Score: Raw -84111.538044 + Penalty 1436.047432 = -82675.490613 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.185303 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.187078 sec): 3 clusters Score: Raw -65329.746290 + Penalty 1972.638486 = -63357.107804 nChanged 228 SP:Iteration 1F (131.188775 sec): 3 clusters Score: Raw -65573.467735 + Penalty 1971.411716 = -63602.056019 nChanged 82 SP:Iteration 2F (131.190409 sec): 3 clusters Score: Raw -65700.165701 + Penalty 1971.456243 = -63728.709457 nChanged 42 SP:Iteration 3F (131.192065 sec): 3 clusters Score: Raw -65751.819130 + Penalty 1972.039302 = -63779.779828 nChanged 26 SP:Iteration 4Q (131.193655 sec): 3 clusters Score: Raw -65788.950912 + Penalty 1972.554661 = -63816.396251 nChanged 23 SP:Iteration 5Q (131.195209 sec): 3 clusters Score: Raw -65813.184665 + Penalty 1972.927416 = -63840.257249 nChanged 8 SP:Iteration 6Q (131.196757 sec): 3 clusters Score: Raw -65825.959908 + Penalty 1973.296364 = -63852.663544 nChanged 6 SP:Iteration 7Q (131.198300 sec): 3 clusters Score: Raw -65830.397183 + Penalty 1973.657282 = -63856.739902 nChanged 2 SP:Iteration 8Q (131.199887 sec): 3 clusters Score: Raw -65831.505463 + Penalty 1974.008378 = -63857.497085 nChanged 2 SP:Iteration 9Q (131.201463 sec): 3 clusters Score: Raw -65833.739462 + Penalty 1974.352953 = -63859.386509 nChanged 2 SP:Iteration 10F (131.203069 sec): 3 clusters Score: Raw -65835.940905 + Penalty 1974.522654 = -63861.418251 nChanged 1 SP:Iteration 11Q (131.204608 sec): 3 clusters Score: Raw -65836.552575 + Penalty 1974.522654 = -63862.029921 nChanged 0 SP:Iteration 12F (131.206227 sec): 3 clusters Score: Raw -65836.552575 + Penalty 1974.522654 = -63862.029921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.207264 sec): 2 clusters Score: Raw -1301.511127 + Penalty 56.009322 = -1245.501805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.207502 sec): 3 clusters Score: Raw -1330.918868 + Penalty 124.179948 = -1206.738920 nChanged 2 SP:Iteration 1F (131.207734 sec): 3 clusters Score: Raw -1337.507589 + Penalty 124.179948 = -1213.327641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.208573 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.208838 sec): 3 clusters Score: Raw -1950.106944 + Penalty 288.873195 = -1661.233749 nChanged 6 SP:Iteration 1F (131.209102 sec): 3 clusters Score: Raw -1982.976112 + Penalty 420.846732 = -1562.129379 nChanged 5 SP:Iteration 2F (131.209366 sec): 3 clusters Score: Raw -2020.961505 + Penalty 420.846732 = -1600.114773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.212138 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.213665 sec): 3 clusters Score: Raw -62848.214580 + Penalty 1168.752787 = -61679.461793 nChanged 244 SP:Iteration 1F (131.215155 sec): 3 clusters Score: Raw -63041.367287 + Penalty 1172.865641 = -61868.501645 nChanged 72 SP:Iteration 2F (131.216633 sec): 3 clusters Score: Raw -63113.886457 + Penalty 1176.186996 = -61937.699461 nChanged 55 SP:Iteration 3F (131.218269 sec): 3 clusters Score: Raw -63163.354355 + Penalty 1176.778319 = -61986.576036 nChanged 38 SP:Iteration 4F (131.219848 sec): 3 clusters Score: Raw -63190.630440 + Penalty 1176.451194 = -62014.179246 nChanged 21 SP:Iteration 5Q (131.221407 sec): 3 clusters Score: Raw -63209.698094 + Penalty 1176.737024 = -62032.961070 nChanged 28 SP:Iteration 6Q (131.222891 sec): 3 clusters Score: Raw -63231.285750 + Penalty 1175.398216 = -62055.887534 nChanged 24 SP:Iteration 7Q (131.224343 sec): 3 clusters Score: Raw -63249.409251 + Penalty 1173.727567 = -62075.681684 nChanged 18 SP:Iteration 8Q (131.225849 sec): 3 clusters Score: Raw -63262.806025 + Penalty 1171.785940 = -62091.020085 nChanged 13 SP:Iteration 9Q (131.227326 sec): 3 clusters Score: Raw -63274.018924 + Penalty 1169.884906 = -62104.134018 nChanged 9 SP:Iteration 10F (131.228833 sec): 3 clusters Score: Raw -63282.446471 + Penalty 1168.790828 = -62113.655643 nChanged 9 SP:Iteration 11Q (131.230288 sec): 3 clusters Score: Raw -63289.604594 + Penalty 1169.266381 = -62120.338212 nChanged 6 SP:Iteration 12Q (131.231783 sec): 3 clusters Score: Raw -63292.969634 + Penalty 1167.649407 = -62125.320227 nChanged 5 SP:Iteration 13Q (131.233256 sec): 3 clusters Score: Raw -63295.601432 + Penalty 1165.826961 = -62129.774471 nChanged 6 SP:Iteration 14Q (131.234770 sec): 3 clusters Score: Raw -63301.133050 + Penalty 1165.238910 = -62135.894140 nChanged 6 SP:Iteration 15Q (131.236240 sec): 3 clusters Score: Raw -63306.181126 + Penalty 1163.650829 = -62142.530297 nChanged 8 SP:Iteration 16Q (131.237753 sec): 3 clusters Score: Raw -63311.635670 + Penalty 1163.482940 = -62148.152729 nChanged 4 SP:Iteration 17Q (131.239245 sec): 3 clusters Score: Raw -63314.051823 + Penalty 1163.342241 = -62150.709582 nChanged 4 SP:Iteration 18Q (131.240742 sec): 3 clusters Score: Raw -63316.515939 + Penalty 1163.023421 = -62153.492518 nChanged 3 SP:Iteration 19Q (131.242213 sec): 3 clusters Score: Raw -63318.185076 + Penalty 1162.973824 = -62155.211252 nChanged 1 SP:Iteration 20F (131.243702 sec): 3 clusters Score: Raw -63318.663236 + Penalty 1162.941814 = -62155.721422 nChanged 1 SP:Iteration 21Q (131.245166 sec): 3 clusters Score: Raw -63319.209168 + Penalty 1162.798877 = -62156.410291 nChanged 1 SP:Iteration 22Q (131.246622 sec): 3 clusters Score: Raw -63319.560169 + Penalty 1162.754445 = -62156.805725 nChanged 1 SP:Iteration 23Q (131.248063 sec): 3 clusters Score: Raw -63319.929735 + Penalty 1162.754445 = -62157.175290 nChanged 0 SP:Iteration 24F (131.249530 sec): 3 clusters Score: Raw -63319.929735 + Penalty 1162.754445 = -62157.175290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.252902 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.254005 sec): 3 clusters Score: Raw -39407.153262 + Penalty 786.572860 = -38620.580402 nChanged 169 SP:Iteration 1F (131.255092 sec): 3 clusters Score: Raw -39556.708783 + Penalty 803.236983 = -38753.471799 nChanged 50 SP:Iteration 2F (131.256184 sec): 3 clusters Score: Raw -39602.019978 + Penalty 821.243899 = -38780.776079 nChanged 23 SP:Iteration 3Q (131.257214 sec): 3 clusters Score: Raw -39624.333733 + Penalty 830.074865 = -38794.258868 nChanged 13 SP:Iteration 4Q (131.258244 sec): 3 clusters Score: Raw -39636.349116 + Penalty 841.393925 = -38794.955192 nChanged 11 SP:Iteration 5Q (131.259275 sec): 3 clusters Score: Raw -39649.437721 + Penalty 849.189535 = -38800.248186 nChanged 8 SP:Iteration 6Q (131.260294 sec): 3 clusters Score: Raw -39660.315226 + Penalty 863.518679 = -38796.796547 nChanged 7 SP:Iteration 7F (131.261332 sec): 3 clusters Score: Raw -39667.516503 + Penalty 864.747066 = -38802.769437 nChanged 3 SP:Iteration 8Q (131.262338 sec): 3 clusters Score: Raw -39669.532531 + Penalty 871.891471 = -38797.641060 nChanged 2 SP:Iteration 9F (131.263381 sec): 3 clusters Score: Raw -39671.354589 + Penalty 874.591248 = -38796.763341 nChanged 2 SP:Iteration 10F (131.264427 sec): 3 clusters Score: Raw -39672.749033 + Penalty 880.311850 = -38792.437183 nChanged 2 SP:Iteration 11F (131.265467 sec): 3 clusters Score: Raw -39674.237524 + Penalty 882.161452 = -38792.076072 nChanged 1 SP:Iteration 12F (131.266507 sec): 3 clusters Score: Raw -39675.959706 + Penalty 882.568099 = -38793.391606 nChanged 1 SP:Iteration 13Q (131.267501 sec): 3 clusters Score: Raw -39679.558960 + Penalty 880.020254 = -38799.538705 nChanged 2 SP:Iteration 14Q (131.268554 sec): 3 clusters Score: Raw -39682.545583 + Penalty 882.309804 = -38800.235779 nChanged 1 SP:Iteration 15Q (131.269588 sec): 3 clusters Score: Raw -39683.741888 + Penalty 882.536901 = -38801.204987 nChanged 1 SP:Iteration 16Q (131.270635 sec): 3 clusters Score: Raw -39684.311667 + Penalty 884.901615 = -38799.410052 nChanged 1 SP:Iteration 17F (131.271725 sec): 3 clusters Score: Raw -39684.374163 + Penalty 884.901615 = -38799.472548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.281626 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.282937 sec): 3 clusters Score: Raw -56818.201595 + Penalty 1837.781876 = -54980.419719 nChanged 177 SP:Iteration 1F (131.284223 sec): 3 clusters Score: Raw -57002.302334 + Penalty 1843.666850 = -55158.635484 nChanged 69 SP:Iteration 2F (131.285682 sec): 3 clusters Score: Raw -57104.960546 + Penalty 1850.851259 = -55254.109287 nChanged 48 SP:Iteration 3F (131.287059 sec): 3 clusters Score: Raw -57169.373932 + Penalty 1857.945032 = -55311.428900 nChanged 28 SP:Iteration 4Q (131.288395 sec): 3 clusters Score: Raw -57214.877936 + Penalty 1864.958317 = -55349.919618 nChanged 24 SP:Iteration 5Q (131.289665 sec): 3 clusters Score: Raw -57248.899070 + Penalty 1872.091483 = -55376.807586 nChanged 20 SP:Iteration 6Q (131.290925 sec): 3 clusters Score: Raw -57281.873318 + Penalty 1875.705006 = -55406.168312 nChanged 15 SP:Iteration 7Q (131.292171 sec): 3 clusters Score: Raw -57298.595548 + Penalty 1875.349086 = -55423.246462 nChanged 12 SP:Iteration 8Q (131.293436 sec): 3 clusters Score: Raw -57314.449413 + Penalty 1875.678523 = -55438.770890 nChanged 7 SP:Iteration 9Q (131.294664 sec): 3 clusters Score: Raw -57325.383260 + Penalty 1876.880510 = -55448.502750 nChanged 10 SP:Iteration 10F (131.295979 sec): 3 clusters Score: Raw -57350.297721 + Penalty 1878.171281 = -55472.126441 nChanged 11 SP:Iteration 11Q (131.297213 sec): 3 clusters Score: Raw -57372.339970 + Penalty 1878.479111 = -55493.860859 nChanged 7 SP:Iteration 12Q (131.298412 sec): 3 clusters Score: Raw -57383.425856 + Penalty 1879.597907 = -55503.827949 nChanged 5 SP:Iteration 13Q (131.299608 sec): 3 clusters Score: Raw -57389.873541 + Penalty 1880.507727 = -55509.365814 nChanged 5 SP:Iteration 14Q (131.300799 sec): 3 clusters Score: Raw -57400.131974 + Penalty 1882.208498 = -55517.923476 nChanged 4 SP:Iteration 15Q (131.301995 sec): 3 clusters Score: Raw -57410.366317 + Penalty 1884.492709 = -55525.873609 nChanged 5 SP:Iteration 16Q (131.303175 sec): 3 clusters Score: Raw -57416.344686 + Penalty 1885.677808 = -55530.666877 nChanged 6 SP:Iteration 17Q (131.304353 sec): 3 clusters Score: Raw -57429.112944 + Penalty 1887.670103 = -55541.442841 nChanged 5 SP:Iteration 18Q (131.305526 sec): 3 clusters Score: Raw -57439.022361 + Penalty 1888.061926 = -55550.960435 nChanged 4 SP:Iteration 19Q (131.306697 sec): 3 clusters Score: Raw -57443.810088 + Penalty 1889.443974 = -55554.366114 nChanged 2 SP:Iteration 20F (131.308004 sec): 3 clusters Score: Raw -57447.300441 + Penalty 1890.628844 = -55556.671597 nChanged 2 SP:Iteration 21Q (131.309198 sec): 3 clusters Score: Raw -57450.895756 + Penalty 1890.628844 = -55560.266912 nChanged 0 SP:Iteration 22F (131.310505 sec): 3 clusters Score: Raw -57450.895756 + Penalty 1890.628844 = -55560.266912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.312870 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.313835 sec): 3 clusters Score: Raw -33849.620534 + Penalty 842.840465 = -33006.780069 nChanged 136 SP:Iteration 1F (131.314782 sec): 3 clusters Score: Raw -34009.512271 + Penalty 837.144533 = -33172.367738 nChanged 37 SP:Iteration 2F (131.315727 sec): 3 clusters Score: Raw -34051.410475 + Penalty 836.059610 = -33215.350864 nChanged 15 SP:Iteration 3Q (131.316691 sec): 3 clusters Score: Raw -34075.440232 + Penalty 837.522582 = -33237.917650 nChanged 8 SP:Iteration 4Q (131.317620 sec): 3 clusters Score: Raw -34082.934715 + Penalty 835.212773 = -33247.721942 nChanged 9 SP:Iteration 5Q (131.318649 sec): 3 clusters Score: Raw -34089.742011 + Penalty 834.750029 = -33254.991982 nChanged 4 SP:Iteration 6Q (131.319630 sec): 3 clusters Score: Raw -34091.999622 + Penalty 834.290471 = -33257.709151 nChanged 1 SP:Iteration 7Q (131.320585 sec): 3 clusters Score: Raw -34092.200659 + Penalty 835.139397 = -33257.061261 nChanged 1 SP:Iteration 8F (131.321567 sec): 3 clusters Score: Raw -34092.774921 + Penalty 834.820066 = -33257.954855 nChanged 1 SP:Iteration 9Q (131.322504 sec): 3 clusters Score: Raw -34094.118330 + Penalty 833.993226 = -33260.125104 nChanged 2 SP:Iteration 10F (131.323447 sec): 3 clusters Score: Raw -34094.761120 + Penalty 833.993226 = -33260.767894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.324871 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.325318 sec): 3 clusters Score: Raw -10857.651412 + Penalty 65.970674 = -10791.680738 nChanged 55 SP:Iteration 1F (131.325752 sec): 3 clusters Score: Raw -10906.672309 + Penalty 64.880112 = -10841.792197 nChanged 16 SP:Iteration 2F (131.326177 sec): 3 clusters Score: Raw -10927.227711 + Penalty 34.018850 = -10893.208860 nChanged 15 SP:Iteration 3F (131.326539 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.327449 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.327733 sec): 3 clusters Score: Raw -2676.914715 + Penalty 268.094296 = -2408.820418 nChanged 7 SP:Iteration 1F (131.328013 sec): 3 clusters Score: Raw -2696.535043 + Penalty 268.094296 = -2428.440747 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.335087 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.337726 sec): 3 clusters Score: Raw -118331.153639 + Penalty 996.251892 = -117334.901748 nChanged 548 SP:Iteration 1F (131.340340 sec): 3 clusters Score: Raw -118666.972983 + Penalty 1014.547032 = -117652.425951 nChanged 161 SP:Iteration 2F (131.342908 sec): 3 clusters Score: Raw -118823.571983 + Penalty 1036.601431 = -117786.970552 nChanged 115 SP:Iteration 3F (131.345489 sec): 3 clusters Score: Raw -118934.287582 + Penalty 1070.483199 = -117863.804383 nChanged 68 SP:Iteration 4F (131.348080 sec): 3 clusters Score: Raw -119001.463442 + Penalty 1119.800725 = -117881.662717 nChanged 41 SP:Iteration 5Q (131.350624 sec): 3 clusters Score: Raw -119053.068683 + Penalty 1162.016876 = -117891.051808 nChanged 28 SP:Iteration 6Q (131.353329 sec): 3 clusters Score: Raw -119092.113484 + Penalty 1199.142291 = -117892.971193 nChanged 14 SP:Iteration 7Q (131.355846 sec): 3 clusters Score: Raw -119117.458247 + Penalty 1226.850777 = -117890.607471 nChanged 11 SP:Iteration 8F (131.358444 sec): 3 clusters Score: Raw -119133.653390 + Penalty 1226.451916 = -117907.201474 nChanged 5 SP:Iteration 9Q (131.360642 sec): 3 clusters Score: Raw -119142.097017 + Penalty 1225.783969 = -117916.313049 nChanged 1 SP:Iteration 10F (131.363171 sec): 3 clusters Score: Raw -119142.537576 + Penalty 1225.657790 = -117916.879787 nChanged 1 SP:Iteration 11Q (131.365341 sec): 3 clusters Score: Raw -119144.184206 + Penalty 1225.657790 = -117918.526416 nChanged 0 SP:Iteration 12F (131.367961 sec): 3 clusters Score: Raw -119144.184206 + Penalty 1225.657790 = -117918.526416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.372700 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.374397 sec): 3 clusters Score: Raw -70106.319063 + Penalty 885.075613 = -69221.243450 nChanged 311 SP:Iteration 1F (131.376065 sec): 3 clusters Score: Raw -70338.062793 + Penalty 879.634462 = -69458.428331 nChanged 85 SP:Iteration 2F (131.377686 sec): 3 clusters Score: Raw -70415.338205 + Penalty 869.832264 = -69545.505941 nChanged 60 SP:Iteration 3F (131.379277 sec): 3 clusters Score: Raw -70479.117331 + Penalty 866.786327 = -69612.331004 nChanged 38 SP:Iteration 4Q (131.380849 sec): 3 clusters Score: Raw -70506.431145 + Penalty 867.100670 = -69639.330474 nChanged 25 SP:Iteration 5Q (131.382411 sec): 3 clusters Score: Raw -70520.400771 + Penalty 870.266773 = -69650.133998 nChanged 22 SP:Iteration 6Q (131.383975 sec): 3 clusters Score: Raw -70530.160411 + Penalty 872.173346 = -69657.987065 nChanged 12 SP:Iteration 7Q (131.385652 sec): 3 clusters Score: Raw -70533.422875 + Penalty 873.971610 = -69659.451265 nChanged 10 SP:Iteration 8Q (131.387250 sec): 3 clusters Score: Raw -70535.768927 + Penalty 876.231512 = -69659.537415 nChanged 10 SP:Iteration 9Q (131.388874 sec): 3 clusters Score: Raw -70539.270884 + Penalty 879.592334 = -69659.678550 nChanged 16 SP:Iteration 10F (131.390504 sec): 3 clusters Score: Raw -70544.108085 + Penalty 882.626456 = -69661.481629 nChanged 15 SP:Iteration 11Q (131.392054 sec): 3 clusters Score: Raw -70549.443453 + Penalty 886.764825 = -69662.678627 nChanged 15 SP:Iteration 12Q (131.393595 sec): 3 clusters Score: Raw -70554.669446 + Penalty 888.544845 = -69666.124601 nChanged 7 SP:Iteration 13Q (131.395108 sec): 3 clusters Score: Raw -70556.426504 + Penalty 890.313243 = -69666.113261 nChanged 7 SP:Iteration 14F (131.396721 sec): 3 clusters Score: Raw -70558.247656 + Penalty 891.944195 = -69666.303461 nChanged 6 SP:Iteration 15Q (131.398261 sec): 3 clusters Score: Raw -70560.110397 + Penalty 893.039889 = -69667.070508 nChanged 4 SP:Iteration 16Q (131.399802 sec): 3 clusters Score: Raw -70561.003200 + Penalty 894.459225 = -69666.543975 nChanged 5 SP:Iteration 17F (131.401390 sec): 3 clusters Score: Raw -70562.310882 + Penalty 896.151568 = -69666.159314 nChanged 6 SP:Iteration 18F (131.402955 sec): 3 clusters Score: Raw -70563.682590 + Penalty 898.745647 = -69664.936943 nChanged 9 SP:Iteration 19F (131.404505 sec): 3 clusters Score: Raw -70567.606197 + Penalty 902.082328 = -69665.523869 nChanged 13 SP:Iteration 20F (131.406051 sec): 3 clusters Score: Raw -70571.963200 + Penalty 906.063407 = -69665.899793 nChanged 13 SP:Iteration 21Q (131.407561 sec): 3 clusters Score: Raw -70575.206707 + Penalty 910.448336 = -69664.758371 nChanged 14 SP:Iteration 22F (131.409111 sec): 3 clusters Score: Raw -70578.444604 + Penalty 914.951233 = -69663.493371 nChanged 14 SP:Iteration 23F (131.410658 sec): 3 clusters Score: Raw -70582.798670 + Penalty 921.607562 = -69661.191108 nChanged 18 SP:Iteration 24F (131.412240 sec): 3 clusters Score: Raw -70589.508666 + Penalty 930.554304 = -69658.954362 nChanged 21 SP:Iteration 25F (131.413835 sec): 3 clusters Score: Raw -70596.595981 + Penalty 936.276992 = -69660.318990 nChanged 15 SP:Iteration 26Q (131.415372 sec): 3 clusters Score: Raw -70602.674732 + Penalty 941.885159 = -69660.789573 nChanged 17 SP:Iteration 27Q (131.416964 sec): 3 clusters Score: Raw -70609.616663 + Penalty 947.045338 = -69662.571325 nChanged 14 SP:Iteration 28Q (131.418617 sec): 3 clusters Score: Raw -70614.982563 + Penalty 950.018140 = -69664.964423 nChanged 6 SP:Iteration 29Q (131.420231 sec): 3 clusters Score: Raw -70616.923939 + Penalty 952.198499 = -69664.725440 nChanged 4 SP:Iteration 30F (131.421888 sec): 3 clusters Score: Raw -70618.124424 + Penalty 954.933550 = -69663.190874 nChanged 4 SP:Iteration 31F (131.423576 sec): 3 clusters Score: Raw -70619.959138 + Penalty 958.228774 = -69661.730364 nChanged 5 SP:Iteration 32F (131.425145 sec): 3 clusters Score: Raw -70622.311038 + Penalty 959.993696 = -69662.317342 nChanged 3 SP:Iteration 33Q (131.426630 sec): 3 clusters Score: Raw -70622.776025 + Penalty 960.356063 = -69662.419962 nChanged 1 SP:Iteration 34Q (131.428151 sec): 3 clusters Score: Raw -70622.734349 + Penalty 960.356063 = -69662.378287 nChanged 0 SP:Iteration 35F (131.429797 sec): 3 clusters Score: Raw -70622.734349 + Penalty 960.356063 = -69662.378287 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.432104 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.433459 sec): 3 clusters Score: Raw -55627.046733 + Penalty 1787.642692 = -53839.404041 nChanged 195 SP:Iteration 1F (131.434826 sec): 3 clusters Score: Raw -55805.146112 + Penalty 1789.827391 = -54015.318721 nChanged 45 SP:Iteration 2F (131.436157 sec): 3 clusters Score: Raw -55858.683698 + Penalty 1792.567833 = -54066.115865 nChanged 26 SP:Iteration 3Q (131.437473 sec): 3 clusters Score: Raw -55889.474773 + Penalty 1795.089035 = -54094.385738 nChanged 18 SP:Iteration 4Q (131.438781 sec): 3 clusters Score: Raw -55906.436880 + Penalty 1798.421665 = -54108.015215 nChanged 15 SP:Iteration 5Q (131.440099 sec): 3 clusters Score: Raw -55916.881229 + Penalty 1799.363061 = -54117.518168 nChanged 8 SP:Iteration 6Q (131.441417 sec): 3 clusters Score: Raw -55931.074995 + Penalty 1800.953891 = -54130.121104 nChanged 6 SP:Iteration 7Q (131.442715 sec): 3 clusters Score: Raw -55936.926480 + Penalty 1802.010135 = -54134.916345 nChanged 5 SP:Iteration 8Q (131.444014 sec): 3 clusters Score: Raw -55943.436658 + Penalty 1803.960618 = -54139.476040 nChanged 5 SP:Iteration 9Q (131.445319 sec): 3 clusters Score: Raw -55948.730806 + Penalty 1806.204092 = -54142.526714 nChanged 5 SP:Iteration 10F (131.446659 sec): 3 clusters Score: Raw -55953.320017 + Penalty 1806.204092 = -54147.115926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.448338 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.449294 sec): 3 clusters Score: Raw -30617.392932 + Penalty 1886.459935 = -28730.932997 nChanged 84 SP:Iteration 1F (131.450198 sec): 3 clusters Score: Raw -30739.878216 + Penalty 1886.168372 = -28853.709843 nChanged 21 SP:Iteration 2F (131.451101 sec): 3 clusters Score: Raw -30789.827488 + Penalty 1885.933603 = -28903.893885 nChanged 10 SP:Iteration 3Q (131.452002 sec): 3 clusters Score: Raw -30816.881463 + Penalty 1885.899205 = -28930.982257 nChanged 5 SP:Iteration 4Q (131.452883 sec): 3 clusters Score: Raw -30824.689127 + Penalty 1885.972687 = -28938.716440 nChanged 4 SP:Iteration 5Q (131.453746 sec): 3 clusters Score: Raw -30831.253050 + Penalty 1885.990139 = -28945.262911 nChanged 5 SP:Iteration 6Q (131.454604 sec): 3 clusters Score: Raw -30840.606516 + Penalty 1885.936850 = -28954.669666 nChanged 3 SP:Iteration 7Q (131.455460 sec): 3 clusters Score: Raw -30845.581647 + Penalty 1885.989937 = -28959.591710 nChanged 1 SP:Iteration 8Q (131.456311 sec): 3 clusters Score: Raw -30846.832603 + Penalty 1885.989937 = -28960.842666 nChanged 0 SP:Iteration 9F (131.457204 sec): 3 clusters Score: Raw -30846.832603 + Penalty 1885.989937 = -28960.842666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.461982 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.464426 sec): 3 clusters Score: Raw -111862.337828 + Penalty 1950.273610 = -109912.064217 nChanged 442 SP:Iteration 1F (131.466807 sec): 3 clusters Score: Raw -112133.861019 + Penalty 1963.168415 = -110170.692603 nChanged 141 SP:Iteration 2F (131.469259 sec): 3 clusters Score: Raw -112306.473245 + Penalty 1979.097450 = -110327.375795 nChanged 116 SP:Iteration 3F (131.471724 sec): 3 clusters Score: Raw -112450.186829 + Penalty 1992.719804 = -110457.467025 nChanged 84 SP:Iteration 4F (131.474289 sec): 3 clusters Score: Raw -112555.474545 + Penalty 2003.595262 = -110551.879283 nChanged 61 SP:Iteration 5Q (131.476742 sec): 3 clusters Score: Raw -112625.806491 + Penalty 2010.557193 = -110615.249298 nChanged 30 SP:Iteration 6Q (131.479053 sec): 3 clusters Score: Raw -112658.819916 + Penalty 2015.548452 = -110643.271464 nChanged 19 SP:Iteration 7Q (131.481306 sec): 3 clusters Score: Raw -112677.195654 + Penalty 2017.831678 = -110659.363976 nChanged 8 SP:Iteration 8Q (131.483554 sec): 3 clusters Score: Raw -112681.305283 + Penalty 2018.272462 = -110663.032821 nChanged 4 SP:Iteration 9Q (131.485916 sec): 3 clusters Score: Raw -112684.076219 + Penalty 2019.602966 = -110664.473253 nChanged 3 SP:Iteration 10F (131.488436 sec): 3 clusters Score: Raw -112686.320989 + Penalty 2019.736474 = -110666.584515 nChanged 1 SP:Iteration 11Q (131.490766 sec): 3 clusters Score: Raw -112687.409591 + Penalty 2019.736474 = -110667.673117 nChanged 0 SP:Iteration 12F (131.493145 sec): 3 clusters Score: Raw -112687.409591 + Penalty 2019.736474 = -110667.673117 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.496213 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.497743 sec): 3 clusters Score: Raw -62896.598269 + Penalty 924.596600 = -61972.001669 nChanged 269 SP:Iteration 1F (131.499270 sec): 3 clusters Score: Raw -63062.140703 + Penalty 925.747023 = -62136.393680 nChanged 78 SP:Iteration 2F (131.500813 sec): 3 clusters Score: Raw -63111.934597 + Penalty 927.712857 = -62184.221740 nChanged 52 SP:Iteration 3F (131.502325 sec): 3 clusters Score: Raw -63159.894989 + Penalty 932.142019 = -62227.752971 nChanged 53 SP:Iteration 4F (131.503844 sec): 3 clusters Score: Raw -63210.495667 + Penalty 935.961140 = -62274.534528 nChanged 50 SP:Iteration 5F (131.505361 sec): 3 clusters Score: Raw -63256.875419 + Penalty 937.827546 = -62319.047873 nChanged 38 SP:Iteration 6F (131.506878 sec): 3 clusters Score: Raw -63285.401015 + Penalty 938.785750 = -62346.615265 nChanged 19 SP:Iteration 7Q (131.508357 sec): 3 clusters Score: Raw -63302.798165 + Penalty 940.716207 = -62362.081958 nChanged 17 SP:Iteration 8Q (131.509817 sec): 3 clusters Score: Raw -63318.530579 + Penalty 939.234626 = -62379.295954 nChanged 11 SP:Iteration 9Q (131.511289 sec): 3 clusters Score: Raw -63331.803835 + Penalty 936.767513 = -62395.036322 nChanged 11 SP:Iteration 10F (131.512803 sec): 3 clusters Score: Raw -63353.621119 + Penalty 932.983583 = -62420.637536 nChanged 12 SP:Iteration 11Q (131.514290 sec): 3 clusters Score: Raw -63364.206125 + Penalty 932.491732 = -62431.714392 nChanged 7 SP:Iteration 12Q (131.515722 sec): 3 clusters Score: Raw -63366.868444 + Penalty 931.393900 = -62435.474543 nChanged 2 SP:Iteration 13Q (131.517147 sec): 3 clusters Score: Raw -63366.994934 + Penalty 930.852203 = -62436.142731 nChanged 1 SP:Iteration 14Q (131.518574 sec): 3 clusters Score: Raw -63367.126756 + Penalty 930.852203 = -62436.274554 nChanged 0 SP:Iteration 15F (131.520204 sec): 3 clusters Score: Raw -63367.126756 + Penalty 930.852203 = -62436.274554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.523020 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.524491 sec): 3 clusters Score: Raw -58927.466160 + Penalty 1851.324291 = -57076.141869 nChanged 162 SP:Iteration 1F (131.525866 sec): 3 clusters Score: Raw -59075.640472 + Penalty 1851.035009 = -57224.605463 nChanged 39 SP:Iteration 2F (131.527224 sec): 3 clusters Score: Raw -59110.953323 + Penalty 1850.919578 = -57260.033745 nChanged 17 SP:Iteration 3Q (131.528567 sec): 3 clusters Score: Raw -59124.848328 + Penalty 1850.614866 = -57274.233461 nChanged 11 SP:Iteration 4Q (131.529896 sec): 3 clusters Score: Raw -59133.381555 + Penalty 1850.112506 = -57283.269049 nChanged 10 SP:Iteration 5Q (131.531250 sec): 3 clusters Score: Raw -59144.293213 + Penalty 1849.351833 = -57294.941381 nChanged 14 SP:Iteration 6Q (131.532591 sec): 3 clusters Score: Raw -59162.041856 + Penalty 1849.550762 = -57312.491094 nChanged 6 SP:Iteration 7Q (131.533935 sec): 3 clusters Score: Raw -59167.973998 + Penalty 1849.455091 = -57318.518907 nChanged 4 SP:Iteration 8Q (131.535313 sec): 3 clusters Score: Raw -59172.229689 + Penalty 1849.388440 = -57322.841249 nChanged 2 SP:Iteration 9Q (131.536660 sec): 3 clusters Score: Raw -59173.230658 + Penalty 1849.233590 = -57323.997068 nChanged 1 SP:Iteration 10F (131.538020 sec): 3 clusters Score: Raw -59173.836867 + Penalty 1849.083384 = -57324.753483 nChanged 1 SP:Iteration 11Q (131.539362 sec): 3 clusters Score: Raw -59174.623702 + Penalty 1849.083384 = -57325.540317 nChanged 0 SP:Iteration 12F (131.540719 sec): 3 clusters Score: Raw -59174.623702 + Penalty 1849.083384 = -57325.540317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.542660 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.543530 sec): 3 clusters Score: Raw -30536.463475 + Penalty 1168.310130 = -29368.153346 nChanged 99 SP:Iteration 1F (131.544383 sec): 3 clusters Score: Raw -30624.641173 + Penalty 1167.627077 = -29457.014095 nChanged 20 SP:Iteration 2F (131.545237 sec): 3 clusters Score: Raw -30643.950874 + Penalty 1168.165868 = -29475.785006 nChanged 14 SP:Iteration 3Q (131.546082 sec): 3 clusters Score: Raw -30671.939641 + Penalty 1168.067576 = -29503.872066 nChanged 16 SP:Iteration 4Q (131.546921 sec): 3 clusters Score: Raw -30691.956740 + Penalty 1168.398527 = -29523.558213 nChanged 10 SP:Iteration 5Q (131.547761 sec): 3 clusters Score: Raw -30703.416533 + Penalty 1167.618537 = -29535.797996 nChanged 5 SP:Iteration 6Q (131.548592 sec): 3 clusters Score: Raw -30712.135270 + Penalty 1166.898668 = -29545.236601 nChanged 2 SP:Iteration 7Q (131.549430 sec): 3 clusters Score: Raw -30717.799083 + Penalty 1166.570041 = -29551.229042 nChanged 1 SP:Iteration 8Q (131.550262 sec): 3 clusters Score: Raw -30721.647430 + Penalty 1166.376330 = -29555.271100 nChanged 2 SP:Iteration 9Q (131.551091 sec): 3 clusters Score: Raw -30724.380611 + Penalty 1166.376330 = -29558.004281 nChanged 0 SP:Iteration 10F (131.552036 sec): 3 clusters Score: Raw -30724.380611 + Penalty 1166.376330 = -29558.004281 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.555657 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.557589 sec): 3 clusters Score: Raw -77730.583676 + Penalty 1461.653767 = -76268.929909 nChanged 289 SP:Iteration 1F (131.559422 sec): 3 clusters Score: Raw -77899.411394 + Penalty 1460.628998 = -76438.782396 nChanged 101 SP:Iteration 2F (131.561248 sec): 3 clusters Score: Raw -77974.629893 + Penalty 1460.982309 = -76513.647584 nChanged 69 SP:Iteration 3F (131.563050 sec): 3 clusters Score: Raw -78034.634479 + Penalty 1467.059318 = -76567.575161 nChanged 60 SP:Iteration 4F (131.564859 sec): 3 clusters Score: Raw -78078.404389 + Penalty 1471.186135 = -76607.218254 nChanged 36 SP:Iteration 5Q (131.566621 sec): 3 clusters Score: Raw -78103.304294 + Penalty 1476.912059 = -76626.392235 nChanged 27 SP:Iteration 6Q (131.568441 sec): 3 clusters Score: Raw -78120.538133 + Penalty 1484.464367 = -76636.073766 nChanged 26 SP:Iteration 7Q (131.570368 sec): 3 clusters Score: Raw -78138.837540 + Penalty 1491.917877 = -76646.919662 nChanged 30 SP:Iteration 8Q (131.572263 sec): 3 clusters Score: Raw -78161.113423 + Penalty 1507.050041 = -76654.063381 nChanged 23 SP:Iteration 9Q (131.574083 sec): 3 clusters Score: Raw -78180.887337 + Penalty 1523.720933 = -76657.166404 nChanged 22 SP:Iteration 10F (131.575966 sec): 3 clusters Score: Raw -78206.379545 + Penalty 1545.697579 = -76660.681966 nChanged 29 SP:Iteration 11Q (131.577869 sec): 3 clusters Score: Raw -78254.498052 + Penalty 1570.032383 = -76684.465669 nChanged 29 SP:Iteration 12Q (131.579635 sec): 3 clusters Score: Raw -78306.185261 + Penalty 1572.593365 = -76733.591895 nChanged 18 SP:Iteration 13Q (131.581331 sec): 3 clusters Score: Raw -78328.589189 + Penalty 1577.729959 = -76750.859229 nChanged 13 SP:Iteration 14Q (131.583005 sec): 3 clusters Score: Raw -78349.022015 + Penalty 1582.687010 = -76766.335005 nChanged 12 SP:Iteration 15Q (131.584641 sec): 3 clusters Score: Raw -78363.965036 + Penalty 1584.261504 = -76779.703532 nChanged 9 SP:Iteration 16Q (131.586281 sec): 3 clusters Score: Raw -78371.882367 + Penalty 1579.780797 = -76792.101570 nChanged 9 SP:Iteration 17Q (131.588075 sec): 3 clusters Score: Raw -78378.395150 + Penalty 1579.275463 = -76799.119687 nChanged 1 SP:Iteration 18Q (131.589797 sec): 3 clusters Score: Raw -78378.567144 + Penalty 1579.275463 = -76799.291680 nChanged 0 SP:Iteration 19F (131.591686 sec): 3 clusters Score: Raw -78378.567144 + Penalty 1579.275463 = -76799.291680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.593836 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.594807 sec): 3 clusters Score: Raw -31215.491246 + Penalty 881.328479 = -30334.162768 nChanged 120 SP:Iteration 1F (131.595763 sec): 3 clusters Score: Raw -31321.327871 + Penalty 881.136804 = -30440.191066 nChanged 38 SP:Iteration 2F (131.596717 sec): 3 clusters Score: Raw -31365.885708 + Penalty 882.341257 = -30483.544451 nChanged 23 SP:Iteration 3F (131.597676 sec): 3 clusters Score: Raw -31396.603950 + Penalty 882.293843 = -30514.310107 nChanged 13 SP:Iteration 4Q (131.598618 sec): 3 clusters Score: Raw -31413.864616 + Penalty 883.594238 = -30530.270378 nChanged 11 SP:Iteration 5Q (131.599558 sec): 3 clusters Score: Raw -31437.303704 + Penalty 883.251658 = -30554.052045 nChanged 11 SP:Iteration 6Q (131.600491 sec): 3 clusters Score: Raw -31449.529022 + Penalty 883.235734 = -30566.293289 nChanged 9 SP:Iteration 7Q (131.601417 sec): 3 clusters Score: Raw -31460.197034 + Penalty 883.642416 = -30576.554618 nChanged 2 SP:Iteration 8Q (131.602347 sec): 3 clusters Score: Raw -31462.341474 + Penalty 883.468268 = -30578.873207 nChanged 2 SP:Iteration 9Q (131.603267 sec): 3 clusters Score: Raw -31467.720048 + Penalty 883.450229 = -30584.269819 nChanged 5 SP:Iteration 10F (131.604236 sec): 3 clusters Score: Raw -31474.762339 + Penalty 883.098178 = -30591.664161 nChanged 3 SP:Iteration 11Q (131.605212 sec): 3 clusters Score: Raw -31478.519816 + Penalty 882.898975 = -30595.620842 nChanged 3 SP:Iteration 12Q (131.606174 sec): 3 clusters Score: Raw -31480.991789 + Penalty 882.785395 = -30598.206394 nChanged 1 SP:Iteration 13Q (131.607130 sec): 3 clusters Score: Raw -31481.839912 + Penalty 882.747825 = -30599.092087 nChanged 1 SP:Iteration 14Q (131.608085 sec): 3 clusters Score: Raw -31482.548422 + Penalty 882.643552 = -30599.904871 nChanged 1 SP:Iteration 15Q (131.609044 sec): 3 clusters Score: Raw -31482.851518 + Penalty 882.643552 = -30600.207966 nChanged 0 SP:Iteration 16F (131.609996 sec): 3 clusters Score: Raw -31482.851518 + Penalty 882.643552 = -30600.207966 nChanged 0 Iteration 239F (132.125974 sec): 27 clusters Score: Raw -3015770.659067 + Penalty 21734.844075 = -2994035.814991 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015770.659067 + Penalty 21734.844075 = -2994035.814991Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.258257 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.263426 sec): 3 clusters Score: Raw -228813.159343 + Penalty 311.513012 = -228501.646331 nChanged 1310 SP:Iteration 1F (132.268580 sec): 3 clusters Score: Raw -229988.108414 + Penalty 326.167304 = -229661.941111 nChanged 338 SP:Iteration 2F (132.274031 sec): 3 clusters Score: Raw -230377.771232 + Penalty 357.859612 = -230019.911620 nChanged 152 SP:Iteration 3F (132.279185 sec): 3 clusters Score: Raw -230558.350713 + Penalty 355.405135 = -230202.945577 nChanged 34 SP:Iteration 4Q (132.283688 sec): 3 clusters Score: Raw -230597.015663 + Penalty 342.796431 = -230254.219232 nChanged 2 SP:Iteration 5Q (132.287777 sec): 3 clusters Score: Raw -230596.360607 + Penalty 311.985305 = -230284.375301 nChanged 3 SP:Iteration 6Q (132.291770 sec): 3 clusters Score: Raw -230596.899556 + Penalty 155.743991 = -230441.155564 nChanged 2 SP:Iteration 7Q (132.295867 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP:Iteration 8F (132.299825 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.301116 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.301478 sec): 3 clusters Score: Raw -3470.870342 + Penalty 295.641255 = -3175.229086 nChanged 15 SP:Iteration 1F (132.301783 sec): 3 clusters Score: Raw -3516.502921 + Penalty 331.913998 = -3184.588923 nChanged 4 SP:Iteration 2F (132.302081 sec): 3 clusters Score: Raw -3551.234457 + Penalty 331.913998 = -3219.320459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.302922 sec): 2 clusters Score: Raw -631.899445 + Penalty 20.873633 = -611.025812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.303117 sec): 3 clusters Score: Raw -646.195812 + Penalty 44.219145 = -601.976667 nChanged 2 SP:Iteration 1F (132.303308 sec): 3 clusters Score: Raw -659.566229 + Penalty 51.634778 = -607.931451 nChanged 1 SP:Iteration 2F (132.303498 sec): 3 clusters Score: Raw -669.852455 + Penalty 51.634778 = -618.217677 nChanged 0 Score: Raw -3036486.966677 + Penalty 21882.511974 = -3014604.454703 Splitting cluster 3 changes total score from -2994035.814991 to -3014604.454703 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.805275 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.808875 sec): 3 clusters Score: Raw -149216.691242 + Penalty 743.672310 = -148473.018931 nChanged 740 SP:Iteration 1F (132.812239 sec): 3 clusters Score: Raw -149796.389684 + Penalty 768.107313 = -149028.282370 nChanged 197 SP:Iteration 2F (132.815442 sec): 3 clusters Score: Raw -149976.852468 + Penalty 791.194333 = -149185.658135 nChanged 136 SP:Iteration 3F (132.818670 sec): 3 clusters Score: Raw -150079.213144 + Penalty 799.997292 = -149279.215852 nChanged 64 SP:Iteration 4Q (132.822022 sec): 3 clusters Score: Raw -150117.458934 + Penalty 802.393449 = -149315.065484 nChanged 49 SP:Iteration 5Q (132.825258 sec): 3 clusters Score: Raw -150137.652609 + Penalty 807.670475 = -149329.982135 nChanged 37 SP:Iteration 6Q (132.828459 sec): 3 clusters Score: Raw -150150.372396 + Penalty 810.729699 = -149339.642697 nChanged 19 SP:Iteration 7Q (132.831623 sec): 3 clusters Score: Raw -150159.354938 + Penalty 812.773950 = -149346.580989 nChanged 26 SP:Iteration 8Q (132.834777 sec): 3 clusters Score: Raw -150171.558748 + Penalty 823.602130 = -149347.956618 nChanged 25 SP:Iteration 9Q (132.838201 sec): 3 clusters Score: Raw -150182.723851 + Penalty 831.595459 = -149351.128393 nChanged 19 SP:Iteration 10F (132.841578 sec): 3 clusters Score: Raw -150190.577317 + Penalty 836.267779 = -149354.309538 nChanged 16 SP:Iteration 11Q (132.844735 sec): 3 clusters Score: Raw -150196.455050 + Penalty 841.113925 = -149355.341126 nChanged 18 SP:Iteration 12Q (132.847969 sec): 3 clusters Score: Raw -150205.614360 + Penalty 848.794888 = -149356.819472 nChanged 16 SP:Iteration 13Q (132.851087 sec): 3 clusters Score: Raw -150215.521278 + Penalty 846.501697 = -149369.019582 nChanged 17 SP:Iteration 14Q (132.854215 sec): 3 clusters Score: Raw -150225.735648 + Penalty 844.396654 = -149381.338994 nChanged 13 SP:Iteration 15Q (132.857291 sec): 3 clusters Score: Raw -150233.191680 + Penalty 841.151118 = -149392.040562 nChanged 12 SP:Iteration 16Q (132.860358 sec): 3 clusters Score: Raw -150241.958317 + Penalty 839.237241 = -149402.721076 nChanged 9 SP:Iteration 17Q (132.863361 sec): 3 clusters Score: Raw -150246.955594 + Penalty 840.441115 = -149406.514479 nChanged 8 SP:Iteration 18Q (132.866345 sec): 3 clusters Score: Raw -150250.456397 + Penalty 843.530599 = -149406.925798 nChanged 12 SP:Iteration 19Q (132.869335 sec): 3 clusters Score: Raw -150256.642141 + Penalty 844.518796 = -149412.123345 nChanged 11 SP:Iteration 20F (132.872834 sec): 3 clusters Score: Raw -150263.817931 + Penalty 843.669655 = -149420.148276 nChanged 8 SP:Iteration 21Q (132.875810 sec): 3 clusters Score: Raw -150271.201655 + Penalty 841.488759 = -149429.712896 nChanged 7 SP:Iteration 22Q (132.878700 sec): 3 clusters Score: Raw -150279.293702 + Penalty 842.334460 = -149436.959241 nChanged 2 SP:Iteration 23Q (132.881506 sec): 3 clusters Score: Raw -150280.093807 + Penalty 840.922844 = -149439.170964 nChanged 2 SP:Iteration 24Q (132.884298 sec): 3 clusters Score: Raw -150280.655212 + Penalty 841.686457 = -149438.968755 nChanged 2 SP:Iteration 25F (132.887547 sec): 3 clusters Score: Raw -150281.755046 + Penalty 842.914714 = -149438.840332 nChanged 3 SP:Iteration 26F (132.890843 sec): 3 clusters Score: Raw -150284.548566 + Penalty 844.677919 = -149439.870647 nChanged 4 SP:Iteration 27Q (132.893627 sec): 3 clusters Score: Raw -150287.906524 + Penalty 846.683463 = -149441.223060 nChanged 2 SP:Iteration 28Q (132.896374 sec): 3 clusters Score: Raw -150288.170316 + Penalty 846.683463 = -149441.486853 nChanged 0 SP:Iteration 29F (132.899586 sec): 3 clusters Score: Raw -150288.170316 + Penalty 846.683463 = -149441.486853 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.996807 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.038160 sec): 3 clusters Score: Raw -1697220.608917 + Penalty 614.606310 = -1696606.002607 nChanged 10374 SP:Iteration 1F (133.078199 sec): 3 clusters Score: Raw -1706675.943534 + Penalty 615.267023 = -1706060.676511 nChanged 3119 SP:Iteration 2F (133.118213 sec): 3 clusters Score: Raw -1710400.301800 + Penalty 566.522824 = -1709833.778976 nChanged 939 SP:Iteration 3Q (133.159868 sec): 3 clusters Score: Raw -1711436.299385 + Penalty 502.129903 = -1710934.169482 nChanged 270 SP:Iteration 4Q (133.194384 sec): 3 clusters Score: Raw -1711719.572930 + Penalty 476.168552 = -1711243.404378 nChanged 66 SP:Iteration 5Q (133.226650 sec): 3 clusters Score: Raw -1711771.130814 + Penalty 469.404612 = -1711301.726202 nChanged 36 SP:Iteration 6Q (133.258252 sec): 3 clusters Score: Raw -1711792.906030 + Penalty 471.273733 = -1711321.632297 nChanged 21 SP:Iteration 7Q (133.289524 sec): 3 clusters Score: Raw -1711804.167135 + Penalty 465.704517 = -1711338.462618 nChanged 14 SP:Iteration 8Q (133.321339 sec): 3 clusters Score: Raw -1711811.936526 + Penalty 462.354171 = -1711349.582355 nChanged 10 SP:Iteration 9Q (133.352431 sec): 3 clusters Score: Raw -1711815.777396 + Penalty 454.592281 = -1711361.185115 nChanged 5 SP:Iteration 10F (133.392303 sec): 3 clusters Score: Raw -1711817.563258 + Penalty 454.354239 = -1711363.209020 nChanged 3 SP:Iteration 11Q (133.424400 sec): 3 clusters Score: Raw -1711817.920702 + Penalty 454.354239 = -1711363.566463 nChanged 0 SP:Iteration 12F (133.464681 sec): 3 clusters Score: Raw -1711817.920702 + Penalty 454.354239 = -1711363.566463 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.480225 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.482154 sec): 3 clusters Score: Raw -83563.839361 + Penalty 1363.763764 = -82200.075596 nChanged 327 SP:Iteration 1F (133.484053 sec): 3 clusters Score: Raw -83752.046927 + Penalty 1361.142157 = -82390.904770 nChanged 116 SP:Iteration 2F (133.485907 sec): 3 clusters Score: Raw -83855.478841 + Penalty 1360.206733 = -82495.272108 nChanged 77 SP:Iteration 3F (133.487804 sec): 3 clusters Score: Raw -83925.355087 + Penalty 1361.441353 = -82563.913734 nChanged 62 SP:Iteration 4F (133.489707 sec): 3 clusters Score: Raw -83976.941737 + Penalty 1363.506436 = -82613.435301 nChanged 46 SP:Iteration 5Q (133.491567 sec): 3 clusters Score: Raw -84009.039200 + Penalty 1364.540490 = -82644.498709 nChanged 31 SP:Iteration 6Q (133.493385 sec): 3 clusters Score: Raw -84037.667737 + Penalty 1365.764514 = -82671.903223 nChanged 30 SP:Iteration 7Q (133.495200 sec): 3 clusters Score: Raw -84057.734493 + Penalty 1367.351162 = -82690.383331 nChanged 17 SP:Iteration 8Q (133.497013 sec): 3 clusters Score: Raw -84066.651444 + Penalty 1368.129592 = -82698.521853 nChanged 15 SP:Iteration 9Q (133.498821 sec): 3 clusters Score: Raw -84076.566048 + Penalty 1369.040168 = -82707.525879 nChanged 9 SP:Iteration 10F (133.500716 sec): 3 clusters Score: Raw -84079.183415 + Penalty 1369.332079 = -82709.851336 nChanged 5 SP:Iteration 11Q (133.502589 sec): 3 clusters Score: Raw -84081.368936 + Penalty 1370.207711 = -82711.161225 nChanged 4 SP:Iteration 12Q (133.504438 sec): 3 clusters Score: Raw -84082.461186 + Penalty 1370.501120 = -82711.960066 nChanged 5 SP:Iteration 13Q (133.506357 sec): 3 clusters Score: Raw -84085.179070 + Penalty 1370.842081 = -82714.336989 nChanged 5 SP:Iteration 14Q (133.508386 sec): 3 clusters Score: Raw -84086.632092 + Penalty 1371.105653 = -82715.526439 nChanged 3 SP:Iteration 15Q (133.510308 sec): 3 clusters Score: Raw -84087.305104 + Penalty 1371.429197 = -82715.875907 nChanged 3 SP:Iteration 16Q (133.512142 sec): 3 clusters Score: Raw -84088.307758 + Penalty 1371.447079 = -82716.860679 nChanged 4 SP:Iteration 17Q (133.514001 sec): 3 clusters Score: Raw -84090.903429 + Penalty 1371.189033 = -82719.714397 nChanged 3 SP:Iteration 18Q (133.515853 sec): 3 clusters Score: Raw -84091.756222 + Penalty 1370.236144 = -82721.520079 nChanged 4 SP:Iteration 19Q (133.517773 sec): 3 clusters Score: Raw -84093.139120 + Penalty 1369.350307 = -82723.788813 nChanged 4 SP:Iteration 20F (133.519679 sec): 3 clusters Score: Raw -84094.323663 + Penalty 1368.493845 = -82725.829818 nChanged 5 SP:Iteration 21Q (133.521634 sec): 3 clusters Score: Raw -84098.088977 + Penalty 1367.823846 = -82730.265131 nChanged 3 SP:Iteration 22Q (133.523588 sec): 3 clusters Score: Raw -84099.085375 + Penalty 1367.565437 = -82731.519938 nChanged 1 SP:Iteration 23Q (133.525526 sec): 3 clusters Score: Raw -84099.513018 + Penalty 1367.099712 = -82732.413307 nChanged 2 SP:Iteration 24Q (133.527338 sec): 3 clusters Score: Raw -84100.595434 + Penalty 1366.898846 = -82733.696588 nChanged 1 SP:Iteration 25Q (133.529136 sec): 3 clusters Score: Raw -84101.160806 + Penalty 1366.660604 = -82734.500202 nChanged 1 SP:Iteration 26Q (133.531059 sec): 3 clusters Score: Raw -84101.339869 + Penalty 1366.660604 = -82734.679265 nChanged 0 SP:Iteration 27F (133.533119 sec): 3 clusters Score: Raw -84101.339869 + Penalty 1366.660604 = -82734.679265 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.536917 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.538705 sec): 3 clusters Score: Raw -65305.422219 + Penalty 1974.155259 = -63331.266960 nChanged 273 SP:Iteration 1F (133.540488 sec): 3 clusters Score: Raw -65542.268660 + Penalty 1975.239236 = -63567.029424 nChanged 68 SP:Iteration 2F (133.542259 sec): 3 clusters Score: Raw -65617.522927 + Penalty 1974.847728 = -63642.675199 nChanged 35 SP:Iteration 3Q (133.544007 sec): 3 clusters Score: Raw -65660.331101 + Penalty 1976.856792 = -63683.474309 nChanged 37 SP:Iteration 4Q (133.545666 sec): 3 clusters Score: Raw -65722.279370 + Penalty 1977.972625 = -63744.306744 nChanged 24 SP:Iteration 5Q (133.547304 sec): 3 clusters Score: Raw -65758.861569 + Penalty 1979.105127 = -63779.756441 nChanged 17 SP:Iteration 6Q (133.548907 sec): 3 clusters Score: Raw -65780.966426 + Penalty 1979.909004 = -63801.057422 nChanged 13 SP:Iteration 7Q (133.550497 sec): 3 clusters Score: Raw -65802.086934 + Penalty 1980.826489 = -63821.260444 nChanged 7 SP:Iteration 8Q (133.552079 sec): 3 clusters Score: Raw -65809.731918 + Penalty 1981.638574 = -63828.093344 nChanged 6 SP:Iteration 9Q (133.553767 sec): 3 clusters Score: Raw -65820.870703 + Penalty 1982.808906 = -63838.061797 nChanged 9 SP:Iteration 10F (133.555597 sec): 3 clusters Score: Raw -65833.649526 + Penalty 1982.733245 = -63850.916281 nChanged 7 SP:Iteration 11Q (133.557315 sec): 3 clusters Score: Raw -65840.345019 + Penalty 1983.378364 = -63856.966654 nChanged 5 SP:Iteration 12Q (133.558964 sec): 3 clusters Score: Raw -65847.967473 + Penalty 1983.543593 = -63864.423880 nChanged 8 SP:Iteration 13Q (133.560564 sec): 3 clusters Score: Raw -65855.827157 + Penalty 1983.390272 = -63872.436885 nChanged 6 SP:Iteration 14Q (133.562152 sec): 3 clusters Score: Raw -65862.061236 + Penalty 1984.324365 = -63877.736871 nChanged 6 SP:Iteration 15Q (133.563850 sec): 3 clusters Score: Raw -65869.382149 + Penalty 1984.373643 = -63885.008506 nChanged 2 SP:Iteration 16Q (133.565514 sec): 3 clusters Score: Raw -65871.791272 + Penalty 1984.578807 = -63887.212465 nChanged 1 SP:Iteration 17Q (133.567076 sec): 3 clusters Score: Raw -65872.685183 + Penalty 1984.932043 = -63887.753140 nChanged 1 SP:Iteration 18Q (133.568628 sec): 3 clusters Score: Raw -65873.633404 + Penalty 1985.210007 = -63888.423398 nChanged 1 SP:Iteration 19Q (133.570179 sec): 3 clusters Score: Raw -65874.340563 + Penalty 1985.501528 = -63888.839035 nChanged 1 SP:Iteration 20F (133.571974 sec): 3 clusters Score: Raw -65875.399897 + Penalty 1985.354419 = -63890.045478 nChanged 1 SP:Iteration 21Q (133.573649 sec): 3 clusters Score: Raw -65875.665909 + Penalty 1985.354419 = -63890.311490 nChanged 0 SP:Iteration 22F (133.575423 sec): 3 clusters Score: Raw -65875.665909 + Penalty 1985.354419 = -63890.311490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.576479 sec): 2 clusters Score: Raw -1301.511127 + Penalty 56.009322 = -1245.501805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.576713 sec): 3 clusters Score: Raw -1332.451136 + Penalty 101.711956 = -1230.739179 nChanged 1 SP:Iteration 1Q (133.576936 sec): 3 clusters Score: Raw -1334.196683 + Penalty 101.711956 = -1232.484726 nChanged 0 SP:Iteration 2F (133.577161 sec): 3 clusters Score: Raw -1334.196683 + Penalty 101.711956 = -1232.484726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.578004 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.578268 sec): 3 clusters Score: Raw -1959.095043 + Penalty 256.910741 = -1702.184302 nChanged 2 SP:Iteration 1F (133.578528 sec): 3 clusters Score: Raw -1971.473625 + Penalty 258.825496 = -1712.648129 nChanged 1 SP:Iteration 2Q (133.578780 sec): 3 clusters Score: Raw -1973.794950 + Penalty 262.747514 = -1711.047435 nChanged 1 SP:Iteration 3F (133.579039 sec): 3 clusters Score: Raw -1974.848787 + Penalty 262.747514 = -1712.101273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.581877 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.583431 sec): 3 clusters Score: Raw -62850.360068 + Penalty 1169.807987 = -61680.552081 nChanged 250 SP:Iteration 1F (133.584966 sec): 3 clusters Score: Raw -63116.306535 + Penalty 1165.519912 = -61950.786623 nChanged 93 SP:Iteration 2F (133.586497 sec): 3 clusters Score: Raw -63220.146540 + Penalty 1160.888810 = -62059.257730 nChanged 56 SP:Iteration 3F (133.588099 sec): 3 clusters Score: Raw -63284.218280 + Penalty 1159.553615 = -62124.664665 nChanged 19 SP:Iteration 4Q (133.589728 sec): 3 clusters Score: Raw -63298.361654 + Penalty 1158.397007 = -62139.964646 nChanged 7 SP:Iteration 5Q (133.591331 sec): 3 clusters Score: Raw -63301.789138 + Penalty 1158.290379 = -62143.498759 nChanged 5 SP:Iteration 6Q (133.592873 sec): 3 clusters Score: Raw -63303.994299 + Penalty 1158.234349 = -62145.759951 nChanged 3 SP:Iteration 7Q (133.594407 sec): 3 clusters Score: Raw -63304.654999 + Penalty 1158.234349 = -62146.420650 nChanged 0 SP:Iteration 8F (133.595939 sec): 3 clusters Score: Raw -63304.654999 + Penalty 1158.234349 = -62146.420650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.596956 sec): 2 clusters Score: Raw -619.290834 + Penalty 29.215625 = -590.075209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.597167 sec): 3 clusters Score: Raw -637.406808 + Penalty 61.999873 = -575.406935 nChanged 2 SP:Iteration 1F (133.597375 sec): 3 clusters Score: Raw -650.202934 + Penalty 61.999873 = -588.203060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.600602 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.601748 sec): 3 clusters Score: Raw -39388.687837 + Penalty 763.140090 = -38625.547747 nChanged 170 SP:Iteration 1F (133.602810 sec): 3 clusters Score: Raw -39511.670745 + Penalty 763.652695 = -38748.018050 nChanged 48 SP:Iteration 2F (133.603884 sec): 3 clusters Score: Raw -39555.979561 + Penalty 763.205347 = -38792.774214 nChanged 25 SP:Iteration 3F (133.605012 sec): 3 clusters Score: Raw -39594.184365 + Penalty 768.389142 = -38825.795223 nChanged 31 SP:Iteration 4F (133.606115 sec): 3 clusters Score: Raw -39634.784829 + Penalty 781.482799 = -38853.302031 nChanged 29 SP:Iteration 5F (133.607249 sec): 3 clusters Score: Raw -39658.816498 + Penalty 791.471163 = -38867.345335 nChanged 18 SP:Iteration 6Q (133.608309 sec): 3 clusters Score: Raw -39670.423202 + Penalty 797.285621 = -38873.137581 nChanged 8 SP:Iteration 7Q (133.609327 sec): 3 clusters Score: Raw -39673.355192 + Penalty 800.705687 = -38872.649505 nChanged 4 SP:Iteration 8F (133.610371 sec): 3 clusters Score: Raw -39674.575670 + Penalty 800.705687 = -38873.869983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.619881 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.621297 sec): 3 clusters Score: Raw -56795.742725 + Penalty 1837.259499 = -54958.483226 nChanged 162 SP:Iteration 1F (133.622700 sec): 3 clusters Score: Raw -56977.216104 + Penalty 1838.736438 = -55138.479667 nChanged 62 SP:Iteration 2F (133.624112 sec): 3 clusters Score: Raw -57048.169115 + Penalty 1841.239797 = -55206.929318 nChanged 34 SP:Iteration 3F (133.625524 sec): 3 clusters Score: Raw -57080.958722 + Penalty 1844.881762 = -55236.076959 nChanged 24 SP:Iteration 4Q (133.626919 sec): 3 clusters Score: Raw -57105.216513 + Penalty 1849.049725 = -55256.166788 nChanged 16 SP:Iteration 5Q (133.628288 sec): 3 clusters Score: Raw -57126.090816 + Penalty 1855.008863 = -55271.081953 nChanged 18 SP:Iteration 6Q (133.629614 sec): 3 clusters Score: Raw -57153.226899 + Penalty 1866.176448 = -55287.050451 nChanged 25 SP:Iteration 7Q (133.630952 sec): 3 clusters Score: Raw -57191.110139 + Penalty 1876.980342 = -55314.129797 nChanged 20 SP:Iteration 8Q (133.632269 sec): 3 clusters Score: Raw -57224.416455 + Penalty 1883.282702 = -55341.133753 nChanged 17 SP:Iteration 9Q (133.633660 sec): 3 clusters Score: Raw -57256.440731 + Penalty 1889.861779 = -55366.578952 nChanged 13 SP:Iteration 10F (133.635079 sec): 3 clusters Score: Raw -57280.359006 + Penalty 1894.909710 = -55385.449296 nChanged 11 SP:Iteration 11Q (133.636397 sec): 3 clusters Score: Raw -57300.585077 + Penalty 1897.436559 = -55403.148519 nChanged 7 SP:Iteration 12Q (133.637665 sec): 3 clusters Score: Raw -57312.455428 + Penalty 1899.333635 = -55413.121793 nChanged 9 SP:Iteration 13Q (133.639018 sec): 3 clusters Score: Raw -57326.612998 + Penalty 1901.480787 = -55425.132212 nChanged 8 SP:Iteration 14Q (133.640335 sec): 3 clusters Score: Raw -57338.293944 + Penalty 1906.470590 = -55431.823354 nChanged 10 SP:Iteration 15Q (133.641641 sec): 3 clusters Score: Raw -57363.109680 + Penalty 1908.620432 = -55454.489248 nChanged 7 SP:Iteration 16Q (133.642937 sec): 3 clusters Score: Raw -57375.902415 + Penalty 1908.415954 = -55467.486461 nChanged 8 SP:Iteration 17Q (133.644208 sec): 3 clusters Score: Raw -57388.949528 + Penalty 1908.957889 = -55479.991639 nChanged 7 SP:Iteration 18Q (133.645429 sec): 3 clusters Score: Raw -57405.460280 + Penalty 1909.441316 = -55496.018964 nChanged 10 SP:Iteration 19Q (133.646644 sec): 3 clusters Score: Raw -57420.104243 + Penalty 1912.000649 = -55508.103594 nChanged 7 SP:Iteration 20F (133.648006 sec): 3 clusters Score: Raw -57437.202499 + Penalty 1913.250697 = -55523.951802 nChanged 4 SP:Iteration 21Q (133.649279 sec): 3 clusters Score: Raw -57442.833327 + Penalty 1912.891459 = -55529.941868 nChanged 1 SP:Iteration 22Q (133.650536 sec): 3 clusters Score: Raw -57444.021283 + Penalty 1912.116097 = -55531.905187 nChanged 2 SP:Iteration 23Q (133.651792 sec): 3 clusters Score: Raw -57445.211854 + Penalty 1911.751150 = -55533.460704 nChanged 1 SP:Iteration 24Q (133.653021 sec): 3 clusters Score: Raw -57445.921368 + Penalty 1911.384104 = -55534.537264 nChanged 1 SP:Iteration 25Q (133.654278 sec): 3 clusters Score: Raw -57448.094618 + Penalty 1910.643695 = -55537.450923 nChanged 2 SP:Iteration 26Q (133.655535 sec): 3 clusters Score: Raw -57451.002228 + Penalty 1908.725909 = -55542.276320 nChanged 5 SP:Iteration 27Q (133.656829 sec): 3 clusters Score: Raw -57456.574818 + Penalty 1908.342161 = -55548.232656 nChanged 1 SP:Iteration 28Q (133.658079 sec): 3 clusters Score: Raw -57457.023473 + Penalty 1908.342161 = -55548.681311 nChanged 0 SP:Iteration 29F (133.659448 sec): 3 clusters Score: Raw -57457.023473 + Penalty 1908.342161 = -55548.681311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.661805 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.662793 sec): 3 clusters Score: Raw -33859.840146 + Penalty 852.309107 = -33007.531038 nChanged 130 SP:Iteration 1F (133.663762 sec): 3 clusters Score: Raw -33951.527324 + Penalty 847.695193 = -33103.832131 nChanged 36 SP:Iteration 2F (133.664726 sec): 3 clusters Score: Raw -33997.503796 + Penalty 844.474002 = -33153.029794 nChanged 26 SP:Iteration 3F (133.665689 sec): 3 clusters Score: Raw -34024.305082 + Penalty 840.226597 = -33184.078485 nChanged 27 SP:Iteration 4F (133.666647 sec): 3 clusters Score: Raw -34060.828271 + Penalty 834.251348 = -33226.576923 nChanged 21 SP:Iteration 5Q (133.667599 sec): 3 clusters Score: Raw -34083.633045 + Penalty 831.858895 = -33251.774150 nChanged 7 SP:Iteration 6Q (133.668539 sec): 3 clusters Score: Raw -34090.647325 + Penalty 830.720575 = -33259.926749 nChanged 5 SP:Iteration 7Q (133.669475 sec): 3 clusters Score: Raw -34097.155948 + Penalty 830.679573 = -33266.476375 nChanged 3 SP:Iteration 8Q (133.670409 sec): 3 clusters Score: Raw -34100.061308 + Penalty 830.371221 = -33269.690087 nChanged 2 SP:Iteration 9Q (133.671424 sec): 3 clusters Score: Raw -34100.817245 + Penalty 830.371221 = -33270.446024 nChanged 0 SP:Iteration 10F (133.672411 sec): 3 clusters Score: Raw -34100.817245 + Penalty 830.371221 = -33270.446024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.673861 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.674290 sec): 3 clusters Score: Raw -10862.172571 + Penalty 63.945393 = -10798.227178 nChanged 48 SP:Iteration 1F (133.674721 sec): 3 clusters Score: Raw -10913.077708 + Penalty 58.506179 = -10854.571528 nChanged 23 SP:Iteration 2F (133.675111 sec): 3 clusters Score: Raw -10947.552279 + Penalty 34.018850 = -10913.533429 nChanged 1 SP:Iteration 3Q (133.675474 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 4F (133.675835 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.676754 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.677042 sec): 3 clusters Score: Raw -2699.772920 + Penalty 273.546513 = -2426.226407 nChanged 4 SP:Iteration 1F (133.677320 sec): 3 clusters Score: Raw -2704.642054 + Penalty 273.546513 = -2431.095541 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.684447 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.687122 sec): 3 clusters Score: Raw -118355.788286 + Penalty 988.177712 = -117367.610574 nChanged 561 SP:Iteration 1F (133.689805 sec): 3 clusters Score: Raw -118695.252595 + Penalty 987.083356 = -117708.169239 nChanged 132 SP:Iteration 2F (133.692468 sec): 3 clusters Score: Raw -118790.271233 + Penalty 982.128894 = -117808.142339 nChanged 113 SP:Iteration 3F (133.695119 sec): 3 clusters Score: Raw -118864.406409 + Penalty 978.735562 = -117885.670847 nChanged 78 SP:Iteration 4F (133.697702 sec): 3 clusters Score: Raw -118933.827670 + Penalty 972.057249 = -117961.770421 nChanged 69 SP:Iteration 5F (133.700279 sec): 3 clusters Score: Raw -118990.198515 + Penalty 965.664610 = -118024.533905 nChanged 54 SP:Iteration 6Q (133.702884 sec): 3 clusters Score: Raw -119030.494313 + Penalty 961.474916 = -118069.019397 nChanged 43 SP:Iteration 7Q (133.705686 sec): 3 clusters Score: Raw -119066.600990 + Penalty 958.378085 = -118108.222906 nChanged 38 SP:Iteration 8Q (133.708470 sec): 3 clusters Score: Raw -119092.728802 + Penalty 958.137051 = -118134.591751 nChanged 30 SP:Iteration 9Q (133.711248 sec): 3 clusters Score: Raw -119105.972664 + Penalty 956.051763 = -118149.920901 nChanged 26 SP:Iteration 10F (133.713876 sec): 3 clusters Score: Raw -119121.086139 + Penalty 955.213267 = -118165.872872 nChanged 17 SP:Iteration 11Q (133.716399 sec): 3 clusters Score: Raw -119128.596128 + Penalty 954.826812 = -118173.769316 nChanged 15 SP:Iteration 12Q (133.718957 sec): 3 clusters Score: Raw -119135.436391 + Penalty 953.371368 = -118182.065023 nChanged 10 SP:Iteration 13Q (133.721524 sec): 3 clusters Score: Raw -119139.048653 + Penalty 952.362517 = -118186.686136 nChanged 11 SP:Iteration 14Q (133.724085 sec): 3 clusters Score: Raw -119143.519006 + Penalty 952.873534 = -118190.645472 nChanged 9 SP:Iteration 15Q (133.726758 sec): 3 clusters Score: Raw -119145.970821 + Penalty 952.977356 = -118192.993465 nChanged 6 SP:Iteration 16Q (133.729470 sec): 3 clusters Score: Raw -119147.887206 + Penalty 953.317675 = -118194.569530 nChanged 5 SP:Iteration 17Q (133.731982 sec): 3 clusters Score: Raw -119148.730516 + Penalty 953.226366 = -118195.504149 nChanged 2 SP:Iteration 18Q (133.734474 sec): 3 clusters Score: Raw -119149.137130 + Penalty 952.996117 = -118196.141013 nChanged 1 SP:Iteration 19Q (133.736970 sec): 3 clusters Score: Raw -119149.397757 + Penalty 952.831629 = -118196.566128 nChanged 1 SP:Iteration 20F (133.739804 sec): 3 clusters Score: Raw -119149.407712 + Penalty 952.687148 = -118196.720563 nChanged 1 SP:Iteration 21Q (133.742465 sec): 3 clusters Score: Raw -119149.566206 + Penalty 952.687148 = -118196.879057 nChanged 0 SP:Iteration 22F (133.745046 sec): 3 clusters Score: Raw -119149.566206 + Penalty 952.687148 = -118196.879057 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.749714 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.751382 sec): 3 clusters Score: Raw -70101.021914 + Penalty 892.171098 = -69208.850816 nChanged 308 SP:Iteration 1F (133.752998 sec): 3 clusters Score: Raw -70371.342749 + Penalty 884.361807 = -69486.980942 nChanged 80 SP:Iteration 2F (133.754611 sec): 3 clusters Score: Raw -70418.654001 + Penalty 879.467781 = -69539.186220 nChanged 38 SP:Iteration 3Q (133.756240 sec): 3 clusters Score: Raw -70441.867510 + Penalty 875.939999 = -69565.927511 nChanged 21 SP:Iteration 4Q (133.757916 sec): 3 clusters Score: Raw -70452.138100 + Penalty 870.490992 = -69581.647108 nChanged 20 SP:Iteration 5Q (133.759579 sec): 3 clusters Score: Raw -70464.569071 + Penalty 868.933166 = -69595.635905 nChanged 17 SP:Iteration 6Q (133.761183 sec): 3 clusters Score: Raw -70473.909884 + Penalty 869.580107 = -69604.329778 nChanged 17 SP:Iteration 7Q (133.762784 sec): 3 clusters Score: Raw -70482.637022 + Penalty 868.654755 = -69613.982267 nChanged 18 SP:Iteration 8Q (133.764379 sec): 3 clusters Score: Raw -70494.162603 + Penalty 868.641944 = -69625.520660 nChanged 16 SP:Iteration 9Q (133.765972 sec): 3 clusters Score: Raw -70510.441011 + Penalty 867.713278 = -69642.727732 nChanged 26 SP:Iteration 10F (133.767579 sec): 3 clusters Score: Raw -70525.084371 + Penalty 869.965612 = -69655.118758 nChanged 17 SP:Iteration 11Q (133.769246 sec): 3 clusters Score: Raw -70531.154311 + Penalty 872.915664 = -69658.238647 nChanged 12 SP:Iteration 12Q (133.770847 sec): 3 clusters Score: Raw -70534.951988 + Penalty 875.476328 = -69659.475661 nChanged 12 SP:Iteration 13Q (133.772527 sec): 3 clusters Score: Raw -70539.509500 + Penalty 878.248731 = -69661.260768 nChanged 12 SP:Iteration 14Q (133.774205 sec): 3 clusters Score: Raw -70543.700340 + Penalty 881.135439 = -69662.564902 nChanged 13 SP:Iteration 15Q (133.775875 sec): 3 clusters Score: Raw -70548.105129 + Penalty 883.749111 = -69664.356019 nChanged 11 SP:Iteration 16Q (133.777470 sec): 3 clusters Score: Raw -70551.207776 + Penalty 886.466582 = -69664.741194 nChanged 14 SP:Iteration 17Q (133.779026 sec): 3 clusters Score: Raw -70554.987283 + Penalty 888.192663 = -69666.794619 nChanged 7 SP:Iteration 18Q (133.780573 sec): 3 clusters Score: Raw -70557.013650 + Penalty 890.875015 = -69666.138635 nChanged 10 SP:Iteration 19F (133.782159 sec): 3 clusters Score: Raw -70560.024472 + Penalty 892.760392 = -69667.264080 nChanged 7 SP:Iteration 20F (133.783792 sec): 3 clusters Score: Raw -70561.388389 + Penalty 893.890910 = -69667.497480 nChanged 4 SP:Iteration 21Q (133.785399 sec): 3 clusters Score: Raw -70562.033703 + Penalty 895.313742 = -69666.719961 nChanged 5 SP:Iteration 22F (133.787024 sec): 3 clusters Score: Raw -70562.811300 + Penalty 896.706928 = -69666.104372 nChanged 5 SP:Iteration 23F (133.788623 sec): 3 clusters Score: Raw -70563.803010 + Penalty 899.923177 = -69663.879833 nChanged 11 SP:Iteration 24F (133.790205 sec): 3 clusters Score: Raw -70568.282958 + Penalty 902.662860 = -69665.620098 nChanged 11 SP:Iteration 25Q (133.791791 sec): 3 clusters Score: Raw -70571.905202 + Penalty 906.023288 = -69665.881914 nChanged 11 SP:Iteration 26Q (133.793355 sec): 3 clusters Score: Raw -70574.615699 + Penalty 911.428102 = -69663.187597 nChanged 17 SP:Iteration 27F (133.794939 sec): 3 clusters Score: Raw -70579.005498 + Penalty 917.570481 = -69661.435018 nChanged 17 SP:Iteration 28F (133.796513 sec): 3 clusters Score: Raw -70584.835426 + Penalty 924.504160 = -69660.331266 nChanged 19 SP:Iteration 29F (133.798089 sec): 3 clusters Score: Raw -70591.204704 + Penalty 932.175786 = -69659.028918 nChanged 19 SP:Iteration 30F (133.799705 sec): 3 clusters Score: Raw -70597.698388 + Penalty 939.061973 = -69658.636415 nChanged 15 SP:Iteration 31F (133.801301 sec): 3 clusters Score: Raw -70603.336811 + Penalty 945.535842 = -69657.800969 nChanged 18 SP:Iteration 32F (133.802875 sec): 3 clusters Score: Raw -70610.998182 + Penalty 948.535972 = -69662.462210 nChanged 12 SP:Iteration 33Q (133.804422 sec): 3 clusters Score: Raw -70615.590092 + Penalty 952.018329 = -69663.571763 nChanged 8 SP:Iteration 34Q (133.806071 sec): 3 clusters Score: Raw -70618.919509 + Penalty 954.596613 = -69664.322896 nChanged 4 SP:Iteration 35Q (133.807713 sec): 3 clusters Score: Raw -70620.885638 + Penalty 958.108804 = -69662.776834 nChanged 5 SP:Iteration 36F (133.809395 sec): 3 clusters Score: Raw -70622.860523 + Penalty 960.580496 = -69662.280026 nChanged 4 SP:Iteration 37F (133.811034 sec): 3 clusters Score: Raw -70623.615764 + Penalty 961.294034 = -69662.321729 nChanged 2 SP:Iteration 38Q (133.812578 sec): 3 clusters Score: Raw -70623.777370 + Penalty 961.294034 = -69662.483335 nChanged 0 SP:Iteration 39F (133.814141 sec): 3 clusters Score: Raw -70623.777370 + Penalty 961.294034 = -69662.483335 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.816534 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.817923 sec): 3 clusters Score: Raw -55612.376408 + Penalty 1779.481954 = -53832.894454 nChanged 202 SP:Iteration 1F (133.819286 sec): 3 clusters Score: Raw -55807.548937 + Penalty 1772.503420 = -54035.045517 nChanged 59 SP:Iteration 2F (133.820672 sec): 3 clusters Score: Raw -55878.978360 + Penalty 1767.904183 = -54111.074177 nChanged 28 SP:Iteration 3Q (133.822021 sec): 3 clusters Score: Raw -55918.702625 + Penalty 1761.866218 = -54156.836407 nChanged 25 SP:Iteration 4Q (133.823363 sec): 3 clusters Score: Raw -55952.551260 + Penalty 1756.176844 = -54196.374416 nChanged 20 SP:Iteration 5Q (133.824690 sec): 3 clusters Score: Raw -55987.029539 + Penalty 1752.689085 = -54234.340455 nChanged 15 SP:Iteration 6Q (133.826000 sec): 3 clusters Score: Raw -56006.984133 + Penalty 1752.868820 = -54254.115313 nChanged 9 SP:Iteration 7Q (133.827364 sec): 3 clusters Score: Raw -56017.322411 + Penalty 1753.682632 = -54263.639779 nChanged 6 SP:Iteration 8Q (133.828732 sec): 3 clusters Score: Raw -56022.562250 + Penalty 1754.691097 = -54267.871154 nChanged 5 SP:Iteration 9Q (133.830102 sec): 3 clusters Score: Raw -56027.422074 + Penalty 1754.936448 = -54272.485626 nChanged 6 SP:Iteration 10F (133.831524 sec): 3 clusters Score: Raw -56035.260916 + Penalty 1755.385429 = -54279.875488 nChanged 6 SP:Iteration 11Q (133.832890 sec): 3 clusters Score: Raw -56041.123621 + Penalty 1756.950001 = -54284.173619 nChanged 7 SP:Iteration 12Q (133.834244 sec): 3 clusters Score: Raw -56049.643669 + Penalty 1758.139774 = -54291.503895 nChanged 6 SP:Iteration 13Q (133.835621 sec): 3 clusters Score: Raw -56056.724808 + Penalty 1761.055078 = -54295.669730 nChanged 8 SP:Iteration 14Q (133.836988 sec): 3 clusters Score: Raw -56063.331412 + Penalty 1763.576533 = -54299.754879 nChanged 7 SP:Iteration 15Q (133.838334 sec): 3 clusters Score: Raw -56069.972838 + Penalty 1766.010433 = -54303.962406 nChanged 5 SP:Iteration 16Q (133.839710 sec): 3 clusters Score: Raw -56075.193563 + Penalty 1769.446705 = -54305.746857 nChanged 7 SP:Iteration 17Q (133.841069 sec): 3 clusters Score: Raw -56083.051432 + Penalty 1773.645570 = -54309.405862 nChanged 8 SP:Iteration 18Q (133.842407 sec): 3 clusters Score: Raw -56096.419702 + Penalty 1778.515844 = -54317.903858 nChanged 9 SP:Iteration 19Q (133.843697 sec): 3 clusters Score: Raw -56104.491717 + Penalty 1781.830402 = -54322.661315 nChanged 6 SP:Iteration 20F (133.845104 sec): 3 clusters Score: Raw -56113.724028 + Penalty 1786.171091 = -54327.552937 nChanged 10 SP:Iteration 21Q (133.846456 sec): 3 clusters Score: Raw -56124.049123 + Penalty 1789.566296 = -54334.482827 nChanged 6 SP:Iteration 22Q (133.847805 sec): 3 clusters Score: Raw -56129.195832 + Penalty 1791.252881 = -54337.942951 nChanged 3 SP:Iteration 23Q (133.849122 sec): 3 clusters Score: Raw -56130.617660 + Penalty 1791.853444 = -54338.764216 nChanged 3 SP:Iteration 24Q (133.850468 sec): 3 clusters Score: Raw -56135.305364 + Penalty 1794.200689 = -54341.104674 nChanged 4 SP:Iteration 25Q (133.851812 sec): 3 clusters Score: Raw -56139.202046 + Penalty 1795.344320 = -54343.857726 nChanged 2 SP:Iteration 26Q (133.853116 sec): 3 clusters Score: Raw -56140.750831 + Penalty 1795.344320 = -54345.406511 nChanged 0 SP:Iteration 27F (133.854544 sec): 3 clusters Score: Raw -56140.750831 + Penalty 1795.344320 = -54345.406511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.856259 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.857222 sec): 3 clusters Score: Raw -30620.799892 + Penalty 1885.809465 = -28734.990427 nChanged 78 SP:Iteration 1F (133.858148 sec): 3 clusters Score: Raw -30740.182552 + Penalty 1884.802963 = -28855.379589 nChanged 27 SP:Iteration 2F (133.859076 sec): 3 clusters Score: Raw -30792.662951 + Penalty 1881.866028 = -28910.796923 nChanged 20 SP:Iteration 3F (133.860012 sec): 3 clusters Score: Raw -30834.465990 + Penalty 1880.269359 = -28954.196631 nChanged 11 SP:Iteration 4Q (133.860870 sec): 3 clusters Score: Raw -30863.985340 + Penalty 1879.616196 = -28984.369143 nChanged 8 SP:Iteration 5Q (133.861744 sec): 3 clusters Score: Raw -30888.700380 + Penalty 1879.024902 = -29009.675478 nChanged 7 SP:Iteration 6Q (133.862586 sec): 3 clusters Score: Raw -30897.971457 + Penalty 1879.250445 = -29018.721011 nChanged 1 SP:Iteration 7Q (133.863426 sec): 3 clusters Score: Raw -30902.916945 + Penalty 1879.686097 = -29023.230848 nChanged 2 SP:Iteration 8Q (133.864263 sec): 3 clusters Score: Raw -30909.578546 + Penalty 1879.686097 = -29029.892449 nChanged 0 SP:Iteration 9F (133.865153 sec): 3 clusters Score: Raw -30909.578546 + Penalty 1879.686097 = -29029.892449 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.869920 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.872544 sec): 3 clusters Score: Raw -111921.136269 + Penalty 1943.452145 = -109977.684124 nChanged 427 SP:Iteration 1F (133.874999 sec): 3 clusters Score: Raw -112229.138383 + Penalty 1943.684425 = -110285.453959 nChanged 125 SP:Iteration 2F (133.877415 sec): 3 clusters Score: Raw -112346.300937 + Penalty 1944.518390 = -110401.782547 nChanged 63 SP:Iteration 3Q (133.879815 sec): 3 clusters Score: Raw -112395.930064 + Penalty 1946.291652 = -110449.638412 nChanged 45 SP:Iteration 4Q (133.882204 sec): 3 clusters Score: Raw -112432.184382 + Penalty 1947.655665 = -110484.528717 nChanged 40 SP:Iteration 5Q (133.884602 sec): 3 clusters Score: Raw -112463.824973 + Penalty 1950.536490 = -110513.288483 nChanged 27 SP:Iteration 6Q (133.886981 sec): 3 clusters Score: Raw -112485.785434 + Penalty 1951.882469 = -110533.902965 nChanged 28 SP:Iteration 7Q (133.889381 sec): 3 clusters Score: Raw -112501.368490 + Penalty 1952.374962 = -110548.993528 nChanged 21 SP:Iteration 8Q (133.891793 sec): 3 clusters Score: Raw -112515.382621 + Penalty 1952.192681 = -110563.189941 nChanged 17 SP:Iteration 9Q (133.894209 sec): 3 clusters Score: Raw -112528.184514 + Penalty 1952.481481 = -110575.703033 nChanged 12 SP:Iteration 10F (133.896597 sec): 3 clusters Score: Raw -112537.669363 + Penalty 1953.268552 = -110584.400811 nChanged 12 SP:Iteration 11Q (133.898952 sec): 3 clusters Score: Raw -112545.528224 + Penalty 1954.466414 = -110591.061811 nChanged 11 SP:Iteration 12Q (133.901300 sec): 3 clusters Score: Raw -112550.407159 + Penalty 1955.113259 = -110595.293899 nChanged 4 SP:Iteration 13Q (133.903644 sec): 3 clusters Score: Raw -112552.652298 + Penalty 1955.301413 = -110597.350885 nChanged 3 SP:Iteration 14Q (133.906221 sec): 3 clusters Score: Raw -112554.278715 + Penalty 1955.175189 = -110599.103525 nChanged 5 SP:Iteration 15Q (133.908705 sec): 3 clusters Score: Raw -112556.739441 + Penalty 1955.528211 = -110601.211230 nChanged 4 SP:Iteration 16Q (133.911431 sec): 3 clusters Score: Raw -112558.354277 + Penalty 1955.751728 = -110602.602549 nChanged 4 SP:Iteration 17Q (133.913862 sec): 3 clusters Score: Raw -112561.908717 + Penalty 1955.955128 = -110605.953589 nChanged 7 SP:Iteration 18Q (133.916237 sec): 3 clusters Score: Raw -112568.918352 + Penalty 1956.214469 = -110612.703883 nChanged 5 SP:Iteration 19Q (133.918647 sec): 3 clusters Score: Raw -112572.074963 + Penalty 1956.915699 = -110615.159264 nChanged 5 SP:Iteration 20F (133.921064 sec): 3 clusters Score: Raw -112573.743434 + Penalty 1957.284706 = -110616.458728 nChanged 3 SP:Iteration 21Q (133.923510 sec): 3 clusters Score: Raw -112574.678891 + Penalty 1957.893140 = -110616.785752 nChanged 3 SP:Iteration 22Q (133.925950 sec): 3 clusters Score: Raw -112575.425249 + Penalty 1957.895175 = -110617.530075 nChanged 1 SP:Iteration 23Q (133.928369 sec): 3 clusters Score: Raw -112575.959078 + Penalty 1957.895175 = -110618.063903 nChanged 0 SP:Iteration 24F (133.930891 sec): 3 clusters Score: Raw -112575.959078 + Penalty 1957.895175 = -110618.063903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.934065 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.935689 sec): 3 clusters Score: Raw -62893.844005 + Penalty 928.833120 = -61965.010885 nChanged 258 SP:Iteration 1F (133.937216 sec): 3 clusters Score: Raw -63089.871764 + Penalty 929.909338 = -62159.962425 nChanged 81 SP:Iteration 2F (133.938856 sec): 3 clusters Score: Raw -63143.545949 + Penalty 930.442669 = -62213.103280 nChanged 46 SP:Iteration 3F (133.940460 sec): 3 clusters Score: Raw -63200.800319 + Penalty 930.735510 = -62270.064809 nChanged 43 SP:Iteration 4F (133.942057 sec): 3 clusters Score: Raw -63248.389712 + Penalty 930.845387 = -62317.544325 nChanged 39 SP:Iteration 5F (133.943603 sec): 3 clusters Score: Raw -63287.826105 + Penalty 932.079716 = -62355.746389 nChanged 34 SP:Iteration 6Q (133.945075 sec): 3 clusters Score: Raw -63310.555937 + Penalty 936.378598 = -62374.177340 nChanged 25 SP:Iteration 7Q (133.946525 sec): 3 clusters Score: Raw -63325.114844 + Penalty 944.680876 = -62380.433969 nChanged 25 SP:Iteration 8Q (133.947957 sec): 3 clusters Score: Raw -63341.171369 + Penalty 950.308774 = -62390.862595 nChanged 17 SP:Iteration 9Q (133.949417 sec): 3 clusters Score: Raw -63352.750560 + Penalty 955.569583 = -62397.180977 nChanged 17 SP:Iteration 10F (133.950921 sec): 3 clusters Score: Raw -63363.576723 + Penalty 960.694336 = -62402.882388 nChanged 19 SP:Iteration 11Q (133.952357 sec): 3 clusters Score: Raw -63382.625478 + Penalty 961.824043 = -62420.801435 nChanged 12 SP:Iteration 12Q (133.953787 sec): 3 clusters Score: Raw -63391.652686 + Penalty 964.101965 = -62427.550721 nChanged 13 SP:Iteration 13Q (133.955200 sec): 3 clusters Score: Raw -63400.140469 + Penalty 966.454672 = -62433.685797 nChanged 11 SP:Iteration 14Q (133.956600 sec): 3 clusters Score: Raw -63409.152123 + Penalty 966.778926 = -62442.373197 nChanged 5 SP:Iteration 15Q (133.957988 sec): 3 clusters Score: Raw -63413.431530 + Penalty 967.898449 = -62445.533081 nChanged 7 SP:Iteration 16Q (133.959402 sec): 3 clusters Score: Raw -63416.792184 + Penalty 969.368011 = -62447.424173 nChanged 7 SP:Iteration 17Q (133.960803 sec): 3 clusters Score: Raw -63419.218636 + Penalty 970.098115 = -62449.120521 nChanged 5 SP:Iteration 18Q (133.962223 sec): 3 clusters Score: Raw -63420.688529 + Penalty 970.405584 = -62450.282945 nChanged 4 SP:Iteration 19Q (133.963646 sec): 3 clusters Score: Raw -63422.879482 + Penalty 972.188851 = -62450.690630 nChanged 3 SP:Iteration 20F (133.965148 sec): 3 clusters Score: Raw -63424.249986 + Penalty 971.194073 = -62453.055913 nChanged 4 SP:Iteration 21Q (133.966530 sec): 3 clusters Score: Raw -63425.982833 + Penalty 971.888799 = -62454.094035 nChanged 2 SP:Iteration 22Q (133.967899 sec): 3 clusters Score: Raw -63426.814339 + Penalty 971.308113 = -62455.506225 nChanged 1 SP:Iteration 23Q (133.969296 sec): 3 clusters Score: Raw -63427.439064 + Penalty 970.933826 = -62456.505238 nChanged 1 SP:Iteration 24Q (133.970678 sec): 3 clusters Score: Raw -63427.595244 + Penalty 970.933826 = -62456.661418 nChanged 0 SP:Iteration 25F (133.972272 sec): 3 clusters Score: Raw -63427.595244 + Penalty 970.933826 = -62456.661418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.975110 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.976576 sec): 3 clusters Score: Raw -58903.728880 + Penalty 1847.652742 = -57056.076138 nChanged 185 SP:Iteration 1F (133.977961 sec): 3 clusters Score: Raw -59070.772773 + Penalty 1846.947119 = -57223.825654 nChanged 49 SP:Iteration 2F (133.979397 sec): 3 clusters Score: Raw -59127.784050 + Penalty 1847.308226 = -57280.475823 nChanged 24 SP:Iteration 3Q (133.980822 sec): 3 clusters Score: Raw -59152.328287 + Penalty 1847.270696 = -57305.057591 nChanged 15 SP:Iteration 4Q (133.982188 sec): 3 clusters Score: Raw -59167.848122 + Penalty 1848.402827 = -57319.445296 nChanged 11 SP:Iteration 5Q (133.983569 sec): 3 clusters Score: Raw -59177.585327 + Penalty 1849.755877 = -57327.829450 nChanged 12 SP:Iteration 6Q (133.984929 sec): 3 clusters Score: Raw -59188.671424 + Penalty 1851.382036 = -57337.289388 nChanged 10 SP:Iteration 7Q (133.986288 sec): 3 clusters Score: Raw -59196.735310 + Penalty 1852.740717 = -57343.994593 nChanged 10 SP:Iteration 8Q (133.987656 sec): 3 clusters Score: Raw -59205.586702 + Penalty 1853.099767 = -57352.486936 nChanged 6 SP:Iteration 9Q (133.989171 sec): 3 clusters Score: Raw -59213.886391 + Penalty 1853.490810 = -57360.395581 nChanged 2 SP:Iteration 10F (133.990659 sec): 3 clusters Score: Raw -59214.617013 + Penalty 1853.689898 = -57360.927114 nChanged 1 SP:Iteration 11Q (133.992105 sec): 3 clusters Score: Raw -59215.356770 + Penalty 1853.776989 = -57361.579781 nChanged 2 SP:Iteration 12Q (133.993531 sec): 3 clusters Score: Raw -59218.177926 + Penalty 1853.669832 = -57364.508094 nChanged 3 SP:Iteration 13Q (133.994902 sec): 3 clusters Score: Raw -59223.285206 + Penalty 1853.855358 = -57369.429848 nChanged 3 SP:Iteration 14Q (133.996251 sec): 3 clusters Score: Raw -59227.633773 + Penalty 1853.902415 = -57373.731358 nChanged 2 SP:Iteration 15Q (133.997699 sec): 3 clusters Score: Raw -59229.305138 + Penalty 1853.914286 = -57375.390852 nChanged 2 SP:Iteration 16Q (133.999119 sec): 3 clusters Score: Raw -59230.284267 + Penalty 1853.916608 = -57376.367659 nChanged 2 SP:Iteration 17Q (134.000510 sec): 3 clusters Score: Raw -59232.575974 + Penalty 1854.068302 = -57378.507673 nChanged 4 SP:Iteration 18Q (134.001876 sec): 3 clusters Score: Raw -59239.008642 + Penalty 1854.972633 = -57384.036009 nChanged 8 SP:Iteration 19Q (134.003250 sec): 3 clusters Score: Raw -59246.672678 + Penalty 1855.703140 = -57390.969538 nChanged 10 SP:Iteration 20F (134.004736 sec): 3 clusters Score: Raw -59259.808327 + Penalty 1856.905282 = -57402.903045 nChanged 11 SP:Iteration 21Q (134.006161 sec): 3 clusters Score: Raw -59272.431954 + Penalty 1858.796698 = -57413.635256 nChanged 9 SP:Iteration 22Q (134.007589 sec): 3 clusters Score: Raw -59283.188874 + Penalty 1860.949353 = -57422.239521 nChanged 9 SP:Iteration 23Q (134.009016 sec): 3 clusters Score: Raw -59293.715412 + Penalty 1862.564322 = -57431.151090 nChanged 7 SP:Iteration 24Q (134.010439 sec): 3 clusters Score: Raw -59299.913039 + Penalty 1865.196835 = -57434.716204 nChanged 8 SP:Iteration 25Q (134.011849 sec): 3 clusters Score: Raw -59307.514697 + Penalty 1866.210121 = -57441.304576 nChanged 5 SP:Iteration 26Q (134.013223 sec): 3 clusters Score: Raw -59314.978035 + Penalty 1866.998978 = -57447.979057 nChanged 3 SP:Iteration 27Q (134.014581 sec): 3 clusters Score: Raw -59321.603581 + Penalty 1867.466681 = -57454.136901 nChanged 4 SP:Iteration 28Q (134.015939 sec): 3 clusters Score: Raw -59328.405200 + Penalty 1867.674208 = -57460.730992 nChanged 1 SP:Iteration 29Q (134.017285 sec): 3 clusters Score: Raw -59329.151082 + Penalty 1867.674208 = -57461.476875 nChanged 0 SP:Iteration 30F (134.018673 sec): 3 clusters Score: Raw -59329.151082 + Penalty 1867.674208 = -57461.476875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.020625 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.021510 sec): 3 clusters Score: Raw -30539.881733 + Penalty 1167.097229 = -29372.784504 nChanged 109 SP:Iteration 1F (134.022381 sec): 3 clusters Score: Raw -30657.204802 + Penalty 1164.679306 = -29492.525495 nChanged 23 SP:Iteration 2F (134.023250 sec): 3 clusters Score: Raw -30679.748350 + Penalty 1164.243681 = -29515.504669 nChanged 17 SP:Iteration 3Q (134.024128 sec): 3 clusters Score: Raw -30698.355350 + Penalty 1165.627123 = -29532.728227 nChanged 14 SP:Iteration 4Q (134.024974 sec): 3 clusters Score: Raw -30710.613454 + Penalty 1168.131372 = -29542.482082 nChanged 13 SP:Iteration 5Q (134.025816 sec): 3 clusters Score: Raw -30718.961954 + Penalty 1169.222385 = -29549.739570 nChanged 4 SP:Iteration 6Q (134.026655 sec): 3 clusters Score: Raw -30721.875967 + Penalty 1170.096370 = -29551.779596 nChanged 4 SP:Iteration 7Q (134.027498 sec): 3 clusters Score: Raw -30723.213558 + Penalty 1170.295165 = -29552.918393 nChanged 1 SP:Iteration 8Q (134.028356 sec): 3 clusters Score: Raw -30729.308416 + Penalty 1170.742284 = -29558.566133 nChanged 2 SP:Iteration 9Q (134.029193 sec): 3 clusters Score: Raw -30730.604536 + Penalty 1170.389957 = -29560.214579 nChanged 1 SP:Iteration 10F (134.030053 sec): 3 clusters Score: Raw -30732.638070 + Penalty 1170.389957 = -29562.248113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.033611 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.035652 sec): 3 clusters Score: Raw -77764.111301 + Penalty 1459.622764 = -76304.488536 nChanged 313 SP:Iteration 1F (134.037618 sec): 3 clusters Score: Raw -77956.769872 + Penalty 1457.792542 = -76498.977330 nChanged 86 SP:Iteration 2F (134.039575 sec): 3 clusters Score: Raw -78006.513962 + Penalty 1457.649987 = -76548.863976 nChanged 41 SP:Iteration 3Q (134.041531 sec): 3 clusters Score: Raw -78033.403618 + Penalty 1457.496178 = -76575.907439 nChanged 39 SP:Iteration 4Q (134.043349 sec): 3 clusters Score: Raw -78055.860811 + Penalty 1457.917444 = -76597.943367 nChanged 27 SP:Iteration 5Q (134.045202 sec): 3 clusters Score: Raw -78073.244621 + Penalty 1459.876161 = -76613.368461 nChanged 30 SP:Iteration 6Q (134.047082 sec): 3 clusters Score: Raw -78088.636427 + Penalty 1463.616564 = -76625.019863 nChanged 20 SP:Iteration 7Q (134.048985 sec): 3 clusters Score: Raw -78099.731590 + Penalty 1467.429039 = -76632.302551 nChanged 19 SP:Iteration 8Q (134.050974 sec): 3 clusters Score: Raw -78112.265693 + Penalty 1472.719835 = -76639.545858 nChanged 27 SP:Iteration 9Q (134.052958 sec): 3 clusters Score: Raw -78129.818631 + Penalty 1477.904331 = -76651.914300 nChanged 18 SP:Iteration 10F (134.054810 sec): 3 clusters Score: Raw -78140.069700 + Penalty 1483.323061 = -76656.746639 nChanged 15 SP:Iteration 11Q (134.056621 sec): 3 clusters Score: Raw -78148.540514 + Penalty 1490.231279 = -76658.309235 nChanged 13 SP:Iteration 12Q (134.058418 sec): 3 clusters Score: Raw -78159.454657 + Penalty 1498.203325 = -76661.251332 nChanged 17 SP:Iteration 13Q (134.060207 sec): 3 clusters Score: Raw -78174.905024 + Penalty 1510.447537 = -76664.457486 nChanged 20 SP:Iteration 14Q (134.061990 sec): 3 clusters Score: Raw -78200.313336 + Penalty 1525.656335 = -76674.657001 nChanged 22 SP:Iteration 15Q (134.063839 sec): 3 clusters Score: Raw -78223.695128 + Penalty 1537.668681 = -76686.026446 nChanged 15 SP:Iteration 16Q (134.065630 sec): 3 clusters Score: Raw -78245.802537 + Penalty 1548.266504 = -76697.536033 nChanged 18 SP:Iteration 17Q (134.067354 sec): 3 clusters Score: Raw -78273.265174 + Penalty 1552.329890 = -76720.935284 nChanged 14 SP:Iteration 18Q (134.069050 sec): 3 clusters Score: Raw -78295.856902 + Penalty 1554.706322 = -76741.150580 nChanged 12 SP:Iteration 19Q (134.070720 sec): 3 clusters Score: Raw -78309.291431 + Penalty 1560.162967 = -76749.128463 nChanged 14 SP:Iteration 20F (134.072653 sec): 3 clusters Score: Raw -78326.302605 + Penalty 1561.340703 = -76764.961902 nChanged 8 SP:Iteration 21Q (134.074437 sec): 3 clusters Score: Raw -78338.840776 + Penalty 1562.309251 = -76776.531525 nChanged 8 SP:Iteration 22Q (134.076183 sec): 3 clusters Score: Raw -78346.094030 + Penalty 1564.482483 = -76781.611547 nChanged 7 SP:Iteration 23Q (134.077921 sec): 3 clusters Score: Raw -78353.969277 + Penalty 1566.552998 = -76787.416280 nChanged 9 SP:Iteration 24Q (134.079585 sec): 3 clusters Score: Raw -78366.332181 + Penalty 1567.253330 = -76799.078851 nChanged 6 SP:Iteration 25Q (134.081204 sec): 3 clusters Score: Raw -78373.842338 + Penalty 1569.342164 = -76804.500175 nChanged 7 SP:Iteration 26Q (134.082814 sec): 3 clusters Score: Raw -78379.974349 + Penalty 1573.507206 = -76806.467144 nChanged 6 SP:Iteration 27Q (134.084419 sec): 3 clusters Score: Raw -78386.914636 + Penalty 1577.576955 = -76809.337681 nChanged 7 SP:Iteration 28Q (134.086021 sec): 3 clusters Score: Raw -78398.112313 + Penalty 1576.016869 = -76822.095445 nChanged 3 SP:Iteration 29Q (134.087621 sec): 3 clusters Score: Raw -78400.135443 + Penalty 1574.214056 = -76825.921387 nChanged 6 SP:Iteration 30F (134.089555 sec): 3 clusters Score: Raw -78405.196475 + Penalty 1572.230827 = -76832.965648 nChanged 4 SP:Iteration 31Q (134.091180 sec): 3 clusters Score: Raw -78410.637156 + Penalty 1573.559934 = -76837.077223 nChanged 5 SP:Iteration 32Q (134.092777 sec): 3 clusters Score: Raw -78422.742681 + Penalty 1574.229505 = -76848.513175 nChanged 6 SP:Iteration 33Q (134.094348 sec): 3 clusters Score: Raw -78429.101393 + Penalty 1574.184440 = -76854.916952 nChanged 2 SP:Iteration 34Q (134.095947 sec): 3 clusters Score: Raw -78430.960122 + Penalty 1576.291205 = -76854.668916 nChanged 2 SP:Iteration 35F (134.097765 sec): 3 clusters Score: Raw -78432.384939 + Penalty 1576.291205 = -76856.093734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.099955 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.101024 sec): 3 clusters Score: Raw -31273.515475 + Penalty 895.085495 = -30378.429980 nChanged 133 SP:Iteration 1F (134.102003 sec): 3 clusters Score: Raw -31504.059926 + Penalty 899.437276 = -30604.622650 nChanged 25 SP:Iteration 2F (134.102984 sec): 3 clusters Score: Raw -31539.564083 + Penalty 902.221431 = -30637.342652 nChanged 8 SP:Iteration 3Q (134.103913 sec): 3 clusters Score: Raw -31550.617970 + Penalty 903.901207 = -30646.716763 nChanged 5 SP:Iteration 4Q (134.104919 sec): 3 clusters Score: Raw -31558.684057 + Penalty 902.802288 = -30655.881769 nChanged 5 SP:Iteration 5Q (134.105887 sec): 3 clusters Score: Raw -31563.627945 + Penalty 902.471989 = -30661.155956 nChanged 6 SP:Iteration 6Q (134.106850 sec): 3 clusters Score: Raw -31566.547928 + Penalty 902.780686 = -30663.767242 nChanged 1 SP:Iteration 7Q (134.107809 sec): 3 clusters Score: Raw -31566.860742 + Penalty 903.130150 = -30663.730591 nChanged 1 SP:Iteration 8F (134.108786 sec): 3 clusters Score: Raw -31567.540055 + Penalty 903.743876 = -30663.796180 nChanged 1 SP:Iteration 9Q (134.109702 sec): 3 clusters Score: Raw -31567.916081 + Penalty 904.407978 = -30663.508103 nChanged 1 SP:Iteration 10F (134.110682 sec): 3 clusters Score: Raw -31568.708058 + Penalty 905.216202 = -30663.491856 nChanged 1 SP:Iteration 11F (134.111664 sec): 3 clusters Score: Raw -31569.436748 + Penalty 903.885946 = -30665.550802 nChanged 1 SP:Iteration 12Q (134.112584 sec): 3 clusters Score: Raw -31570.479257 + Penalty 903.885946 = -30666.593311 nChanged 0 SP:Iteration 13F (134.113596 sec): 3 clusters Score: Raw -31570.479257 + Penalty 903.885946 = -30666.593311 nChanged 0 Deleting Class 12 (3 points): Lose 136.588810 but Gain 195.132581 Iteration 240F (134.647711 sec): 27 clusters Score: Raw -3015671.807091 + Penalty 21670.591831 = -2994001.215260 nChanged 3 Iteration 241F (135.144495 sec): 27 clusters Score: Raw -3015708.610390 + Penalty 21670.591831 = -2994038.018559 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015708.610390 + Penalty 21670.591831 = -2994038.018559Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.280927 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.286097 sec): 3 clusters Score: Raw -228750.066937 + Penalty 310.769970 = -228439.296967 nChanged 1287 SP:Iteration 1F (135.291299 sec): 3 clusters Score: Raw -229678.429916 + Penalty 307.747490 = -229370.682426 nChanged 408 SP:Iteration 2F (135.296479 sec): 3 clusters Score: Raw -230070.156409 + Penalty 305.094610 = -229765.061799 nChanged 173 SP:Iteration 3F (135.301640 sec): 3 clusters Score: Raw -230201.194021 + Penalty 304.322691 = -229896.871330 nChanged 92 SP:Iteration 4Q (135.307093 sec): 3 clusters Score: Raw -230247.021971 + Penalty 304.191318 = -229942.830653 nChanged 58 SP:Iteration 5Q (135.312429 sec): 3 clusters Score: Raw -230265.815458 + Penalty 303.665552 = -229962.149905 nChanged 40 SP:Iteration 6Q (135.317290 sec): 3 clusters Score: Raw -230278.121026 + Penalty 303.183317 = -229974.937709 nChanged 29 SP:Iteration 7Q (135.322224 sec): 3 clusters Score: Raw -230285.369070 + Penalty 302.785212 = -229982.583858 nChanged 29 SP:Iteration 8Q (135.327181 sec): 3 clusters Score: Raw -230289.661535 + Penalty 302.260600 = -229987.400934 nChanged 24 SP:Iteration 9Q (135.332131 sec): 3 clusters Score: Raw -230292.797469 + Penalty 302.124274 = -229990.673196 nChanged 19 SP:Iteration 10F (135.337261 sec): 3 clusters Score: Raw -230295.455798 + Penalty 301.889138 = -229993.566661 nChanged 15 SP:Iteration 11Q (135.342258 sec): 3 clusters Score: Raw -230297.460061 + Penalty 301.553194 = -229995.906866 nChanged 17 SP:Iteration 12Q (135.347390 sec): 3 clusters Score: Raw -230301.412037 + Penalty 301.151076 = -230000.260961 nChanged 19 SP:Iteration 13Q (135.352193 sec): 3 clusters Score: Raw -230304.910876 + Penalty 300.587538 = -230004.323338 nChanged 21 SP:Iteration 14Q (135.357061 sec): 3 clusters Score: Raw -230308.741715 + Penalty 300.219879 = -230008.521836 nChanged 23 SP:Iteration 15Q (135.362006 sec): 3 clusters Score: Raw -230311.618916 + Penalty 299.829059 = -230011.789858 nChanged 15 SP:Iteration 16Q (135.367054 sec): 3 clusters Score: Raw -230314.124827 + Penalty 299.189480 = -230014.935348 nChanged 13 SP:Iteration 17Q (135.371843 sec): 3 clusters Score: Raw -230316.893435 + Penalty 298.703253 = -230018.190182 nChanged 19 SP:Iteration 18Q (135.376728 sec): 3 clusters Score: Raw -230321.525930 + Penalty 298.413123 = -230023.112807 nChanged 25 SP:Iteration 19Q (135.381738 sec): 3 clusters Score: Raw -230327.654061 + Penalty 298.248307 = -230029.405753 nChanged 26 SP:Iteration 20F (135.386886 sec): 3 clusters Score: Raw -230337.001679 + Penalty 298.095012 = -230038.906667 nChanged 31 SP:Iteration 21Q (135.391626 sec): 3 clusters Score: Raw -230343.792397 + Penalty 297.858425 = -230045.933971 nChanged 24 SP:Iteration 22Q (135.396444 sec): 3 clusters Score: Raw -230347.026556 + Penalty 297.714032 = -230049.312524 nChanged 16 SP:Iteration 23Q (135.401143 sec): 3 clusters Score: Raw -230349.210803 + Penalty 297.582259 = -230051.628545 nChanged 10 SP:Iteration 24Q (135.405854 sec): 3 clusters Score: Raw -230349.967466 + Penalty 297.543103 = -230052.424363 nChanged 12 SP:Iteration 25Q (135.410859 sec): 3 clusters Score: Raw -230350.960532 + Penalty 297.526587 = -230053.433946 nChanged 10 SP:Iteration 26Q (135.415640 sec): 3 clusters Score: Raw -230351.538259 + Penalty 297.502614 = -230054.035645 nChanged 7 SP:Iteration 27Q (135.420563 sec): 3 clusters Score: Raw -230351.826628 + Penalty 297.403929 = -230054.422699 nChanged 8 SP:Iteration 28Q (135.425688 sec): 3 clusters Score: Raw -230352.254868 + Penalty 297.074874 = -230055.179994 nChanged 7 SP:Iteration 29Q (135.430748 sec): 3 clusters Score: Raw -230352.835936 + Penalty 296.687143 = -230056.148792 nChanged 6 SP:Iteration 30F (135.435763 sec): 3 clusters Score: Raw -230353.353298 + Penalty 296.468886 = -230056.884412 nChanged 10 SP:Iteration 31Q (135.440547 sec): 3 clusters Score: Raw -230354.423954 + Penalty 296.134497 = -230058.289457 nChanged 13 SP:Iteration 32Q (135.445658 sec): 3 clusters Score: Raw -230356.228272 + Penalty 295.620966 = -230060.607306 nChanged 17 SP:Iteration 33Q (135.450369 sec): 3 clusters Score: Raw -230359.380043 + Penalty 295.409994 = -230063.970048 nChanged 21 SP:Iteration 34Q (135.455038 sec): 3 clusters Score: Raw -230363.624121 + Penalty 295.598720 = -230068.025401 nChanged 23 SP:Iteration 35Q (135.459793 sec): 3 clusters Score: Raw -230368.247252 + Penalty 295.744566 = -230072.502686 nChanged 18 SP:Iteration 36Q (135.464829 sec): 3 clusters Score: Raw -230369.828851 + Penalty 295.819143 = -230074.009707 nChanged 11 SP:Iteration 37Q (135.469848 sec): 3 clusters Score: Raw -230371.087586 + Penalty 295.579349 = -230075.508237 nChanged 12 SP:Iteration 38Q (135.474585 sec): 3 clusters Score: Raw -230372.237555 + Penalty 295.475459 = -230076.762096 nChanged 9 SP:Iteration 39Q (135.479648 sec): 3 clusters Score: Raw -230372.920098 + Penalty 295.497427 = -230077.422671 nChanged 9 SP:Iteration 40F (135.484895 sec): 3 clusters Score: Raw -230374.035518 + Penalty 295.619442 = -230078.416076 nChanged 6 SP:Iteration 41Q (135.489892 sec): 3 clusters Score: Raw -230374.795971 + Penalty 295.402312 = -230079.393659 nChanged 10 SP:Iteration 42Q (135.494815 sec): 3 clusters Score: Raw -230376.093709 + Penalty 295.006637 = -230081.087072 nChanged 12 SP:Iteration 43Q (135.499666 sec): 3 clusters Score: Raw -230377.039988 + Penalty 294.768841 = -230082.271147 nChanged 10 SP:Iteration 44Q (135.504529 sec): 3 clusters Score: Raw -230378.033089 + Penalty 294.421106 = -230083.611984 nChanged 8 SP:Iteration 45Q (135.509534 sec): 3 clusters Score: Raw -230378.571181 + Penalty 294.305003 = -230084.266179 nChanged 3 SP:Iteration 46Q (135.514645 sec): 3 clusters Score: Raw -230378.668989 + Penalty 294.293319 = -230084.375670 nChanged 1 SP:Iteration 47Q (135.519511 sec): 3 clusters Score: Raw -230378.702331 + Penalty 294.291641 = -230084.410690 nChanged 1 SP:Iteration 48Q (135.524396 sec): 3 clusters Score: Raw -230378.766932 + Penalty 294.248936 = -230084.517995 nChanged 2 SP:Iteration 49Q (135.529374 sec): 3 clusters Score: Raw -230378.907487 + Penalty 294.239680 = -230084.667806 nChanged 1 SP:Iteration 50F (135.534699 sec): 3 clusters Score: Raw -230378.934726 + Penalty 294.239680 = -230084.695045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.535993 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.536315 sec): 3 clusters Score: Raw -3470.677988 + Penalty 304.164772 = -3166.513217 nChanged 17 SP:Iteration 1F (135.536623 sec): 3 clusters Score: Raw -3530.690384 + Penalty 308.893264 = -3221.797120 nChanged 2 SP:Iteration 2Q (135.536900 sec): 3 clusters Score: Raw -3542.596995 + Penalty 308.893264 = -3233.703731 nChanged 0 SP:Iteration 3F (135.537199 sec): 3 clusters Score: Raw -3542.596995 + Penalty 308.893264 = -3233.703731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.538011 sec): 2 clusters Score: Raw -446.631881 + Penalty 8.958797 = -437.673084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.538202 sec): 3 clusters Score: Raw -447.788207 + Penalty 17.917595 = -429.870613 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.544851 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.548188 sec): 3 clusters Score: Raw -149156.245639 + Penalty 721.282578 = -148434.963062 nChanged 753 SP:Iteration 1F (135.551426 sec): 3 clusters Score: Raw -149591.430670 + Penalty 723.085051 = -148868.345619 nChanged 228 SP:Iteration 2F (135.554625 sec): 3 clusters Score: Raw -149799.800805 + Penalty 729.686407 = -149070.114398 nChanged 177 SP:Iteration 3F (135.557847 sec): 3 clusters Score: Raw -149955.225305 + Penalty 740.233040 = -149214.992265 nChanged 134 SP:Iteration 4F (135.561160 sec): 3 clusters Score: Raw -150059.837279 + Penalty 750.534647 = -149309.302631 nChanged 107 SP:Iteration 5F (135.564732 sec): 3 clusters Score: Raw -150123.924183 + Penalty 761.762816 = -149362.161367 nChanged 55 SP:Iteration 6Q (135.568277 sec): 3 clusters Score: Raw -150153.598955 + Penalty 767.316453 = -149386.282502 nChanged 39 SP:Iteration 7Q (135.571816 sec): 3 clusters Score: Raw -150180.668300 + Penalty 777.524106 = -149403.144194 nChanged 37 SP:Iteration 8Q (135.575327 sec): 3 clusters Score: Raw -150206.388861 + Penalty 784.681402 = -149421.707460 nChanged 23 SP:Iteration 9Q (135.578701 sec): 3 clusters Score: Raw -150221.927914 + Penalty 792.426173 = -149429.501742 nChanged 16 SP:Iteration 10F (135.581969 sec): 3 clusters Score: Raw -150231.902116 + Penalty 799.747289 = -149432.154827 nChanged 13 SP:Iteration 11Q (135.585006 sec): 3 clusters Score: Raw -150239.375411 + Penalty 803.680883 = -149435.694528 nChanged 15 SP:Iteration 12Q (135.587971 sec): 3 clusters Score: Raw -150254.742118 + Penalty 808.335623 = -149446.406495 nChanged 11 SP:Iteration 13Q (135.590903 sec): 3 clusters Score: Raw -150266.478766 + Penalty 813.107996 = -149453.370770 nChanged 13 SP:Iteration 14Q (135.593854 sec): 3 clusters Score: Raw -150275.865555 + Penalty 815.123089 = -149460.742466 nChanged 12 SP:Iteration 15Q (135.596741 sec): 3 clusters Score: Raw -150283.288037 + Penalty 819.187303 = -149464.100734 nChanged 7 SP:Iteration 16Q (135.599539 sec): 3 clusters Score: Raw -150287.015755 + Penalty 822.303068 = -149464.712687 nChanged 6 SP:Iteration 17Q (135.602332 sec): 3 clusters Score: Raw -150290.180486 + Penalty 823.131654 = -149467.048832 nChanged 6 SP:Iteration 18Q (135.605086 sec): 3 clusters Score: Raw -150292.611948 + Penalty 826.460633 = -149466.151316 nChanged 4 SP:Iteration 19F (135.608343 sec): 3 clusters Score: Raw -150293.971273 + Penalty 826.460633 = -149467.510640 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.708196 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.750558 sec): 3 clusters Score: Raw -1697021.273073 + Penalty 636.807640 = -1696384.465432 nChanged 10505 SP:Iteration 1F (135.793394 sec): 3 clusters Score: Raw -1705584.054076 + Penalty 895.209334 = -1704688.844742 nChanged 4255 SP:Iteration 2F (135.836323 sec): 3 clusters Score: Raw -1710892.734152 + Penalty 1047.711664 = -1709845.022488 nChanged 659 SP:Iteration 3Q (135.878964 sec): 3 clusters Score: Raw -1711621.297718 + Penalty 1089.288689 = -1710532.009029 nChanged 130 SP:Iteration 4Q (135.914438 sec): 3 clusters Score: Raw -1711719.966885 + Penalty 1123.314387 = -1710596.652499 nChanged 70 SP:Iteration 5Q (135.949379 sec): 3 clusters Score: Raw -1711770.921365 + Penalty 1141.334585 = -1710629.586780 nChanged 36 SP:Iteration 6Q (135.984296 sec): 3 clusters Score: Raw -1711794.145110 + Penalty 1146.573637 = -1710647.571473 nChanged 12 SP:Iteration 7Q (136.019520 sec): 3 clusters Score: Raw -1711799.020847 + Penalty 1150.537814 = -1710648.483033 nChanged 3 SP:Iteration 8Q (136.054097 sec): 3 clusters Score: Raw -1711800.316882 + Penalty 1151.146565 = -1710649.170318 nChanged 1 SP:Iteration 9Q (136.088841 sec): 3 clusters Score: Raw -1711800.581174 + Penalty 1150.653079 = -1710649.928094 nChanged 1 SP:Iteration 10F (136.131711 sec): 3 clusters Score: Raw -1711800.740024 + Penalty 1150.653079 = -1710650.086945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.147999 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.149994 sec): 3 clusters Score: Raw -83566.551604 + Penalty 1368.254244 = -82198.297360 nChanged 329 SP:Iteration 1F (136.151973 sec): 3 clusters Score: Raw -83765.939717 + Penalty 1377.520497 = -82388.419221 nChanged 87 SP:Iteration 2F (136.153955 sec): 3 clusters Score: Raw -83823.480100 + Penalty 1388.933767 = -82434.546332 nChanged 67 SP:Iteration 3F (136.155886 sec): 3 clusters Score: Raw -83872.829353 + Penalty 1403.986281 = -82468.843071 nChanged 53 SP:Iteration 4F (136.157814 sec): 3 clusters Score: Raw -83919.834379 + Penalty 1414.837441 = -82504.996938 nChanged 35 SP:Iteration 5Q (136.159776 sec): 3 clusters Score: Raw -83949.771701 + Penalty 1424.220411 = -82525.551290 nChanged 31 SP:Iteration 6Q (136.161735 sec): 3 clusters Score: Raw -83975.480770 + Penalty 1435.450202 = -82540.030568 nChanged 31 SP:Iteration 7Q (136.163669 sec): 3 clusters Score: Raw -84000.898273 + Penalty 1448.896343 = -82552.001930 nChanged 25 SP:Iteration 8Q (136.165549 sec): 3 clusters Score: Raw -84018.616470 + Penalty 1458.297797 = -82560.318673 nChanged 22 SP:Iteration 9Q (136.167413 sec): 3 clusters Score: Raw -84034.171511 + Penalty 1469.564822 = -82564.606689 nChanged 18 SP:Iteration 10F (136.169357 sec): 3 clusters Score: Raw -84050.586412 + Penalty 1486.137544 = -82564.448868 nChanged 22 SP:Iteration 11F (136.171306 sec): 3 clusters Score: Raw -84066.921308 + Penalty 1494.974296 = -82571.947012 nChanged 14 SP:Iteration 12Q (136.173140 sec): 3 clusters Score: Raw -84078.687109 + Penalty 1501.201727 = -82577.485382 nChanged 12 SP:Iteration 13Q (136.174963 sec): 3 clusters Score: Raw -84086.452910 + Penalty 1507.505696 = -82578.947214 nChanged 11 SP:Iteration 14Q (136.176988 sec): 3 clusters Score: Raw -84094.128788 + Penalty 1509.735190 = -82584.393598 nChanged 10 SP:Iteration 15Q (136.178941 sec): 3 clusters Score: Raw -84104.065576 + Penalty 1513.756445 = -82590.309131 nChanged 14 SP:Iteration 16Q (136.180828 sec): 3 clusters Score: Raw -84115.834370 + Penalty 1511.988290 = -82603.846080 nChanged 8 SP:Iteration 17Q (136.182669 sec): 3 clusters Score: Raw -84122.313162 + Penalty 1513.956046 = -82608.357116 nChanged 8 SP:Iteration 18Q (136.184543 sec): 3 clusters Score: Raw -84128.711000 + Penalty 1518.679376 = -82610.031624 nChanged 7 SP:Iteration 19Q (136.186366 sec): 3 clusters Score: Raw -84134.906789 + Penalty 1518.921904 = -82615.984884 nChanged 5 SP:Iteration 20F (136.188356 sec): 3 clusters Score: Raw -84139.119832 + Penalty 1522.171634 = -82616.948198 nChanged 2 SP:Iteration 21Q (136.190131 sec): 3 clusters Score: Raw -84141.602406 + Penalty 1530.067239 = -82611.535167 nChanged 3 SP:Iteration 22F (136.192035 sec): 3 clusters Score: Raw -84144.682610 + Penalty 1532.469440 = -82612.213170 nChanged 1 SP:Iteration 23Q (136.193756 sec): 3 clusters Score: Raw -84146.754236 + Penalty 1533.294146 = -82613.460090 nChanged 1 SP:Iteration 24Q (136.195442 sec): 3 clusters Score: Raw -84147.628541 + Penalty 1533.294146 = -82614.334396 nChanged 0 SP:Iteration 25F (136.197324 sec): 3 clusters Score: Raw -84147.628541 + Penalty 1533.294146 = -82614.334396 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.200725 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.202478 sec): 3 clusters Score: Raw -65309.566025 + Penalty 1976.905543 = -63332.660481 nChanged 242 SP:Iteration 1F (136.204127 sec): 3 clusters Score: Raw -65518.760015 + Penalty 1978.979525 = -63539.780491 nChanged 64 SP:Iteration 2F (136.205913 sec): 3 clusters Score: Raw -65582.377705 + Penalty 1978.564714 = -63603.812990 nChanged 35 SP:Iteration 3Q (136.207694 sec): 3 clusters Score: Raw -65618.580363 + Penalty 1977.447566 = -63641.132797 nChanged 19 SP:Iteration 4Q (136.209460 sec): 3 clusters Score: Raw -65635.298530 + Penalty 1976.890758 = -63658.407772 nChanged 7 SP:Iteration 5Q (136.211206 sec): 3 clusters Score: Raw -65643.800757 + Penalty 1976.980084 = -63666.820674 nChanged 13 SP:Iteration 6Q (136.212891 sec): 3 clusters Score: Raw -65657.839451 + Penalty 1977.362175 = -63680.477277 nChanged 12 SP:Iteration 7Q (136.214527 sec): 3 clusters Score: Raw -65669.067549 + Penalty 1977.738768 = -63691.328781 nChanged 7 SP:Iteration 8Q (136.216140 sec): 3 clusters Score: Raw -65674.863179 + Penalty 1978.119458 = -63696.743721 nChanged 8 SP:Iteration 9Q (136.217802 sec): 3 clusters Score: Raw -65686.160165 + Penalty 1978.520219 = -63707.639945 nChanged 14 SP:Iteration 10F (136.219468 sec): 3 clusters Score: Raw -65698.290471 + Penalty 1978.900856 = -63719.389616 nChanged 10 SP:Iteration 11Q (136.221076 sec): 3 clusters Score: Raw -65709.831809 + Penalty 1979.272754 = -63730.559055 nChanged 8 SP:Iteration 12Q (136.222683 sec): 3 clusters Score: Raw -65716.571243 + Penalty 1979.095575 = -63737.475668 nChanged 1 SP:Iteration 13Q (136.224285 sec): 3 clusters Score: Raw -65717.008573 + Penalty 1979.095575 = -63737.912998 nChanged 0 SP:Iteration 14F (136.225947 sec): 3 clusters Score: Raw -65717.008573 + Penalty 1979.095575 = -63737.912998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.226538 sec): 2 clusters Score: Raw -1360.683317 + Penalty 58.197847 = -1302.485470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.226773 sec): 3 clusters Score: Raw -1416.590704 + Penalty 134.692497 = -1281.898207 nChanged 2 SP:Iteration 1F (136.227001 sec): 3 clusters Score: Raw -1435.611456 + Penalty 134.692497 = -1300.918959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.227543 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.227809 sec): 3 clusters Score: Raw -1952.326168 + Penalty 260.406570 = -1691.919598 nChanged 7 SP:Iteration 1F (136.228069 sec): 3 clusters Score: Raw -1975.388372 + Penalty 257.821187 = -1717.567185 nChanged 1 SP:Iteration 2Q (136.228323 sec): 3 clusters Score: Raw -1977.284493 + Penalty 257.821187 = -1719.463306 nChanged 0 SP:Iteration 3F (136.228582 sec): 3 clusters Score: Raw -1977.284493 + Penalty 257.821187 = -1719.463306 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.231253 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.232857 sec): 3 clusters Score: Raw -62846.542321 + Penalty 1172.488312 = -61674.054009 nChanged 247 SP:Iteration 1F (136.234371 sec): 3 clusters Score: Raw -63012.382955 + Penalty 1177.783541 = -61834.599414 nChanged 94 SP:Iteration 2F (136.235862 sec): 3 clusters Score: Raw -63100.175220 + Penalty 1178.555001 = -61921.620219 nChanged 52 SP:Iteration 3F (136.237452 sec): 3 clusters Score: Raw -63154.879066 + Penalty 1177.873804 = -61977.005262 nChanged 48 SP:Iteration 4F (136.238996 sec): 3 clusters Score: Raw -63199.252578 + Penalty 1176.309230 = -62022.943348 nChanged 35 SP:Iteration 5Q (136.240490 sec): 3 clusters Score: Raw -63230.696716 + Penalty 1181.320868 = -62049.375848 nChanged 26 SP:Iteration 6Q (136.242109 sec): 3 clusters Score: Raw -63255.329589 + Penalty 1185.204701 = -62070.124888 nChanged 18 SP:Iteration 7Q (136.243727 sec): 3 clusters Score: Raw -63272.177155 + Penalty 1185.971970 = -62086.205185 nChanged 15 SP:Iteration 8Q (136.245337 sec): 3 clusters Score: Raw -63286.023944 + Penalty 1185.231047 = -62100.792897 nChanged 7 SP:Iteration 9Q (136.246864 sec): 3 clusters Score: Raw -63292.979308 + Penalty 1185.863077 = -62107.116231 nChanged 1 SP:Iteration 10F (136.248357 sec): 3 clusters Score: Raw -63294.262717 + Penalty 1184.133857 = -62110.128860 nChanged 2 SP:Iteration 11Q (136.249833 sec): 3 clusters Score: Raw -63295.485907 + Penalty 1182.707769 = -62112.778138 nChanged 1 SP:Iteration 12Q (136.251351 sec): 3 clusters Score: Raw -63296.000218 + Penalty 1181.233968 = -62114.766251 nChanged 1 SP:Iteration 13Q (136.252853 sec): 3 clusters Score: Raw -63296.151983 + Penalty 1181.233968 = -62114.918016 nChanged 0 SP:Iteration 14F (136.254359 sec): 3 clusters Score: Raw -63296.151983 + Penalty 1181.233968 = -62114.918016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.254915 sec): 2 clusters Score: Raw -679.929586 + Penalty 30.778525 = -649.151062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.255129 sec): 3 clusters Score: Raw -706.730221 + Penalty 54.495424 = -652.234797 nChanged 0 Score: Raw -3036413.649224 + Penalty 21779.234465 = -3014634.414759 Splitting cluster 11 changes total score from -2994038.018559 to -3014634.414759 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.765739 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.766786 sec): 3 clusters Score: Raw -39384.170715 + Penalty 770.801948 = -38613.368766 nChanged 155 SP:Iteration 1F (136.767812 sec): 3 clusters Score: Raw -39511.671729 + Penalty 788.279210 = -38723.392518 nChanged 56 SP:Iteration 2F (136.768836 sec): 3 clusters Score: Raw -39563.954260 + Penalty 811.933534 = -38752.020727 nChanged 36 SP:Iteration 3F (136.769861 sec): 3 clusters Score: Raw -39598.690458 + Penalty 836.063099 = -38762.627359 nChanged 23 SP:Iteration 4Q (136.770880 sec): 3 clusters Score: Raw -39630.136392 + Penalty 856.577623 = -38773.558769 nChanged 17 SP:Iteration 5Q (136.771890 sec): 3 clusters Score: Raw -39653.474319 + Penalty 865.995625 = -38787.478694 nChanged 9 SP:Iteration 6Q (136.772881 sec): 3 clusters Score: Raw -39663.674886 + Penalty 869.632449 = -38794.042437 nChanged 6 SP:Iteration 7Q (136.773861 sec): 3 clusters Score: Raw -39666.582732 + Penalty 869.494003 = -38797.088728 nChanged 4 SP:Iteration 8Q (136.774834 sec): 3 clusters Score: Raw -39669.581213 + Penalty 873.682464 = -38795.898749 nChanged 2 SP:Iteration 9F (136.775854 sec): 3 clusters Score: Raw -39672.034488 + Penalty 874.914181 = -38797.120306 nChanged 3 SP:Iteration 10F (136.776934 sec): 3 clusters Score: Raw -39677.738442 + Penalty 878.424973 = -38799.313469 nChanged 2 SP:Iteration 11Q (136.777950 sec): 3 clusters Score: Raw -39679.241704 + Penalty 878.492145 = -38800.749559 nChanged 1 SP:Iteration 12Q (136.778953 sec): 3 clusters Score: Raw -39679.656108 + Penalty 878.492145 = -38801.163963 nChanged 0 SP:Iteration 13F (136.780016 sec): 3 clusters Score: Raw -39679.656108 + Penalty 878.492145 = -38801.163963 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.782265 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.783603 sec): 3 clusters Score: Raw -56853.208469 + Penalty 1843.878597 = -55009.329872 nChanged 171 SP:Iteration 1F (136.784932 sec): 3 clusters Score: Raw -57071.483969 + Penalty 1848.579641 = -55222.904328 nChanged 55 SP:Iteration 2F (136.786297 sec): 3 clusters Score: Raw -57126.365089 + Penalty 1851.398539 = -55274.966550 nChanged 24 SP:Iteration 3Q (136.787608 sec): 3 clusters Score: Raw -57153.673707 + Penalty 1852.622791 = -55301.050916 nChanged 11 SP:Iteration 4Q (136.788881 sec): 3 clusters Score: Raw -57164.315854 + Penalty 1853.584364 = -55310.731490 nChanged 6 SP:Iteration 5Q (136.790151 sec): 3 clusters Score: Raw -57170.408700 + Penalty 1854.017372 = -55316.391328 nChanged 4 SP:Iteration 6Q (136.791422 sec): 3 clusters Score: Raw -57174.926381 + Penalty 1854.596985 = -55320.329396 nChanged 3 SP:Iteration 7Q (136.792691 sec): 3 clusters Score: Raw -57177.284680 + Penalty 1854.648867 = -55322.635813 nChanged 1 SP:Iteration 8Q (136.793988 sec): 3 clusters Score: Raw -57178.948627 + Penalty 1853.888908 = -55325.059718 nChanged 1 SP:Iteration 9Q (136.795285 sec): 3 clusters Score: Raw -57180.044995 + Penalty 1853.940085 = -55326.104910 nChanged 1 SP:Iteration 10F (136.796584 sec): 3 clusters Score: Raw -57181.027321 + Penalty 1853.940085 = -55327.087236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.798307 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.799291 sec): 3 clusters Score: Raw -33866.741449 + Penalty 863.499135 = -33003.242314 nChanged 133 SP:Iteration 1F (136.800232 sec): 3 clusters Score: Raw -33982.734867 + Penalty 871.432939 = -33111.301928 nChanged 43 SP:Iteration 2F (136.801173 sec): 3 clusters Score: Raw -34031.130420 + Penalty 877.330699 = -33153.799721 nChanged 25 SP:Iteration 3F (136.802115 sec): 3 clusters Score: Raw -34059.008873 + Penalty 874.900399 = -33184.108474 nChanged 20 SP:Iteration 4Q (136.803037 sec): 3 clusters Score: Raw -34088.004088 + Penalty 873.684550 = -33214.319537 nChanged 17 SP:Iteration 5Q (136.803957 sec): 3 clusters Score: Raw -34112.218966 + Penalty 872.411491 = -33239.807475 nChanged 11 SP:Iteration 6Q (136.804866 sec): 3 clusters Score: Raw -34127.233252 + Penalty 873.845206 = -33253.388046 nChanged 9 SP:Iteration 7Q (136.805764 sec): 3 clusters Score: Raw -34139.541630 + Penalty 873.137989 = -33266.403641 nChanged 6 SP:Iteration 8Q (136.806652 sec): 3 clusters Score: Raw -34148.277843 + Penalty 874.001221 = -33274.276622 nChanged 6 SP:Iteration 9Q (136.807557 sec): 3 clusters Score: Raw -34153.020248 + Penalty 873.442611 = -33279.577637 nChanged 1 SP:Iteration 10F (136.808503 sec): 3 clusters Score: Raw -34155.269974 + Penalty 873.532572 = -33281.737402 nChanged 1 SP:Iteration 11Q (136.809457 sec): 3 clusters Score: Raw -34155.971937 + Penalty 873.532572 = -33282.439365 nChanged 0 SP:Iteration 12F (136.810445 sec): 3 clusters Score: Raw -34155.971937 + Penalty 873.532572 = -33282.439365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.811254 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.811663 sec): 3 clusters Score: Raw -10857.633608 + Penalty 67.777918 = -10789.855690 nChanged 51 SP:Iteration 1F (136.812102 sec): 3 clusters Score: Raw -10887.669032 + Penalty 67.557937 = -10820.111095 nChanged 20 SP:Iteration 2F (136.812540 sec): 3 clusters Score: Raw -10911.338093 + Penalty 67.676194 = -10843.661898 nChanged 3 SP:Iteration 3Q (136.812978 sec): 3 clusters Score: Raw -10914.845942 + Penalty 68.271151 = -10846.574791 nChanged 2 SP:Iteration 4Q (136.813418 sec): 3 clusters Score: Raw -10915.006854 + Penalty 68.138294 = -10846.868560 nChanged 1 SP:Iteration 5Q (136.813854 sec): 3 clusters Score: Raw -10915.643071 + Penalty 68.235495 = -10847.407575 nChanged 1 SP:Iteration 6Q (136.814290 sec): 3 clusters Score: Raw -10916.380699 + Penalty 68.235495 = -10848.145204 nChanged 0 SP:Iteration 7F (136.814728 sec): 3 clusters Score: Raw -10916.380699 + Penalty 68.235495 = -10848.145204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.815330 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.815611 sec): 3 clusters Score: Raw -2693.800562 + Penalty 275.264755 = -2418.535807 nChanged 4 SP:Iteration 1F (136.815896 sec): 3 clusters Score: Raw -2704.351106 + Penalty 279.993400 = -2424.357706 nChanged 1 SP:Iteration 2Q (136.816164 sec): 3 clusters Score: Raw -2710.227982 + Penalty 286.062297 = -2424.165685 nChanged 1 SP:Iteration 3F (136.816457 sec): 3 clusters Score: Raw -2713.962478 + Penalty 286.062297 = -2427.900181 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.823189 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.825799 sec): 3 clusters Score: Raw -118350.670649 + Penalty 986.522805 = -117364.147845 nChanged 538 SP:Iteration 1F (136.828355 sec): 3 clusters Score: Raw -118699.218142 + Penalty 989.156269 = -117710.061873 nChanged 135 SP:Iteration 2F (136.830893 sec): 3 clusters Score: Raw -118785.666155 + Penalty 994.269353 = -117791.396802 nChanged 97 SP:Iteration 3F (136.833457 sec): 3 clusters Score: Raw -118846.821898 + Penalty 998.675014 = -117848.146883 nChanged 56 SP:Iteration 4Q (136.836070 sec): 3 clusters Score: Raw -118868.727206 + Penalty 1004.689231 = -117864.037975 nChanged 37 SP:Iteration 5Q (136.838659 sec): 3 clusters Score: Raw -118885.145816 + Penalty 1012.044970 = -117873.100846 nChanged 39 SP:Iteration 6Q (136.841273 sec): 3 clusters Score: Raw -118907.035901 + Penalty 1017.952677 = -117889.083224 nChanged 30 SP:Iteration 7Q (136.844058 sec): 3 clusters Score: Raw -118925.348543 + Penalty 1025.017011 = -117900.331532 nChanged 30 SP:Iteration 8Q (136.846774 sec): 3 clusters Score: Raw -118944.175750 + Penalty 1035.939116 = -117908.236634 nChanged 37 SP:Iteration 9Q (136.849374 sec): 3 clusters Score: Raw -118963.760679 + Penalty 1041.641716 = -117922.118963 nChanged 25 SP:Iteration 10F (136.851908 sec): 3 clusters Score: Raw -118973.387364 + Penalty 1046.946375 = -117926.440989 nChanged 13 SP:Iteration 11Q (136.854447 sec): 3 clusters Score: Raw -118980.065651 + Penalty 1053.451772 = -117926.613879 nChanged 22 SP:Iteration 12Q (136.856983 sec): 3 clusters Score: Raw -118992.840155 + Penalty 1064.446093 = -117928.394061 nChanged 27 SP:Iteration 13Q (136.859542 sec): 3 clusters Score: Raw -119007.473501 + Penalty 1073.929674 = -117933.543827 nChanged 23 SP:Iteration 14Q (136.862221 sec): 3 clusters Score: Raw -119022.592526 + Penalty 1088.474912 = -117934.117614 nChanged 25 SP:Iteration 15Q (136.864990 sec): 3 clusters Score: Raw -119041.329797 + Penalty 1109.802066 = -117931.527731 nChanged 35 SP:Iteration 16F (136.867616 sec): 3 clusters Score: Raw -119073.640887 + Penalty 1123.603450 = -117950.037437 nChanged 22 SP:Iteration 17Q (136.870140 sec): 3 clusters Score: Raw -119096.625871 + Penalty 1137.084922 = -117959.540949 nChanged 25 SP:Iteration 18Q (136.872570 sec): 3 clusters Score: Raw -119127.583271 + Penalty 1146.392039 = -117981.191232 nChanged 19 SP:Iteration 19Q (136.874943 sec): 3 clusters Score: Raw -119144.553094 + Penalty 1151.335275 = -117993.217819 nChanged 16 SP:Iteration 20F (136.877721 sec): 3 clusters Score: Raw -119156.540968 + Penalty 1152.891400 = -118003.649568 nChanged 4 SP:Iteration 21Q (136.880193 sec): 3 clusters Score: Raw -119161.564488 + Penalty 1154.045744 = -118007.518743 nChanged 2 SP:Iteration 22Q (136.882519 sec): 3 clusters Score: Raw -119162.523206 + Penalty 1153.645344 = -118008.877862 nChanged 2 SP:Iteration 23Q (136.884808 sec): 3 clusters Score: Raw -119163.051500 + Penalty 1153.645344 = -118009.406156 nChanged 0 SP:Iteration 24F (136.887495 sec): 3 clusters Score: Raw -119163.051500 + Penalty 1153.645344 = -118009.406156 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.898304 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.899998 sec): 3 clusters Score: Raw -70101.238895 + Penalty 897.790774 = -69203.448121 nChanged 306 SP:Iteration 1F (136.901584 sec): 3 clusters Score: Raw -70355.112752 + Penalty 907.778229 = -69447.334523 nChanged 103 SP:Iteration 2F (136.903161 sec): 3 clusters Score: Raw -70439.022021 + Penalty 916.570593 = -69522.451428 nChanged 46 SP:Iteration 3F (136.904717 sec): 3 clusters Score: Raw -70469.244101 + Penalty 919.584199 = -69549.659903 nChanged 33 SP:Iteration 4Q (136.906257 sec): 3 clusters Score: Raw -70499.974338 + Penalty 920.134883 = -69579.839455 nChanged 31 SP:Iteration 5Q (136.907826 sec): 3 clusters Score: Raw -70523.804053 + Penalty 922.108166 = -69601.695887 nChanged 26 SP:Iteration 6Q (136.909521 sec): 3 clusters Score: Raw -70537.872566 + Penalty 921.162574 = -69616.709992 nChanged 17 SP:Iteration 7Q (136.911174 sec): 3 clusters Score: Raw -70546.152745 + Penalty 921.141144 = -69625.011601 nChanged 9 SP:Iteration 8Q (136.912736 sec): 3 clusters Score: Raw -70549.756347 + Penalty 920.264904 = -69629.491443 nChanged 6 SP:Iteration 9Q (136.914263 sec): 3 clusters Score: Raw -70551.604795 + Penalty 920.578263 = -69631.026531 nChanged 4 SP:Iteration 10F (136.915837 sec): 3 clusters Score: Raw -70552.006962 + Penalty 920.229773 = -69631.777189 nChanged 1 SP:Iteration 11Q (136.917385 sec): 3 clusters Score: Raw -70552.160270 + Penalty 920.229773 = -69631.930497 nChanged 0 SP:Iteration 12F (136.918927 sec): 3 clusters Score: Raw -70552.160270 + Penalty 920.229773 = -69631.930497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.921267 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.922622 sec): 3 clusters Score: Raw -55614.683933 + Penalty 1787.732177 = -53826.951756 nChanged 177 SP:Iteration 1F (136.924005 sec): 3 clusters Score: Raw -55762.147062 + Penalty 1790.318710 = -53971.828352 nChanged 59 SP:Iteration 2F (136.925431 sec): 3 clusters Score: Raw -55851.804767 + Penalty 1794.091130 = -54057.713637 nChanged 44 SP:Iteration 3F (136.926768 sec): 3 clusters Score: Raw -55915.254359 + Penalty 1797.279138 = -54117.975221 nChanged 39 SP:Iteration 4F (136.928101 sec): 3 clusters Score: Raw -55986.320689 + Penalty 1794.338214 = -54191.982475 nChanged 32 SP:Iteration 5Q (136.929416 sec): 3 clusters Score: Raw -56041.188209 + Penalty 1792.700997 = -54248.487213 nChanged 26 SP:Iteration 6Q (136.930695 sec): 3 clusters Score: Raw -56093.617985 + Penalty 1796.204969 = -54297.413017 nChanged 17 SP:Iteration 7Q (136.931957 sec): 3 clusters Score: Raw -56126.990797 + Penalty 1796.512333 = -54330.478463 nChanged 14 SP:Iteration 8Q (136.933204 sec): 3 clusters Score: Raw -56142.256594 + Penalty 1799.336175 = -54342.920419 nChanged 12 SP:Iteration 9Q (136.934448 sec): 3 clusters Score: Raw -56159.973657 + Penalty 1802.650746 = -54357.322911 nChanged 5 SP:Iteration 10F (136.935777 sec): 3 clusters Score: Raw -56168.143931 + Penalty 1803.329981 = -54364.813951 nChanged 3 SP:Iteration 11Q (136.936981 sec): 3 clusters Score: Raw -56170.748894 + Penalty 1804.740733 = -54366.008160 nChanged 2 SP:Iteration 12Q (136.938191 sec): 3 clusters Score: Raw -56173.480053 + Penalty 1806.728644 = -54366.751409 nChanged 3 SP:Iteration 13Q (136.939437 sec): 3 clusters Score: Raw -56177.710867 + Penalty 1807.417049 = -54370.293818 nChanged 1 SP:Iteration 14Q (136.940661 sec): 3 clusters Score: Raw -56180.842310 + Penalty 1808.160678 = -54372.681632 nChanged 3 SP:Iteration 15Q (136.942039 sec): 3 clusters Score: Raw -56184.042162 + Penalty 1809.441933 = -54374.600229 nChanged 2 SP:Iteration 16Q (136.943338 sec): 3 clusters Score: Raw -56185.556751 + Penalty 1809.441933 = -54376.114818 nChanged 0 SP:Iteration 17F (136.944737 sec): 3 clusters Score: Raw -56185.556751 + Penalty 1809.441933 = -54376.114818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.946273 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.947221 sec): 3 clusters Score: Raw -30625.454033 + Penalty 1885.959453 = -28739.494580 nChanged 101 SP:Iteration 1F (136.948126 sec): 3 clusters Score: Raw -30773.447038 + Penalty 1884.970395 = -28888.476642 nChanged 20 SP:Iteration 2F (136.949034 sec): 3 clusters Score: Raw -30801.752892 + Penalty 1884.352850 = -28917.400042 nChanged 8 SP:Iteration 3Q (136.949905 sec): 3 clusters Score: Raw -30818.409853 + Penalty 1883.783971 = -28934.625883 nChanged 5 SP:Iteration 4Q (136.950739 sec): 3 clusters Score: Raw -30824.253997 + Penalty 1883.507378 = -28940.746619 nChanged 4 SP:Iteration 5Q (136.951567 sec): 3 clusters Score: Raw -30831.711149 + Penalty 1883.234238 = -28948.476911 nChanged 2 SP:Iteration 6Q (136.952394 sec): 3 clusters Score: Raw -30837.094660 + Penalty 1883.271053 = -28953.823608 nChanged 3 SP:Iteration 7Q (136.953222 sec): 3 clusters Score: Raw -30842.875744 + Penalty 1882.848809 = -28960.026935 nChanged 3 SP:Iteration 8Q (136.954053 sec): 3 clusters Score: Raw -30847.055487 + Penalty 1882.232633 = -28964.822853 nChanged 5 SP:Iteration 9Q (136.954883 sec): 3 clusters Score: Raw -30876.293234 + Penalty 1882.248493 = -28994.044741 nChanged 7 SP:Iteration 10F (136.955751 sec): 3 clusters Score: Raw -30897.076164 + Penalty 1882.248493 = -29014.827671 nChanged 2 SP:Iteration 11Q (136.956595 sec): 3 clusters Score: Raw -30899.638109 + Penalty 1882.084146 = -29017.553963 nChanged 1 SP:Iteration 12Q (136.957460 sec): 3 clusters Score: Raw -30900.839807 + Penalty 1882.084146 = -29018.755661 nChanged 0 SP:Iteration 13F (136.958387 sec): 3 clusters Score: Raw -30900.839807 + Penalty 1882.084146 = -29018.755661 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.963153 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.965606 sec): 3 clusters Score: Raw -111888.177253 + Penalty 1943.259188 = -109944.918065 nChanged 422 SP:Iteration 1F (136.967979 sec): 3 clusters Score: Raw -112145.594391 + Penalty 1943.650659 = -110201.943732 nChanged 114 SP:Iteration 2F (136.970331 sec): 3 clusters Score: Raw -112241.674819 + Penalty 1943.999028 = -110297.675792 nChanged 70 SP:Iteration 3F (136.972704 sec): 3 clusters Score: Raw -112296.534231 + Penalty 1944.288848 = -110352.245383 nChanged 51 SP:Iteration 4Q (136.975125 sec): 3 clusters Score: Raw -112329.448097 + Penalty 1943.933144 = -110385.514953 nChanged 38 SP:Iteration 5Q (136.977672 sec): 3 clusters Score: Raw -112350.046497 + Penalty 1943.537555 = -110406.508942 nChanged 32 SP:Iteration 6Q (136.980190 sec): 3 clusters Score: Raw -112371.727341 + Penalty 1942.999229 = -110428.728113 nChanged 26 SP:Iteration 7Q (136.982587 sec): 3 clusters Score: Raw -112394.415138 + Penalty 1942.681299 = -110451.733839 nChanged 29 SP:Iteration 8Q (136.984919 sec): 3 clusters Score: Raw -112426.764824 + Penalty 1943.241620 = -110483.523203 nChanged 41 SP:Iteration 9Q (136.987347 sec): 3 clusters Score: Raw -112468.360081 + Penalty 1943.780016 = -110524.580065 nChanged 37 SP:Iteration 10F (136.989788 sec): 3 clusters Score: Raw -112493.368571 + Penalty 1944.728255 = -110548.640316 nChanged 37 SP:Iteration 11Q (136.992128 sec): 3 clusters Score: Raw -112513.882744 + Penalty 1947.672868 = -110566.209876 nChanged 30 SP:Iteration 12Q (136.994551 sec): 3 clusters Score: Raw -112533.162996 + Penalty 1951.050320 = -110582.112676 nChanged 26 SP:Iteration 13Q (136.997057 sec): 3 clusters Score: Raw -112553.566296 + Penalty 1953.554589 = -110600.011707 nChanged 28 SP:Iteration 14Q (136.999476 sec): 3 clusters Score: Raw -112568.953045 + Penalty 1955.560014 = -110613.393031 nChanged 13 SP:Iteration 15Q (137.001822 sec): 3 clusters Score: Raw -112577.040931 + Penalty 1958.815938 = -110618.224993 nChanged 20 SP:Iteration 16Q (137.004232 sec): 3 clusters Score: Raw -112589.394080 + Penalty 1961.468575 = -110627.925504 nChanged 16 SP:Iteration 17Q (137.006574 sec): 3 clusters Score: Raw -112599.185524 + Penalty 1965.400598 = -110633.784926 nChanged 19 SP:Iteration 18Q (137.008875 sec): 3 clusters Score: Raw -112611.414359 + Penalty 1970.013031 = -110641.401328 nChanged 22 SP:Iteration 19Q (137.011374 sec): 3 clusters Score: Raw -112626.282923 + Penalty 1975.454976 = -110650.827947 nChanged 23 SP:Iteration 20F (137.013912 sec): 3 clusters Score: Raw -112643.968783 + Penalty 1980.960688 = -110663.008095 nChanged 21 SP:Iteration 21Q (137.016238 sec): 3 clusters Score: Raw -112660.108611 + Penalty 1984.365923 = -110675.742689 nChanged 12 SP:Iteration 22Q (137.018523 sec): 3 clusters Score: Raw -112668.912092 + Penalty 1986.351697 = -110682.560395 nChanged 7 SP:Iteration 23Q (137.020785 sec): 3 clusters Score: Raw -112673.527637 + Penalty 1987.443462 = -110686.084175 nChanged 7 SP:Iteration 24Q (137.023026 sec): 3 clusters Score: Raw -112676.849557 + Penalty 1987.892452 = -110688.957105 nChanged 4 SP:Iteration 25Q (137.025267 sec): 3 clusters Score: Raw -112678.825736 + Penalty 1988.485969 = -110690.339767 nChanged 3 SP:Iteration 26Q (137.027551 sec): 3 clusters Score: Raw -112680.383612 + Penalty 1989.251118 = -110691.132493 nChanged 4 SP:Iteration 27Q (137.029836 sec): 3 clusters Score: Raw -112683.242969 + Penalty 1989.719837 = -110693.523132 nChanged 2 SP:Iteration 28Q (137.032063 sec): 3 clusters Score: Raw -112683.667883 + Penalty 1990.601022 = -110693.066861 nChanged 2 SP:Iteration 29F (137.034401 sec): 3 clusters Score: Raw -112684.501264 + Penalty 1990.601022 = -110693.900242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.037579 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.039165 sec): 3 clusters Score: Raw -62913.499290 + Penalty 927.656969 = -61985.842321 nChanged 280 SP:Iteration 1F (137.040654 sec): 3 clusters Score: Raw -63176.671984 + Penalty 931.421204 = -62245.250780 nChanged 100 SP:Iteration 2F (137.042111 sec): 3 clusters Score: Raw -63300.842593 + Penalty 937.148556 = -62363.694036 nChanged 50 SP:Iteration 3F (137.043691 sec): 3 clusters Score: Raw -63347.148025 + Penalty 939.551390 = -62407.596635 nChanged 33 SP:Iteration 4Q (137.045188 sec): 3 clusters Score: Raw -63365.533114 + Penalty 944.016355 = -62421.516759 nChanged 21 SP:Iteration 5Q (137.046685 sec): 3 clusters Score: Raw -63378.649174 + Penalty 948.653318 = -62429.995856 nChanged 15 SP:Iteration 6Q (137.048159 sec): 3 clusters Score: Raw -63390.664121 + Penalty 954.037812 = -62436.626309 nChanged 16 SP:Iteration 7Q (137.049664 sec): 3 clusters Score: Raw -63400.614949 + Penalty 958.981445 = -62441.633504 nChanged 17 SP:Iteration 8Q (137.051157 sec): 3 clusters Score: Raw -63412.274194 + Penalty 959.923672 = -62452.350522 nChanged 11 SP:Iteration 9Q (137.052572 sec): 3 clusters Score: Raw -63418.685817 + Penalty 962.063511 = -62456.622306 nChanged 8 SP:Iteration 10F (137.054031 sec): 3 clusters Score: Raw -63424.421556 + Penalty 963.295051 = -62461.126505 nChanged 8 SP:Iteration 11Q (137.055450 sec): 3 clusters Score: Raw -63429.390441 + Penalty 964.170655 = -62465.219786 nChanged 5 SP:Iteration 12Q (137.056876 sec): 3 clusters Score: Raw -63432.019269 + Penalty 964.453712 = -62467.565557 nChanged 1 SP:Iteration 13Q (137.058268 sec): 3 clusters Score: Raw -63432.270278 + Penalty 964.291086 = -62467.979193 nChanged 1 SP:Iteration 14Q (137.059666 sec): 3 clusters Score: Raw -63432.469134 + Penalty 965.139534 = -62467.329600 nChanged 1 SP:Iteration 15F (137.061151 sec): 3 clusters Score: Raw -63432.744768 + Penalty 965.139534 = -62467.605233 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.063934 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.065309 sec): 3 clusters Score: Raw -58911.828887 + Penalty 1852.694939 = -57059.133948 nChanged 181 SP:Iteration 1F (137.066679 sec): 3 clusters Score: Raw -59092.631951 + Penalty 1853.473821 = -57239.158130 nChanged 40 SP:Iteration 2F (137.068046 sec): 3 clusters Score: Raw -59136.957659 + Penalty 1854.630196 = -57282.327463 nChanged 16 SP:Iteration 3Q (137.069384 sec): 3 clusters Score: Raw -59153.465936 + Penalty 1855.406648 = -57298.059289 nChanged 11 SP:Iteration 4Q (137.070810 sec): 3 clusters Score: Raw -59160.441140 + Penalty 1855.693666 = -57304.747474 nChanged 3 SP:Iteration 5Q (137.072234 sec): 3 clusters Score: Raw -59162.790077 + Penalty 1855.793096 = -57306.996980 nChanged 3 SP:Iteration 6Q (137.073652 sec): 3 clusters Score: Raw -59163.884976 + Penalty 1856.051343 = -57307.833633 nChanged 1 SP:Iteration 7Q (137.075068 sec): 3 clusters Score: Raw -59164.542359 + Penalty 1856.002489 = -57308.539870 nChanged 2 SP:Iteration 8Q (137.076472 sec): 3 clusters Score: Raw -59166.525136 + Penalty 1856.167644 = -57310.357492 nChanged 3 SP:Iteration 9Q (137.077880 sec): 3 clusters Score: Raw -59170.349580 + Penalty 1856.570168 = -57313.779412 nChanged 3 SP:Iteration 10F (137.079297 sec): 3 clusters Score: Raw -59173.590703 + Penalty 1856.682435 = -57316.908268 nChanged 1 SP:Iteration 11Q (137.080652 sec): 3 clusters Score: Raw -59175.556107 + Penalty 1856.475604 = -57319.080503 nChanged 1 SP:Iteration 12Q (137.081989 sec): 3 clusters Score: Raw -59176.185110 + Penalty 1856.475604 = -57319.709506 nChanged 0 SP:Iteration 13F (137.083355 sec): 3 clusters Score: Raw -59176.185110 + Penalty 1856.475604 = -57319.709506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.085327 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.086188 sec): 3 clusters Score: Raw -30537.856636 + Penalty 1176.804750 = -29361.051886 nChanged 93 SP:Iteration 1F (137.087031 sec): 3 clusters Score: Raw -30617.021462 + Penalty 1195.728292 = -29421.293170 nChanged 41 SP:Iteration 2F (137.087872 sec): 3 clusters Score: Raw -30677.949202 + Penalty 1212.174339 = -29465.774863 nChanged 25 SP:Iteration 3F (137.088712 sec): 3 clusters Score: Raw -30716.298456 + Penalty 1229.556349 = -29486.742107 nChanged 20 SP:Iteration 4F (137.089552 sec): 3 clusters Score: Raw -30744.542951 + Penalty 1237.927138 = -29506.615813 nChanged 13 SP:Iteration 5Q (137.090367 sec): 3 clusters Score: Raw -30766.057693 + Penalty 1243.107552 = -29522.950141 nChanged 8 SP:Iteration 6Q (137.091168 sec): 3 clusters Score: Raw -30776.110720 + Penalty 1245.854054 = -29530.256666 nChanged 5 SP:Iteration 7Q (137.091982 sec): 3 clusters Score: Raw -30783.989088 + Penalty 1249.571074 = -29534.418013 nChanged 3 SP:Iteration 8Q (137.092796 sec): 3 clusters Score: Raw -30789.076901 + Penalty 1251.255964 = -29537.820937 nChanged 3 SP:Iteration 9Q (137.093592 sec): 3 clusters Score: Raw -30794.203739 + Penalty 1252.650199 = -29541.553540 nChanged 2 SP:Iteration 10F (137.094471 sec): 3 clusters Score: Raw -30795.631957 + Penalty 1252.650199 = -29542.981758 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.098029 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.099885 sec): 3 clusters Score: Raw -77761.800388 + Penalty 1462.684236 = -76299.116151 nChanged 313 SP:Iteration 1F (137.101834 sec): 3 clusters Score: Raw -78011.357837 + Penalty 1462.122282 = -76549.235555 nChanged 96 SP:Iteration 2F (137.103743 sec): 3 clusters Score: Raw -78101.087395 + Penalty 1459.725883 = -76641.361512 nChanged 59 SP:Iteration 3F (137.105576 sec): 3 clusters Score: Raw -78157.361212 + Penalty 1456.122330 = -76701.238882 nChanged 35 SP:Iteration 4Q (137.107376 sec): 3 clusters Score: Raw -78183.250200 + Penalty 1453.397972 = -76729.852228 nChanged 22 SP:Iteration 5Q (137.109264 sec): 3 clusters Score: Raw -78198.534759 + Penalty 1453.336490 = -76745.198268 nChanged 16 SP:Iteration 6Q (137.111083 sec): 3 clusters Score: Raw -78210.098677 + Penalty 1453.143282 = -76756.955395 nChanged 12 SP:Iteration 7Q (137.112869 sec): 3 clusters Score: Raw -78216.286734 + Penalty 1452.736941 = -76763.549793 nChanged 3 SP:Iteration 8Q (137.114653 sec): 3 clusters Score: Raw -78217.750510 + Penalty 1451.645105 = -76766.105405 nChanged 2 SP:Iteration 9Q (137.116422 sec): 3 clusters Score: Raw -78219.322963 + Penalty 1451.359718 = -76767.963245 nChanged 2 SP:Iteration 10F (137.118210 sec): 3 clusters Score: Raw -78219.851779 + Penalty 1451.359718 = -76768.492061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.120364 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.121329 sec): 3 clusters Score: Raw -31223.495224 + Penalty 887.144043 = -30336.351181 nChanged 137 SP:Iteration 1F (137.122279 sec): 3 clusters Score: Raw -31370.436850 + Penalty 884.464376 = -30485.972474 nChanged 41 SP:Iteration 2F (137.123229 sec): 3 clusters Score: Raw -31434.344057 + Penalty 880.767456 = -30553.576600 nChanged 29 SP:Iteration 3F (137.124186 sec): 3 clusters Score: Raw -31468.113997 + Penalty 879.726252 = -30588.387744 nChanged 20 SP:Iteration 4Q (137.125100 sec): 3 clusters Score: Raw -31492.738399 + Penalty 877.385600 = -30615.352799 nChanged 13 SP:Iteration 5Q (137.126011 sec): 3 clusters Score: Raw -31513.766911 + Penalty 877.091631 = -30636.675280 nChanged 11 SP:Iteration 6Q (137.126912 sec): 3 clusters Score: Raw -31530.177130 + Penalty 876.843125 = -30653.334004 nChanged 10 SP:Iteration 7Q (137.127809 sec): 3 clusters Score: Raw -31550.052061 + Penalty 876.676198 = -30673.375863 nChanged 8 SP:Iteration 8Q (137.128699 sec): 3 clusters Score: Raw -31574.967499 + Penalty 872.712838 = -30702.254660 nChanged 7 SP:Iteration 9Q (137.129579 sec): 3 clusters Score: Raw -31581.932132 + Penalty 870.408967 = -30711.523165 nChanged 4 SP:Iteration 10F (137.130524 sec): 3 clusters Score: Raw -31587.694725 + Penalty 869.178180 = -30718.516545 nChanged 4 SP:Iteration 11Q (137.131403 sec): 3 clusters Score: Raw -31592.237794 + Penalty 867.684909 = -30724.552885 nChanged 3 SP:Iteration 12Q (137.132281 sec): 3 clusters Score: Raw -31602.273013 + Penalty 866.891083 = -30735.381931 nChanged 4 SP:Iteration 13Q (137.133153 sec): 3 clusters Score: Raw -31603.914906 + Penalty 866.384161 = -30737.530745 nChanged 2 SP:Iteration 14Q (137.134027 sec): 3 clusters Score: Raw -31605.794525 + Penalty 865.286135 = -30740.508390 nChanged 2 SP:Iteration 15Q (137.134897 sec): 3 clusters Score: Raw -31607.397907 + Penalty 865.286135 = -30742.111772 nChanged 0 SP:Iteration 16F (137.135840 sec): 3 clusters Score: Raw -31607.397907 + Penalty 865.286135 = -30742.111772 nChanged 0 Deleting Class 12 (3 points): Lose 44.194709 but Gain 84.381656 Iteration 242F (137.658868 sec): 27 clusters Score: Raw -3015691.145525 + Penalty 21667.397284 = -2994023.748241 nChanged 3 Iteration 243F (138.154704 sec): 27 clusters Score: Raw -3015715.478347 + Penalty 21667.397284 = -2994048.081063 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015715.478347 + Penalty 21667.397284 = -2994048.081063Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.288473 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.293792 sec): 3 clusters Score: Raw -228799.205564 + Penalty 309.317383 = -228489.888181 nChanged 1298 SP:Iteration 1F (138.299054 sec): 3 clusters Score: Raw -229640.495024 + Penalty 308.121185 = -229332.373839 nChanged 283 SP:Iteration 2F (138.304272 sec): 3 clusters Score: Raw -229886.833909 + Penalty 307.503521 = -229579.330387 nChanged 218 SP:Iteration 3F (138.309444 sec): 3 clusters Score: Raw -230072.049299 + Penalty 306.961092 = -229765.088207 nChanged 161 SP:Iteration 4F (138.314791 sec): 3 clusters Score: Raw -230154.704503 + Penalty 306.842976 = -229847.861527 nChanged 103 SP:Iteration 5Q (138.320063 sec): 3 clusters Score: Raw -230194.026699 + Penalty 306.807328 = -229887.219371 nChanged 73 SP:Iteration 6Q (138.325089 sec): 3 clusters Score: Raw -230219.781828 + Penalty 306.917597 = -229912.864231 nChanged 49 SP:Iteration 7Q (138.330362 sec): 3 clusters Score: Raw -230235.681380 + Penalty 307.266973 = -229928.414408 nChanged 35 SP:Iteration 8Q (138.335639 sec): 3 clusters Score: Raw -230244.690989 + Penalty 307.460482 = -229937.230507 nChanged 36 SP:Iteration 9Q (138.340975 sec): 3 clusters Score: Raw -230251.414831 + Penalty 307.459462 = -229943.955369 nChanged 30 SP:Iteration 10F (138.346293 sec): 3 clusters Score: Raw -230256.669760 + Penalty 307.582519 = -229949.087241 nChanged 24 SP:Iteration 11Q (138.351591 sec): 3 clusters Score: Raw -230260.898937 + Penalty 308.108132 = -229952.790805 nChanged 28 SP:Iteration 12Q (138.356583 sec): 3 clusters Score: Raw -230266.207459 + Penalty 308.513727 = -229957.693732 nChanged 23 SP:Iteration 13Q (138.361556 sec): 3 clusters Score: Raw -230272.293193 + Penalty 309.231123 = -229963.062070 nChanged 35 SP:Iteration 14Q (138.366537 sec): 3 clusters Score: Raw -230281.136861 + Penalty 309.680574 = -229971.456287 nChanged 31 SP:Iteration 15Q (138.371529 sec): 3 clusters Score: Raw -230287.655357 + Penalty 310.423088 = -229977.232269 nChanged 29 SP:Iteration 16Q (138.376487 sec): 3 clusters Score: Raw -230294.504205 + Penalty 311.127762 = -229983.376443 nChanged 26 SP:Iteration 17Q (138.381732 sec): 3 clusters Score: Raw -230301.083357 + Penalty 312.136500 = -229988.946857 nChanged 39 SP:Iteration 18Q (138.386930 sec): 3 clusters Score: Raw -230311.151877 + Penalty 313.119671 = -229998.032205 nChanged 40 SP:Iteration 19Q (138.392289 sec): 3 clusters Score: Raw -230320.744041 + Penalty 314.208936 = -230006.535105 nChanged 29 SP:Iteration 20F (138.397619 sec): 3 clusters Score: Raw -230328.806218 + Penalty 315.062991 = -230013.743227 nChanged 28 SP:Iteration 21Q (138.402676 sec): 3 clusters Score: Raw -230334.403820 + Penalty 316.107383 = -230018.296437 nChanged 27 SP:Iteration 22Q (138.407683 sec): 3 clusters Score: Raw -230339.918680 + Penalty 317.472452 = -230022.446228 nChanged 31 SP:Iteration 23Q (138.412648 sec): 3 clusters Score: Raw -230346.646583 + Penalty 318.631408 = -230028.015175 nChanged 33 SP:Iteration 24Q (138.418044 sec): 3 clusters Score: Raw -230354.557754 + Penalty 319.921410 = -230034.636344 nChanged 35 SP:Iteration 25Q (138.423001 sec): 3 clusters Score: Raw -230362.826092 + Penalty 320.678706 = -230042.147386 nChanged 30 SP:Iteration 26Q (138.428097 sec): 3 clusters Score: Raw -230371.519540 + Penalty 321.696917 = -230049.822623 nChanged 35 SP:Iteration 27Q (138.433271 sec): 3 clusters Score: Raw -230382.392142 + Penalty 323.063998 = -230059.328144 nChanged 41 SP:Iteration 28Q (138.438478 sec): 3 clusters Score: Raw -230393.778488 + Penalty 324.197601 = -230069.580887 nChanged 37 SP:Iteration 29Q (138.443638 sec): 3 clusters Score: Raw -230404.660471 + Penalty 325.662737 = -230078.997734 nChanged 39 SP:Iteration 30F (138.448929 sec): 3 clusters Score: Raw -230416.804582 + Penalty 326.686330 = -230090.118253 nChanged 27 SP:Iteration 31Q (138.453962 sec): 3 clusters Score: Raw -230423.316185 + Penalty 327.710385 = -230095.605800 nChanged 30 SP:Iteration 32Q (138.458884 sec): 3 clusters Score: Raw -230430.102624 + Penalty 328.813372 = -230101.289252 nChanged 34 SP:Iteration 33Q (138.463764 sec): 3 clusters Score: Raw -230435.927476 + Penalty 329.653690 = -230106.273786 nChanged 23 SP:Iteration 34Q (138.468640 sec): 3 clusters Score: Raw -230439.194072 + Penalty 330.609237 = -230108.584835 nChanged 18 SP:Iteration 35Q (138.473463 sec): 3 clusters Score: Raw -230441.694189 + Penalty 331.121517 = -230110.572672 nChanged 15 SP:Iteration 36Q (138.478303 sec): 3 clusters Score: Raw -230443.867666 + Penalty 331.980665 = -230111.887001 nChanged 19 SP:Iteration 37Q (138.483541 sec): 3 clusters Score: Raw -230446.946904 + Penalty 332.780437 = -230114.166467 nChanged 13 SP:Iteration 38Q (138.488346 sec): 3 clusters Score: Raw -230448.819913 + Penalty 333.977498 = -230114.842414 nChanged 17 SP:Iteration 39Q (138.493618 sec): 3 clusters Score: Raw -230455.481710 + Penalty 335.333381 = -230120.148330 nChanged 26 SP:Iteration 40F (138.498797 sec): 3 clusters Score: Raw -230463.361788 + Penalty 336.874193 = -230126.487595 nChanged 24 SP:Iteration 41Q (138.503625 sec): 3 clusters Score: Raw -230472.657320 + Penalty 338.399236 = -230134.258084 nChanged 23 SP:Iteration 42Q (138.508455 sec): 3 clusters Score: Raw -230478.848939 + Penalty 339.485003 = -230139.363936 nChanged 19 SP:Iteration 43Q (138.513467 sec): 3 clusters Score: Raw -230485.899708 + Penalty 340.258051 = -230145.641656 nChanged 16 SP:Iteration 44Q (138.518431 sec): 3 clusters Score: Raw -230492.397596 + Penalty 341.419384 = -230150.978212 nChanged 15 SP:Iteration 45Q (138.523215 sec): 3 clusters Score: Raw -230496.294617 + Penalty 342.251876 = -230154.042741 nChanged 15 SP:Iteration 46Q (138.528053 sec): 3 clusters Score: Raw -230498.808786 + Penalty 343.166345 = -230155.642441 nChanged 13 SP:Iteration 47Q (138.532776 sec): 3 clusters Score: Raw -230500.934164 + Penalty 344.046750 = -230156.887415 nChanged 15 SP:Iteration 48Q (138.537638 sec): 3 clusters Score: Raw -230503.665313 + Penalty 344.988646 = -230158.676668 nChanged 9 SP:Iteration 49Q (138.542763 sec): 3 clusters Score: Raw -230505.457183 + Penalty 345.658579 = -230159.798604 nChanged 8 SP:Iteration 50F (138.548231 sec): 3 clusters Score: Raw -230506.365027 + Penalty 345.496537 = -230160.868491 nChanged 4 SP:Iteration 51Q (138.553222 sec): 3 clusters Score: Raw -230506.512018 + Penalty 346.165717 = -230160.346301 nChanged 7 SP:Iteration 52F (138.558376 sec): 3 clusters Score: Raw -230507.021804 + Penalty 347.079028 = -230159.942777 nChanged 9 SP:Iteration 53F (138.563462 sec): 3 clusters Score: Raw -230508.102044 + Penalty 347.278954 = -230160.823090 nChanged 6 SP:Iteration 54Q (138.568149 sec): 3 clusters Score: Raw -230509.072012 + Penalty 347.262780 = -230161.809232 nChanged 5 SP:Iteration 55Q (138.572807 sec): 3 clusters Score: Raw -230509.613285 + Penalty 347.286109 = -230162.327176 nChanged 5 SP:Iteration 56Q (138.577459 sec): 3 clusters Score: Raw -230510.515009 + Penalty 347.711482 = -230162.803527 nChanged 7 SP:Iteration 57Q (138.582365 sec): 3 clusters Score: Raw -230511.755198 + Penalty 347.876039 = -230163.879159 nChanged 9 SP:Iteration 58Q (138.587046 sec): 3 clusters Score: Raw -230513.486504 + Penalty 348.326566 = -230165.159938 nChanged 11 SP:Iteration 59Q (138.591767 sec): 3 clusters Score: Raw -230514.532356 + Penalty 349.039845 = -230165.492512 nChanged 11 SP:Iteration 60F (138.597058 sec): 3 clusters Score: Raw -230515.551924 + Penalty 349.282799 = -230166.269125 nChanged 6 SP:Iteration 61Q (138.601837 sec): 3 clusters Score: Raw -230515.987442 + Penalty 350.013381 = -230165.974062 nChanged 6 SP:Iteration 62F (138.606895 sec): 3 clusters Score: Raw -230516.929015 + Penalty 350.671184 = -230166.257831 nChanged 7 SP:Iteration 63Q (138.611601 sec): 3 clusters Score: Raw -230518.273138 + Penalty 351.100667 = -230167.172471 nChanged 3 SP:Iteration 64Q (138.616628 sec): 3 clusters Score: Raw -230519.119739 + Penalty 351.408374 = -230167.711365 nChanged 6 SP:Iteration 65Q (138.621434 sec): 3 clusters Score: Raw -230521.988820 + Penalty 351.581664 = -230170.407156 nChanged 9 SP:Iteration 66Q (138.626217 sec): 3 clusters Score: Raw -230524.030283 + Penalty 352.543909 = -230171.486374 nChanged 9 SP:Iteration 67Q (138.630941 sec): 3 clusters Score: Raw -230525.652426 + Penalty 353.397899 = -230172.254527 nChanged 13 SP:Iteration 68Q (138.635568 sec): 3 clusters Score: Raw -230527.254204 + Penalty 353.641578 = -230173.612626 nChanged 12 SP:Iteration 69Q (138.640503 sec): 3 clusters Score: Raw -230529.344672 + Penalty 354.635386 = -230174.709286 nChanged 8 SP:Iteration 70F (138.646056 sec): 3 clusters Score: Raw -230530.268991 + Penalty 355.691386 = -230174.577604 nChanged 12 SP:Iteration 71F (138.651433 sec): 3 clusters Score: Raw -230532.560702 + Penalty 356.103206 = -230176.457497 nChanged 12 SP:Iteration 72Q (138.656003 sec): 3 clusters Score: Raw -230534.618930 + Penalty 355.591720 = -230179.027210 nChanged 9 SP:Iteration 73Q (138.660774 sec): 3 clusters Score: Raw -230536.013192 + Penalty 356.409256 = -230179.603936 nChanged 6 SP:Iteration 74Q (138.665597 sec): 3 clusters Score: Raw -230536.729239 + Penalty 356.027353 = -230180.701885 nChanged 10 SP:Iteration 75Q (138.670188 sec): 3 clusters Score: Raw -230538.144990 + Penalty 357.112482 = -230181.032508 nChanged 9 SP:Iteration 76Q (138.674729 sec): 3 clusters Score: Raw -230539.701050 + Penalty 358.095229 = -230181.605821 nChanged 6 SP:Iteration 77Q (138.679394 sec): 3 clusters Score: Raw -230540.408301 + Penalty 358.569011 = -230181.839290 nChanged 7 SP:Iteration 78Q (138.684361 sec): 3 clusters Score: Raw -230540.805439 + Penalty 358.752247 = -230182.053192 nChanged 6 SP:Iteration 79Q (138.688890 sec): 3 clusters Score: Raw -230541.307335 + Penalty 359.450400 = -230181.856935 nChanged 6 SP:Iteration 80F (138.693997 sec): 3 clusters Score: Raw -230541.625761 + Penalty 360.087489 = -230181.538272 nChanged 5 SP:Iteration 81F (138.699607 sec): 3 clusters Score: Raw -230541.954883 + Penalty 360.512969 = -230181.441914 nChanged 8 SP:Iteration 82F (138.704874 sec): 3 clusters Score: Raw -230542.790977 + Penalty 360.334998 = -230182.455979 nChanged 7 SP:Iteration 83Q (138.709385 sec): 3 clusters Score: Raw -230544.029246 + Penalty 360.329759 = -230183.699487 nChanged 8 SP:Iteration 84Q (138.714118 sec): 3 clusters Score: Raw -230545.801292 + Penalty 361.606453 = -230184.194839 nChanged 11 SP:Iteration 85Q (138.718919 sec): 3 clusters Score: Raw -230548.056084 + Penalty 362.998368 = -230185.057716 nChanged 14 SP:Iteration 86Q (138.723622 sec): 3 clusters Score: Raw -230551.464458 + Penalty 363.946061 = -230187.518397 nChanged 17 SP:Iteration 87Q (138.728139 sec): 3 clusters Score: Raw -230555.589836 + Penalty 365.117756 = -230190.472080 nChanged 11 SP:Iteration 88Q (138.732602 sec): 3 clusters Score: Raw -230559.543307 + Penalty 365.794420 = -230193.748888 nChanged 11 SP:Iteration 89Q (138.737077 sec): 3 clusters Score: Raw -230565.900317 + Penalty 366.740173 = -230199.160145 nChanged 13 SP:Iteration 90F (138.742410 sec): 3 clusters Score: Raw -230569.600588 + Penalty 366.937825 = -230202.662763 nChanged 10 SP:Iteration 91Q (138.747204 sec): 3 clusters Score: Raw -230571.301232 + Penalty 368.227356 = -230203.073875 nChanged 9 SP:Iteration 92Q (138.752011 sec): 3 clusters Score: Raw -230572.627351 + Penalty 367.765315 = -230204.862036 nChanged 9 SP:Iteration 93Q (138.756778 sec): 3 clusters Score: Raw -230574.256392 + Penalty 367.838556 = -230206.417835 nChanged 3 SP:Iteration 94Q (138.761150 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 95Q (138.765522 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 96F (138.770563 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.771892 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.772209 sec): 3 clusters Score: Raw -3466.178533 + Penalty 243.432916 = -3222.745618 nChanged 10 SP:Iteration 1F (138.772531 sec): 3 clusters Score: Raw -3477.563143 + Penalty 269.413073 = -3208.150070 nChanged 6 SP:Iteration 2F (138.772828 sec): 3 clusters Score: Raw -3494.298108 + Penalty 278.174450 = -3216.123658 nChanged 1 SP:Iteration 3Q (138.773115 sec): 3 clusters Score: Raw -3499.327285 + Penalty 284.984479 = -3214.342805 nChanged 1 SP:Iteration 4F (138.773410 sec): 3 clusters Score: Raw -3504.078580 + Penalty 291.888976 = -3212.189604 nChanged 1 SP:Iteration 5F (138.773704 sec): 3 clusters Score: Raw -3510.583307 + Penalty 291.888976 = -3218.694331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.774528 sec): 2 clusters Score: Raw -446.631881 + Penalty 8.958797 = -437.673084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.774719 sec): 3 clusters Score: Raw -448.547013 + Penalty 17.917595 = -430.629418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.781618 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.785221 sec): 3 clusters Score: Raw -149202.844306 + Penalty 720.829699 = -148482.014607 nChanged 765 SP:Iteration 1F (138.788639 sec): 3 clusters Score: Raw -149666.738737 + Penalty 719.622234 = -148947.116503 nChanged 188 SP:Iteration 2F (138.791953 sec): 3 clusters Score: Raw -149768.981374 + Penalty 718.671759 = -149050.309614 nChanged 116 SP:Iteration 3F (138.795456 sec): 3 clusters Score: Raw -149832.429050 + Penalty 718.847133 = -149113.581917 nChanged 84 SP:Iteration 4Q (138.798868 sec): 3 clusters Score: Raw -149869.326096 + Penalty 719.224266 = -149150.101829 nChanged 78 SP:Iteration 5Q (138.802229 sec): 3 clusters Score: Raw -149905.573442 + Penalty 719.719294 = -149185.854148 nChanged 71 SP:Iteration 6Q (138.805529 sec): 3 clusters Score: Raw -149930.193378 + Penalty 720.349704 = -149209.843674 nChanged 50 SP:Iteration 7Q (138.809000 sec): 3 clusters Score: Raw -149947.913520 + Penalty 722.182229 = -149225.731291 nChanged 48 SP:Iteration 8Q (138.812510 sec): 3 clusters Score: Raw -149965.484080 + Penalty 724.115057 = -149241.369022 nChanged 45 SP:Iteration 9Q (138.816051 sec): 3 clusters Score: Raw -149984.439455 + Penalty 731.373688 = -149253.065767 nChanged 43 SP:Iteration 10F (138.819481 sec): 3 clusters Score: Raw -150013.310052 + Penalty 736.516077 = -149276.793975 nChanged 49 SP:Iteration 11Q (138.822834 sec): 3 clusters Score: Raw -150050.136705 + Penalty 739.328796 = -149310.807909 nChanged 50 SP:Iteration 12Q (138.826094 sec): 3 clusters Score: Raw -150085.744285 + Penalty 747.346667 = -149338.397618 nChanged 45 SP:Iteration 13Q (138.829345 sec): 3 clusters Score: Raw -150113.956992 + Penalty 757.075756 = -149356.881235 nChanged 41 SP:Iteration 14Q (138.832686 sec): 3 clusters Score: Raw -150135.530168 + Penalty 763.753490 = -149371.776678 nChanged 35 SP:Iteration 15Q (138.836113 sec): 3 clusters Score: Raw -150151.286163 + Penalty 771.137741 = -149380.148422 nChanged 30 SP:Iteration 16Q (138.839470 sec): 3 clusters Score: Raw -150168.472911 + Penalty 778.017574 = -149390.455337 nChanged 27 SP:Iteration 17Q (138.842999 sec): 3 clusters Score: Raw -150185.240579 + Penalty 787.311763 = -149397.928817 nChanged 25 SP:Iteration 18Q (138.846310 sec): 3 clusters Score: Raw -150196.507499 + Penalty 796.665468 = -149399.842032 nChanged 16 SP:Iteration 19Q (138.849843 sec): 3 clusters Score: Raw -150202.375729 + Penalty 804.960576 = -149397.415153 nChanged 13 SP:Iteration 20F (138.853065 sec): 3 clusters Score: Raw -150207.669018 + Penalty 813.213969 = -149394.455049 nChanged 10 SP:Iteration 21F (138.856296 sec): 3 clusters Score: Raw -150212.071806 + Penalty 818.593956 = -149393.477850 nChanged 17 SP:Iteration 22F (138.859568 sec): 3 clusters Score: Raw -150222.714057 + Penalty 824.696865 = -149398.017192 nChanged 18 SP:Iteration 23Q (138.862941 sec): 3 clusters Score: Raw -150234.660588 + Penalty 830.947689 = -149403.712898 nChanged 11 SP:Iteration 24Q (138.866396 sec): 3 clusters Score: Raw -150241.091046 + Penalty 838.129458 = -149402.961588 nChanged 9 SP:Iteration 25F (138.869714 sec): 3 clusters Score: Raw -150248.987665 + Penalty 834.811217 = -149414.176447 nChanged 6 SP:Iteration 26Q (138.872773 sec): 3 clusters Score: Raw -150256.166455 + Penalty 834.017392 = -149422.149062 nChanged 5 SP:Iteration 27Q (138.875779 sec): 3 clusters Score: Raw -150261.450991 + Penalty 831.908288 = -149429.542703 nChanged 6 SP:Iteration 28Q (138.878779 sec): 3 clusters Score: Raw -150268.559788 + Penalty 827.915379 = -149440.644410 nChanged 7 SP:Iteration 29Q (138.881900 sec): 3 clusters Score: Raw -150273.215173 + Penalty 823.444275 = -149449.770897 nChanged 5 SP:Iteration 30F (138.885252 sec): 3 clusters Score: Raw -150275.364647 + Penalty 823.208380 = -149452.156267 nChanged 4 SP:Iteration 31Q (138.888144 sec): 3 clusters Score: Raw -150277.756224 + Penalty 820.922145 = -149456.834079 nChanged 5 SP:Iteration 32Q (138.891151 sec): 3 clusters Score: Raw -150281.104007 + Penalty 824.265215 = -149456.838792 nChanged 4 SP:Iteration 33Q (138.894077 sec): 3 clusters Score: Raw -150282.636473 + Penalty 827.704899 = -149454.931573 nChanged 2 SP:Iteration 34F (138.897407 sec): 3 clusters Score: Raw -150283.233554 + Penalty 827.704899 = -149455.528655 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.997733 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.040617 sec): 3 clusters Score: Raw -1697044.340005 + Penalty 607.004753 = -1696437.335251 nChanged 10268 SP:Iteration 1F (139.082532 sec): 3 clusters Score: Raw -1700578.822083 + Penalty 596.602253 = -1699982.219830 nChanged 3040 SP:Iteration 2F (139.124693 sec): 3 clusters Score: Raw -1701686.494080 + Penalty 578.225172 = -1701108.268908 nChanged 1946 SP:Iteration 3F (139.166854 sec): 3 clusters Score: Raw -1702778.141959 + Penalty 549.023336 = -1702229.118623 nChanged 1821 SP:Iteration 4F (139.208795 sec): 3 clusters Score: Raw -1704253.594863 + Penalty 509.609682 = -1703743.985181 nChanged 2662 SP:Iteration 5F (139.250068 sec): 3 clusters Score: Raw -1707442.534651 + Penalty 473.662383 = -1706968.872268 nChanged 2576 SP:Iteration 6F (139.291029 sec): 3 clusters Score: Raw -1710723.313467 + Penalty 482.521295 = -1710240.792172 nChanged 844 SP:Iteration 7Q (139.334317 sec): 3 clusters Score: Raw -1711662.982077 + Penalty 486.462302 = -1711176.519775 nChanged 113 SP:Iteration 8Q (139.367624 sec): 3 clusters Score: Raw -1711770.433921 + Penalty 496.625901 = -1711273.808021 nChanged 30 SP:Iteration 9Q (139.399295 sec): 3 clusters Score: Raw -1711785.667879 + Penalty 498.662796 = -1711287.005083 nChanged 13 SP:Iteration 10F (139.440406 sec): 3 clusters Score: Raw -1711789.650569 + Penalty 503.921855 = -1711285.728714 nChanged 7 SP:Iteration 11F (139.481356 sec): 3 clusters Score: Raw -1711792.546841 + Penalty 500.203832 = -1711292.343009 nChanged 6 SP:Iteration 12Q (139.512906 sec): 3 clusters Score: Raw -1711797.491407 + Penalty 502.766487 = -1711294.724920 nChanged 3 SP:Iteration 13Q (139.544562 sec): 3 clusters Score: Raw -1711799.521291 + Penalty 507.103611 = -1711292.417680 nChanged 3 SP:Iteration 14F (139.585543 sec): 3 clusters Score: Raw -1711800.409255 + Penalty 507.410104 = -1711292.999152 nChanged 3 SP:Iteration 15Q (139.617302 sec): 3 clusters Score: Raw -1711800.630937 + Penalty 507.410104 = -1711293.220834 nChanged 0 SP:Iteration 16F (139.658178 sec): 3 clusters Score: Raw -1711800.630937 + Penalty 507.410104 = -1711293.220834 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.674665 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.676644 sec): 3 clusters Score: Raw -83546.651948 + Penalty 1375.084521 = -82171.567428 nChanged 343 SP:Iteration 1F (139.678596 sec): 3 clusters Score: Raw -83750.806571 + Penalty 1401.569492 = -82349.237078 nChanged 137 SP:Iteration 2F (139.680541 sec): 3 clusters Score: Raw -83888.906901 + Penalty 1425.916788 = -82462.990113 nChanged 78 SP:Iteration 3F (139.682646 sec): 3 clusters Score: Raw -83960.876736 + Penalty 1444.561186 = -82516.315550 nChanged 43 SP:Iteration 4Q (139.684712 sec): 3 clusters Score: Raw -84001.833347 + Penalty 1456.670095 = -82545.163252 nChanged 25 SP:Iteration 5Q (139.686671 sec): 3 clusters Score: Raw -84023.659467 + Penalty 1468.300890 = -82555.358577 nChanged 32 SP:Iteration 6Q (139.688535 sec): 3 clusters Score: Raw -84050.186338 + Penalty 1474.740837 = -82575.445501 nChanged 15 SP:Iteration 7Q (139.690370 sec): 3 clusters Score: Raw -84059.460333 + Penalty 1481.447721 = -82578.012612 nChanged 11 SP:Iteration 8Q (139.692195 sec): 3 clusters Score: Raw -84068.086952 + Penalty 1485.276643 = -82582.810308 nChanged 8 SP:Iteration 9Q (139.694049 sec): 3 clusters Score: Raw -84075.585651 + Penalty 1489.296836 = -82586.288815 nChanged 8 SP:Iteration 10F (139.696016 sec): 3 clusters Score: Raw -84080.721566 + Penalty 1492.518246 = -82588.203320 nChanged 8 SP:Iteration 11Q (139.697819 sec): 3 clusters Score: Raw -84087.614847 + Penalty 1492.550506 = -82595.064341 nChanged 6 SP:Iteration 12Q (139.699790 sec): 3 clusters Score: Raw -84092.854737 + Penalty 1491.952091 = -82600.902646 nChanged 4 SP:Iteration 13Q (139.701730 sec): 3 clusters Score: Raw -84096.132992 + Penalty 1494.890413 = -82601.242579 nChanged 5 SP:Iteration 14Q (139.703507 sec): 3 clusters Score: Raw -84098.500854 + Penalty 1495.011402 = -82603.489452 nChanged 3 SP:Iteration 15Q (139.705291 sec): 3 clusters Score: Raw -84100.205648 + Penalty 1494.865668 = -82605.339981 nChanged 4 SP:Iteration 16Q (139.707108 sec): 3 clusters Score: Raw -84102.196832 + Penalty 1499.054519 = -82603.142313 nChanged 5 SP:Iteration 17F (139.709072 sec): 3 clusters Score: Raw -84104.817862 + Penalty 1499.188581 = -82605.629281 nChanged 1 SP:Iteration 18Q (139.710878 sec): 3 clusters Score: Raw -84105.688124 + Penalty 1498.817697 = -82606.870428 nChanged 1 SP:Iteration 19Q (139.712666 sec): 3 clusters Score: Raw -84105.846968 + Penalty 1499.380796 = -82606.466172 nChanged 1 SP:Iteration 20F (139.714717 sec): 3 clusters Score: Raw -84105.870822 + Penalty 1499.380796 = -82606.490026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.718099 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.719892 sec): 3 clusters Score: Raw -65326.051988 + Penalty 1973.220869 = -63352.831119 nChanged 240 SP:Iteration 1F (139.721685 sec): 3 clusters Score: Raw -65557.887092 + Penalty 1972.790893 = -63585.096199 nChanged 63 SP:Iteration 2F (139.723350 sec): 3 clusters Score: Raw -65632.476403 + Penalty 1972.027353 = -63660.449049 nChanged 42 SP:Iteration 3F (139.724983 sec): 3 clusters Score: Raw -65682.014420 + Penalty 1972.044200 = -63709.970220 nChanged 23 SP:Iteration 4Q (139.726592 sec): 3 clusters Score: Raw -65706.770930 + Penalty 1972.308575 = -63734.462355 nChanged 20 SP:Iteration 5Q (139.728189 sec): 3 clusters Score: Raw -65731.151377 + Penalty 1972.582135 = -63758.569242 nChanged 15 SP:Iteration 6Q (139.729836 sec): 3 clusters Score: Raw -65747.525943 + Penalty 1973.673986 = -63773.851958 nChanged 17 SP:Iteration 7Q (139.731452 sec): 3 clusters Score: Raw -65763.675958 + Penalty 1973.943522 = -63789.732435 nChanged 8 SP:Iteration 8Q (139.733035 sec): 3 clusters Score: Raw -65770.589906 + Penalty 1973.955124 = -63796.634782 nChanged 8 SP:Iteration 9Q (139.734614 sec): 3 clusters Score: Raw -65777.128101 + Penalty 1973.815556 = -63803.312546 nChanged 3 SP:Iteration 10F (139.736247 sec): 3 clusters Score: Raw -65779.967284 + Penalty 1973.422891 = -63806.544393 nChanged 3 SP:Iteration 11Q (139.737826 sec): 3 clusters Score: Raw -65783.479579 + Penalty 1973.296364 = -63810.183216 nChanged 5 SP:Iteration 12Q (139.739408 sec): 3 clusters Score: Raw -65789.881041 + Penalty 1973.171297 = -63816.709744 nChanged 3 SP:Iteration 13Q (139.740987 sec): 3 clusters Score: Raw -65791.653309 + Penalty 1972.939693 = -63818.713616 nChanged 6 SP:Iteration 14Q (139.742563 sec): 3 clusters Score: Raw -65798.726887 + Penalty 1972.800228 = -63825.926659 nChanged 7 SP:Iteration 15Q (139.744138 sec): 3 clusters Score: Raw -65808.365799 + Penalty 1973.054121 = -63835.311679 nChanged 6 SP:Iteration 16Q (139.745756 sec): 3 clusters Score: Raw -65813.708014 + Penalty 1972.932608 = -63840.775405 nChanged 3 SP:Iteration 17Q (139.747354 sec): 3 clusters Score: Raw -65817.381952 + Penalty 1972.819370 = -63844.562583 nChanged 3 SP:Iteration 18Q (139.749073 sec): 3 clusters Score: Raw -65821.136156 + Penalty 1972.816114 = -63848.320041 nChanged 2 SP:Iteration 19Q (139.750759 sec): 3 clusters Score: Raw -65823.084020 + Penalty 1972.689849 = -63850.394171 nChanged 1 SP:Iteration 20F (139.752460 sec): 3 clusters Score: Raw -65825.487179 + Penalty 1972.689849 = -63852.797331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.753063 sec): 2 clusters Score: Raw -1424.453228 + Penalty 58.368354 = -1366.084873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.753303 sec): 3 clusters Score: Raw -1462.364993 + Penalty 113.293769 = -1349.071224 nChanged 2 SP:Iteration 1F (139.753534 sec): 3 clusters Score: Raw -1469.452866 + Penalty 111.141385 = -1358.311481 nChanged 1 SP:Iteration 2Q (139.753757 sec): 3 clusters Score: Raw -1473.857142 + Penalty 111.141385 = -1362.715757 nChanged 0 SP:Iteration 3F (139.753986 sec): 3 clusters Score: Raw -1473.857142 + Penalty 111.141385 = -1362.715757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.754526 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.754794 sec): 3 clusters Score: Raw -1953.959361 + Penalty 278.923886 = -1675.035475 nChanged 2 SP:Iteration 1F (139.755058 sec): 3 clusters Score: Raw -1967.275290 + Penalty 305.585604 = -1661.689686 nChanged 2 SP:Iteration 2F (139.755322 sec): 3 clusters Score: Raw -1981.120461 + Penalty 305.585604 = -1675.534857 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.757976 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.759613 sec): 3 clusters Score: Raw -62844.640549 + Penalty 1169.714780 = -61674.925769 nChanged 257 SP:Iteration 1F (139.761134 sec): 3 clusters Score: Raw -62986.793464 + Penalty 1171.560048 = -61815.233415 nChanged 68 SP:Iteration 2F (139.762634 sec): 3 clusters Score: Raw -63041.792693 + Penalty 1172.484177 = -61869.308516 nChanged 49 SP:Iteration 3F (139.764137 sec): 3 clusters Score: Raw -63081.139044 + Penalty 1172.347372 = -61908.791672 nChanged 28 SP:Iteration 4Q (139.765675 sec): 3 clusters Score: Raw -63105.511962 + Penalty 1171.930870 = -61933.581092 nChanged 26 SP:Iteration 5Q (139.767207 sec): 3 clusters Score: Raw -63134.054783 + Penalty 1170.896274 = -61963.158509 nChanged 34 SP:Iteration 6Q (139.768783 sec): 3 clusters Score: Raw -63173.829826 + Penalty 1170.461070 = -62003.368756 nChanged 33 SP:Iteration 7Q (139.770282 sec): 3 clusters Score: Raw -63217.511540 + Penalty 1170.429935 = -62047.081606 nChanged 29 SP:Iteration 8Q (139.771771 sec): 3 clusters Score: Raw -63244.020535 + Penalty 1169.624111 = -62074.396424 nChanged 25 SP:Iteration 9Q (139.773261 sec): 3 clusters Score: Raw -63273.268178 + Penalty 1169.608026 = -62103.660152 nChanged 18 SP:Iteration 10F (139.774772 sec): 3 clusters Score: Raw -63287.181662 + Penalty 1169.331542 = -62117.850120 nChanged 9 SP:Iteration 11Q (139.776213 sec): 3 clusters Score: Raw -63295.886576 + Penalty 1169.927776 = -62125.958800 nChanged 7 SP:Iteration 12Q (139.777692 sec): 3 clusters Score: Raw -63302.038793 + Penalty 1170.697533 = -62131.341260 nChanged 4 SP:Iteration 13Q (139.779168 sec): 3 clusters Score: Raw -63309.136177 + Penalty 1171.218412 = -62137.917765 nChanged 7 SP:Iteration 14Q (139.780624 sec): 3 clusters Score: Raw -63314.620643 + Penalty 1171.321158 = -62143.299485 nChanged 7 SP:Iteration 15Q (139.782195 sec): 3 clusters Score: Raw -63318.452785 + Penalty 1171.539323 = -62146.913461 nChanged 1 SP:Iteration 16Q (139.783772 sec): 3 clusters Score: Raw -63319.358491 + Penalty 1171.721248 = -62147.637243 nChanged 1 SP:Iteration 17Q (139.785311 sec): 3 clusters Score: Raw -63320.220954 + Penalty 1171.683583 = -62148.537371 nChanged 2 SP:Iteration 18Q (139.786771 sec): 3 clusters Score: Raw -63320.608981 + Penalty 1171.683583 = -62148.925398 nChanged 0 SP:Iteration 19F (139.788259 sec): 3 clusters Score: Raw -63320.608981 + Penalty 1171.683583 = -62148.925398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.788798 sec): 2 clusters Score: Raw -622.164149 + Penalty 29.215625 = -592.948525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.789009 sec): 3 clusters Score: Raw -652.379769 + Penalty 62.695357 = -589.684412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.791867 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.792988 sec): 3 clusters Score: Raw -39392.213081 + Penalty 786.995298 = -38605.217784 nChanged 154 SP:Iteration 1F (139.794085 sec): 3 clusters Score: Raw -39515.023059 + Penalty 826.641176 = -38688.381883 nChanged 53 SP:Iteration 2F (139.795172 sec): 3 clusters Score: Raw -39584.020357 + Penalty 863.593058 = -38720.427300 nChanged 37 SP:Iteration 3F (139.796256 sec): 3 clusters Score: Raw -39626.434387 + Penalty 893.945184 = -38732.489203 nChanged 20 SP:Iteration 4Q (139.797322 sec): 3 clusters Score: Raw -39651.793505 + Penalty 906.078323 = -38745.715182 nChanged 17 SP:Iteration 5Q (139.798350 sec): 3 clusters Score: Raw -39668.076455 + Penalty 919.631750 = -38748.444705 nChanged 6 SP:Iteration 6Q (139.799352 sec): 3 clusters Score: Raw -39679.072239 + Penalty 927.345583 = -38751.726656 nChanged 8 SP:Iteration 7Q (139.800339 sec): 3 clusters Score: Raw -39690.040731 + Penalty 945.396039 = -38744.644692 nChanged 10 SP:Iteration 8F (139.801423 sec): 3 clusters Score: Raw -39701.634068 + Penalty 947.225189 = -38754.408879 nChanged 2 SP:Iteration 9Q (139.802436 sec): 3 clusters Score: Raw -39703.168577 + Penalty 950.087432 = -38753.081145 nChanged 3 SP:Iteration 10F (139.803528 sec): 3 clusters Score: Raw -39706.822160 + Penalty 949.514186 = -38757.307974 nChanged 1 SP:Iteration 11Q (139.804543 sec): 3 clusters Score: Raw -39708.340750 + Penalty 949.514186 = -38758.826564 nChanged 0 SP:Iteration 12F (139.805621 sec): 3 clusters Score: Raw -39708.340750 + Penalty 949.514186 = -38758.826564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.815006 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.816465 sec): 3 clusters Score: Raw -56813.842514 + Penalty 1838.576437 = -54975.266077 nChanged 176 SP:Iteration 1F (139.817888 sec): 3 clusters Score: Raw -56961.519167 + Penalty 1839.476300 = -55122.042867 nChanged 40 SP:Iteration 2F (139.819319 sec): 3 clusters Score: Raw -57009.334083 + Penalty 1839.577600 = -55169.756483 nChanged 23 SP:Iteration 3Q (139.820668 sec): 3 clusters Score: Raw -57032.563073 + Penalty 1839.125925 = -55193.437148 nChanged 14 SP:Iteration 4Q (139.821993 sec): 3 clusters Score: Raw -57042.159141 + Penalty 1838.887655 = -55203.271485 nChanged 8 SP:Iteration 5Q (139.823328 sec): 3 clusters Score: Raw -57050.376368 + Penalty 1839.281986 = -55211.094383 nChanged 11 SP:Iteration 6Q (139.824643 sec): 3 clusters Score: Raw -57057.493628 + Penalty 1839.604086 = -55217.889542 nChanged 12 SP:Iteration 7Q (139.825958 sec): 3 clusters Score: Raw -57067.308938 + Penalty 1840.003463 = -55227.305475 nChanged 12 SP:Iteration 8Q (139.827286 sec): 3 clusters Score: Raw -57078.854429 + Penalty 1841.481119 = -55237.373310 nChanged 14 SP:Iteration 9Q (139.828593 sec): 3 clusters Score: Raw -57091.858427 + Penalty 1842.307914 = -55249.550513 nChanged 5 SP:Iteration 10F (139.829935 sec): 3 clusters Score: Raw -57094.172782 + Penalty 1843.239011 = -55250.933770 nChanged 5 SP:Iteration 11Q (139.831260 sec): 3 clusters Score: Raw -57097.789737 + Penalty 1843.840714 = -55253.949024 nChanged 5 SP:Iteration 12Q (139.832576 sec): 3 clusters Score: Raw -57102.401053 + Penalty 1844.856744 = -55257.544309 nChanged 4 SP:Iteration 13Q (139.833889 sec): 3 clusters Score: Raw -57103.659934 + Penalty 1844.856744 = -55258.803190 nChanged 0 SP:Iteration 14F (139.835238 sec): 3 clusters Score: Raw -57103.659934 + Penalty 1844.856744 = -55258.803190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.837075 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.838117 sec): 3 clusters Score: Raw -33877.175590 + Penalty 856.265160 = -33020.910430 nChanged 135 SP:Iteration 1F (139.839089 sec): 3 clusters Score: Raw -34019.871042 + Penalty 857.413921 = -33162.457121 nChanged 37 SP:Iteration 2F (139.840054 sec): 3 clusters Score: Raw -34054.080592 + Penalty 857.448954 = -33196.631638 nChanged 15 SP:Iteration 3Q (139.840998 sec): 3 clusters Score: Raw -34067.920745 + Penalty 857.536670 = -33210.384075 nChanged 7 SP:Iteration 4Q (139.841938 sec): 3 clusters Score: Raw -34072.074752 + Penalty 857.518929 = -33214.555823 nChanged 4 SP:Iteration 5Q (139.842877 sec): 3 clusters Score: Raw -34077.161312 + Penalty 857.567979 = -33219.593333 nChanged 4 SP:Iteration 6Q (139.843810 sec): 3 clusters Score: Raw -34081.386200 + Penalty 857.701897 = -33223.684304 nChanged 1 SP:Iteration 7Q (139.844743 sec): 3 clusters Score: Raw -34082.078556 + Penalty 857.701897 = -33224.376659 nChanged 0 SP:Iteration 8F (139.845757 sec): 3 clusters Score: Raw -34082.078556 + Penalty 857.701897 = -33224.376659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.846593 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.847052 sec): 3 clusters Score: Raw -10857.379419 + Penalty 59.220142 = -10798.159277 nChanged 55 SP:Iteration 1F (139.847459 sec): 3 clusters Score: Raw -10937.490051 + Penalty 34.018850 = -10903.471201 nChanged 10 SP:Iteration 2F (139.847837 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.848424 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.848715 sec): 3 clusters Score: Raw -2690.720426 + Penalty 274.249265 = -2416.471161 nChanged 2 SP:Iteration 1Q (139.848991 sec): 3 clusters Score: Raw -2697.469348 + Penalty 277.377475 = -2420.091873 nChanged 1 SP:Iteration 2Q (139.849263 sec): 3 clusters Score: Raw -2699.824546 + Penalty 277.377475 = -2422.447071 nChanged 0 SP:Iteration 3F (139.849545 sec): 3 clusters Score: Raw -2699.824546 + Penalty 277.377475 = -2422.447071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.854873 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.857517 sec): 3 clusters Score: Raw -118331.389571 + Penalty 987.248241 = -117344.141329 nChanged 527 SP:Iteration 1F (139.860113 sec): 3 clusters Score: Raw -118678.900137 + Penalty 995.040380 = -117683.859757 nChanged 160 SP:Iteration 2F (139.862720 sec): 3 clusters Score: Raw -118807.390271 + Penalty 1001.719041 = -117805.671230 nChanged 90 SP:Iteration 3F (139.865409 sec): 3 clusters Score: Raw -118885.616015 + Penalty 1005.019720 = -117880.596295 nChanged 73 SP:Iteration 4F (139.868258 sec): 3 clusters Score: Raw -118952.932919 + Penalty 1004.512380 = -117948.420539 nChanged 54 SP:Iteration 5Q (139.870999 sec): 3 clusters Score: Raw -119000.816809 + Penalty 1004.463529 = -117996.353280 nChanged 49 SP:Iteration 6Q (139.873614 sec): 3 clusters Score: Raw -119036.558113 + Penalty 1005.367940 = -118031.190173 nChanged 26 SP:Iteration 7Q (139.876086 sec): 3 clusters Score: Raw -119058.284036 + Penalty 1006.558003 = -118051.726032 nChanged 27 SP:Iteration 8Q (139.878595 sec): 3 clusters Score: Raw -119071.563315 + Penalty 1007.715638 = -118063.847676 nChanged 14 SP:Iteration 9Q (139.881064 sec): 3 clusters Score: Raw -119079.315680 + Penalty 1009.203499 = -118070.112182 nChanged 12 SP:Iteration 10F (139.883938 sec): 3 clusters Score: Raw -119087.550158 + Penalty 1009.487252 = -118078.062906 nChanged 5 SP:Iteration 11Q (139.886541 sec): 3 clusters Score: Raw -119091.046780 + Penalty 1009.340476 = -118081.706304 nChanged 4 SP:Iteration 12Q (139.889027 sec): 3 clusters Score: Raw -119092.626636 + Penalty 1009.350122 = -118083.276513 nChanged 5 SP:Iteration 13Q (139.891520 sec): 3 clusters Score: Raw -119094.788886 + Penalty 1009.605719 = -118085.183167 nChanged 5 SP:Iteration 14Q (139.894028 sec): 3 clusters Score: Raw -119097.738929 + Penalty 1010.154056 = -118087.584873 nChanged 3 SP:Iteration 15Q (139.896476 sec): 3 clusters Score: Raw -119098.785777 + Penalty 1010.495457 = -118088.290320 nChanged 2 SP:Iteration 16Q (139.898967 sec): 3 clusters Score: Raw -119099.882957 + Penalty 1010.951133 = -118088.931824 nChanged 4 SP:Iteration 17Q (139.901458 sec): 3 clusters Score: Raw -119101.909839 + Penalty 1011.651462 = -118090.258377 nChanged 6 SP:Iteration 18Q (139.903994 sec): 3 clusters Score: Raw -119104.979851 + Penalty 1011.397222 = -118093.582629 nChanged 3 SP:Iteration 19Q (139.906439 sec): 3 clusters Score: Raw -119106.871448 + Penalty 1010.993751 = -118095.877697 nChanged 7 SP:Iteration 20F (139.909032 sec): 3 clusters Score: Raw -119110.412981 + Penalty 1010.016328 = -118100.396652 nChanged 6 SP:Iteration 21Q (139.911515 sec): 3 clusters Score: Raw -119112.037297 + Penalty 1009.886306 = -118102.150991 nChanged 3 SP:Iteration 22Q (139.914055 sec): 3 clusters Score: Raw -119112.674225 + Penalty 1009.886306 = -118102.787920 nChanged 0 SP:Iteration 23F (139.916803 sec): 3 clusters Score: Raw -119112.674225 + Penalty 1009.886306 = -118102.787920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.921113 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.922763 sec): 3 clusters Score: Raw -70105.698968 + Penalty 920.686211 = -69185.012757 nChanged 311 SP:Iteration 1F (139.924455 sec): 3 clusters Score: Raw -70411.475955 + Penalty 938.267201 = -69473.208753 nChanged 90 SP:Iteration 2F (139.926059 sec): 3 clusters Score: Raw -70504.948843 + Penalty 963.640537 = -69541.308307 nChanged 65 SP:Iteration 3F (139.927713 sec): 3 clusters Score: Raw -70571.660949 + Penalty 970.966531 = -69600.694418 nChanged 33 SP:Iteration 4Q (139.929307 sec): 3 clusters Score: Raw -70596.303587 + Penalty 976.628805 = -69619.674781 nChanged 18 SP:Iteration 5Q (139.930866 sec): 3 clusters Score: Raw -70610.255971 + Penalty 979.201012 = -69631.054959 nChanged 12 SP:Iteration 6Q (139.932453 sec): 3 clusters Score: Raw -70621.257431 + Penalty 983.806611 = -69637.450821 nChanged 5 SP:Iteration 7Q (139.934020 sec): 3 clusters Score: Raw -70628.118804 + Penalty 986.199354 = -69641.919450 nChanged 8 SP:Iteration 8Q (139.935569 sec): 3 clusters Score: Raw -70631.973013 + Penalty 989.565090 = -69642.407923 nChanged 5 SP:Iteration 9Q (139.937105 sec): 3 clusters Score: Raw -70634.980711 + Penalty 990.496129 = -69644.484582 nChanged 1 SP:Iteration 10F (139.938728 sec): 3 clusters Score: Raw -70636.304495 + Penalty 991.580109 = -69644.724385 nChanged 2 SP:Iteration 11Q (139.940224 sec): 3 clusters Score: Raw -70638.096612 + Penalty 994.001007 = -69644.095605 nChanged 3 SP:Iteration 12F (139.941872 sec): 3 clusters Score: Raw -70640.579801 + Penalty 995.821323 = -69644.758478 nChanged 2 SP:Iteration 13Q (139.943399 sec): 3 clusters Score: Raw -70641.254186 + Penalty 995.821323 = -69645.432863 nChanged 0 SP:Iteration 14F (139.945013 sec): 3 clusters Score: Raw -70641.254186 + Penalty 995.821323 = -69645.432863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.947482 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.948974 sec): 3 clusters Score: Raw -55608.266032 + Penalty 1787.480216 = -53820.785816 nChanged 184 SP:Iteration 1F (139.950414 sec): 3 clusters Score: Raw -55777.732227 + Penalty 1791.476663 = -53986.255564 nChanged 61 SP:Iteration 2F (139.951844 sec): 3 clusters Score: Raw -55836.870313 + Penalty 1795.643791 = -54041.226522 nChanged 35 SP:Iteration 3F (139.953221 sec): 3 clusters Score: Raw -55897.630009 + Penalty 1797.726629 = -54099.903380 nChanged 29 SP:Iteration 4Q (139.954562 sec): 3 clusters Score: Raw -55963.049713 + Penalty 1802.669059 = -54160.380654 nChanged 31 SP:Iteration 5Q (139.955896 sec): 3 clusters Score: Raw -56009.337590 + Penalty 1807.515887 = -54201.821703 nChanged 16 SP:Iteration 6Q (139.957222 sec): 3 clusters Score: Raw -56038.359212 + Penalty 1809.548573 = -54228.810639 nChanged 13 SP:Iteration 7Q (139.958530 sec): 3 clusters Score: Raw -56056.884220 + Penalty 1810.719360 = -54246.164860 nChanged 9 SP:Iteration 8Q (139.959866 sec): 3 clusters Score: Raw -56071.651294 + Penalty 1812.885195 = -54258.766099 nChanged 16 SP:Iteration 9Q (139.961180 sec): 3 clusters Score: Raw -56097.979393 + Penalty 1813.248422 = -54284.730971 nChanged 8 SP:Iteration 10F (139.962544 sec): 3 clusters Score: Raw -56112.165470 + Penalty 1815.225393 = -54296.940077 nChanged 5 SP:Iteration 11Q (139.963828 sec): 3 clusters Score: Raw -56117.618159 + Penalty 1818.645744 = -54298.972415 nChanged 8 SP:Iteration 12Q (139.965123 sec): 3 clusters Score: Raw -56128.386037 + Penalty 1822.087009 = -54306.299028 nChanged 9 SP:Iteration 13Q (139.966404 sec): 3 clusters Score: Raw -56140.911684 + Penalty 1822.268807 = -54318.642877 nChanged 5 SP:Iteration 14Q (139.967699 sec): 3 clusters Score: Raw -56147.941047 + Penalty 1823.285147 = -54324.655900 nChanged 5 SP:Iteration 15Q (139.969219 sec): 3 clusters Score: Raw -56157.354899 + Penalty 1822.530424 = -54334.824474 nChanged 6 SP:Iteration 16Q (139.970494 sec): 3 clusters Score: Raw -56167.155501 + Penalty 1823.195777 = -54343.959724 nChanged 6 SP:Iteration 17Q (139.971764 sec): 3 clusters Score: Raw -56172.295530 + Penalty 1824.192128 = -54348.103401 nChanged 2 SP:Iteration 18Q (139.973127 sec): 3 clusters Score: Raw -56173.406818 + Penalty 1824.192128 = -54349.214689 nChanged 0 SP:Iteration 19F (139.974568 sec): 3 clusters Score: Raw -56173.406818 + Penalty 1824.192128 = -54349.214689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.976165 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.977075 sec): 3 clusters Score: Raw -30636.995348 + Penalty 1884.659821 = -28752.335527 nChanged 76 SP:Iteration 1F (139.977962 sec): 3 clusters Score: Raw -30764.800247 + Penalty 1884.037207 = -28880.763040 nChanged 24 SP:Iteration 2F (139.978853 sec): 3 clusters Score: Raw -30806.526222 + Penalty 1884.027805 = -28922.498416 nChanged 13 SP:Iteration 3Q (139.979701 sec): 3 clusters Score: Raw -30831.464836 + Penalty 1883.926513 = -28947.538323 nChanged 6 SP:Iteration 4Q (139.980538 sec): 3 clusters Score: Raw -30843.685681 + Penalty 1884.033018 = -28959.652663 nChanged 1 SP:Iteration 5Q (139.981372 sec): 3 clusters Score: Raw -30845.411804 + Penalty 1884.219184 = -28961.192621 nChanged 3 SP:Iteration 6Q (139.982244 sec): 3 clusters Score: Raw -30849.724859 + Penalty 1883.903695 = -28965.821165 nChanged 3 SP:Iteration 7Q (139.983117 sec): 3 clusters Score: Raw -30852.443218 + Penalty 1883.903695 = -28968.539523 nChanged 0 SP:Iteration 8F (139.984044 sec): 3 clusters Score: Raw -30852.443218 + Penalty 1883.903695 = -28968.539523 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.988880 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.991413 sec): 3 clusters Score: Raw -111871.123882 + Penalty 1943.974659 = -109927.149223 nChanged 413 SP:Iteration 1F (139.993834 sec): 3 clusters Score: Raw -112099.128188 + Penalty 1944.213335 = -110154.914853 nChanged 115 SP:Iteration 2F (139.996323 sec): 3 clusters Score: Raw -112197.282367 + Penalty 1944.616699 = -110252.665669 nChanged 93 SP:Iteration 3F (139.998848 sec): 3 clusters Score: Raw -112281.694943 + Penalty 1944.952642 = -110336.742302 nChanged 82 SP:Iteration 4F (140.001450 sec): 3 clusters Score: Raw -112349.834293 + Penalty 1946.335561 = -110403.498731 nChanged 48 SP:Iteration 5Q (140.004101 sec): 3 clusters Score: Raw -112395.704176 + Penalty 1948.260680 = -110447.443496 nChanged 52 SP:Iteration 6Q (140.006628 sec): 3 clusters Score: Raw -112439.671398 + Penalty 1950.787722 = -110488.883677 nChanged 38 SP:Iteration 7Q (140.009050 sec): 3 clusters Score: Raw -112468.904723 + Penalty 1953.842081 = -110515.062642 nChanged 36 SP:Iteration 8Q (140.011486 sec): 3 clusters Score: Raw -112492.791304 + Penalty 1957.551970 = -110535.239333 nChanged 26 SP:Iteration 9Q (140.013937 sec): 3 clusters Score: Raw -112512.973143 + Penalty 1961.390938 = -110551.582205 nChanged 29 SP:Iteration 10F (140.016544 sec): 3 clusters Score: Raw -112533.929959 + Penalty 1964.921333 = -110569.008626 nChanged 24 SP:Iteration 11Q (140.019131 sec): 3 clusters Score: Raw -112552.058935 + Penalty 1969.059795 = -110582.999140 nChanged 19 SP:Iteration 12Q (140.021591 sec): 3 clusters Score: Raw -112564.120095 + Penalty 1971.795954 = -110592.324141 nChanged 17 SP:Iteration 13Q (140.024131 sec): 3 clusters Score: Raw -112575.612253 + Penalty 1974.061413 = -110601.550840 nChanged 14 SP:Iteration 14Q (140.026581 sec): 3 clusters Score: Raw -112583.734963 + Penalty 1975.643404 = -110608.091559 nChanged 8 SP:Iteration 15Q (140.028949 sec): 3 clusters Score: Raw -112587.344670 + Penalty 1977.529498 = -110609.815172 nChanged 8 SP:Iteration 16Q (140.031338 sec): 3 clusters Score: Raw -112592.488853 + Penalty 1981.034067 = -110611.454786 nChanged 11 SP:Iteration 17Q (140.033725 sec): 3 clusters Score: Raw -112602.972729 + Penalty 1984.891267 = -110618.081462 nChanged 14 SP:Iteration 18Q (140.036089 sec): 3 clusters Score: Raw -112611.281990 + Penalty 1986.689024 = -110624.592966 nChanged 9 SP:Iteration 19Q (140.038396 sec): 3 clusters Score: Raw -112618.435120 + Penalty 1987.658564 = -110630.776556 nChanged 7 SP:Iteration 20F (140.040858 sec): 3 clusters Score: Raw -112623.145159 + Penalty 1987.917058 = -110635.228101 nChanged 5 SP:Iteration 21Q (140.043194 sec): 3 clusters Score: Raw -112626.424202 + Penalty 1989.784468 = -110636.639734 nChanged 5 SP:Iteration 22Q (140.045540 sec): 3 clusters Score: Raw -112629.313671 + Penalty 1990.101087 = -110639.212584 nChanged 3 SP:Iteration 23Q (140.047828 sec): 3 clusters Score: Raw -112631.519005 + Penalty 1990.038462 = -110641.480543 nChanged 1 SP:Iteration 24Q (140.050350 sec): 3 clusters Score: Raw -112633.253473 + Penalty 1990.471554 = -110642.781920 nChanged 1 SP:Iteration 25Q (140.052743 sec): 3 clusters Score: Raw -112633.472857 + Penalty 1990.516911 = -110642.955945 nChanged 1 SP:Iteration 26Q (140.055088 sec): 3 clusters Score: Raw -112633.816770 + Penalty 1990.865991 = -110642.950780 nChanged 2 SP:Iteration 27F (140.057592 sec): 3 clusters Score: Raw -112634.796861 + Penalty 1990.865991 = -110643.930871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.060990 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.062555 sec): 3 clusters Score: Raw -62924.373305 + Penalty 899.416085 = -62024.957220 nChanged 270 SP:Iteration 1F (140.064089 sec): 3 clusters Score: Raw -63152.941352 + Penalty 886.763918 = -62266.177434 nChanged 80 SP:Iteration 2F (140.065703 sec): 3 clusters Score: Raw -63237.518775 + Penalty 885.232239 = -62352.286536 nChanged 40 SP:Iteration 3F (140.067298 sec): 3 clusters Score: Raw -63279.081379 + Penalty 886.209488 = -62392.871890 nChanged 31 SP:Iteration 4Q (140.068815 sec): 3 clusters Score: Raw -63304.561203 + Penalty 889.164667 = -62415.396537 nChanged 25 SP:Iteration 5Q (140.070339 sec): 3 clusters Score: Raw -63320.261462 + Penalty 890.683230 = -62429.578232 nChanged 12 SP:Iteration 6Q (140.071895 sec): 3 clusters Score: Raw -63326.144098 + Penalty 892.133077 = -62434.011020 nChanged 11 SP:Iteration 7Q (140.073441 sec): 3 clusters Score: Raw -63333.031276 + Penalty 893.149907 = -62439.881368 nChanged 7 SP:Iteration 8Q (140.075023 sec): 3 clusters Score: Raw -63336.753820 + Penalty 893.526839 = -62443.226982 nChanged 4 SP:Iteration 9Q (140.076581 sec): 3 clusters Score: Raw -63339.197972 + Penalty 896.922917 = -62442.275055 nChanged 8 SP:Iteration 10F (140.078215 sec): 3 clusters Score: Raw -63342.059620 + Penalty 900.088131 = -62441.971490 nChanged 10 SP:Iteration 11F (140.079813 sec): 3 clusters Score: Raw -63348.971709 + Penalty 902.414622 = -62446.557087 nChanged 8 SP:Iteration 12Q (140.081262 sec): 3 clusters Score: Raw -63356.262576 + Penalty 906.093968 = -62450.168607 nChanged 9 SP:Iteration 13Q (140.082846 sec): 3 clusters Score: Raw -63359.778807 + Penalty 906.377274 = -62453.401532 nChanged 3 SP:Iteration 14Q (140.084386 sec): 3 clusters Score: Raw -63361.457055 + Penalty 906.942971 = -62454.514083 nChanged 1 SP:Iteration 15Q (140.085925 sec): 3 clusters Score: Raw -63361.639913 + Penalty 908.331395 = -62453.308518 nChanged 3 SP:Iteration 16F (140.087462 sec): 3 clusters Score: Raw -63362.538682 + Penalty 909.385827 = -62453.152855 nChanged 2 SP:Iteration 17F (140.088982 sec): 3 clusters Score: Raw -63362.859344 + Penalty 910.960488 = -62451.898855 nChanged 3 SP:Iteration 18F (140.090487 sec): 3 clusters Score: Raw -63364.527487 + Penalty 911.835424 = -62452.692063 nChanged 4 SP:Iteration 19Q (140.091925 sec): 3 clusters Score: Raw -63367.853151 + Penalty 913.481645 = -62454.371505 nChanged 5 SP:Iteration 20F (140.093458 sec): 3 clusters Score: Raw -63369.374005 + Penalty 915.421604 = -62453.952401 nChanged 4 SP:Iteration 21F (140.094980 sec): 3 clusters Score: Raw -63369.936675 + Penalty 916.382473 = -62453.554202 nChanged 2 SP:Iteration 22F (140.096485 sec): 3 clusters Score: Raw -63370.400359 + Penalty 917.333416 = -62453.066943 nChanged 2 SP:Iteration 23F (140.097977 sec): 3 clusters Score: Raw -63370.788158 + Penalty 918.824079 = -62451.964079 nChanged 3 SP:Iteration 24F (140.099532 sec): 3 clusters Score: Raw -63371.079644 + Penalty 919.299881 = -62451.779763 nChanged 1 SP:Iteration 25F (140.101057 sec): 3 clusters Score: Raw -63371.138300 + Penalty 919.299881 = -62451.838418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.103834 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.105249 sec): 3 clusters Score: Raw -58903.769570 + Penalty 1851.638309 = -57052.131260 nChanged 187 SP:Iteration 1F (140.106647 sec): 3 clusters Score: Raw -59070.605516 + Penalty 1851.408491 = -57219.197025 nChanged 50 SP:Iteration 2F (140.108043 sec): 3 clusters Score: Raw -59128.974893 + Penalty 1851.511480 = -57277.463413 nChanged 27 SP:Iteration 3Q (140.109444 sec): 3 clusters Score: Raw -59157.716754 + Penalty 1851.635159 = -57306.081595 nChanged 16 SP:Iteration 4Q (140.110815 sec): 3 clusters Score: Raw -59172.166035 + Penalty 1851.606882 = -57320.559153 nChanged 10 SP:Iteration 5Q (140.112182 sec): 3 clusters Score: Raw -59178.838710 + Penalty 1851.502047 = -57327.336663 nChanged 4 SP:Iteration 6Q (140.113555 sec): 3 clusters Score: Raw -59182.238834 + Penalty 1851.437715 = -57330.801120 nChanged 3 SP:Iteration 7Q (140.114920 sec): 3 clusters Score: Raw -59183.430782 + Penalty 1851.370140 = -57332.060642 nChanged 3 SP:Iteration 8Q (140.116386 sec): 3 clusters Score: Raw -59184.817481 + Penalty 1851.297072 = -57333.520409 nChanged 2 SP:Iteration 9Q (140.117843 sec): 3 clusters Score: Raw -59188.387413 + Penalty 1851.252011 = -57337.135402 nChanged 2 SP:Iteration 10F (140.119316 sec): 3 clusters Score: Raw -59191.657735 + Penalty 1851.231448 = -57340.426287 nChanged 2 SP:Iteration 11Q (140.120680 sec): 3 clusters Score: Raw -59193.830568 + Penalty 1851.181890 = -57342.648678 nChanged 1 SP:Iteration 12Q (140.122066 sec): 3 clusters Score: Raw -59194.487730 + Penalty 1851.181890 = -57343.305840 nChanged 2 SP:Iteration 13Q (140.123474 sec): 3 clusters Score: Raw -59196.611326 + Penalty 1851.292622 = -57345.318704 nChanged 3 SP:Iteration 14Q (140.124862 sec): 3 clusters Score: Raw -59199.784448 + Penalty 1851.303489 = -57348.480958 nChanged 1 SP:Iteration 15Q (140.126253 sec): 3 clusters Score: Raw -59200.766947 + Penalty 1851.326905 = -57349.440042 nChanged 1 SP:Iteration 16Q (140.127598 sec): 3 clusters Score: Raw -59201.366320 + Penalty 1851.326905 = -57350.039416 nChanged 0 SP:Iteration 17F (140.128968 sec): 3 clusters Score: Raw -59201.366320 + Penalty 1851.326905 = -57350.039416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.131028 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.131906 sec): 3 clusters Score: Raw -30567.345557 + Penalty 1168.527127 = -29398.818430 nChanged 101 SP:Iteration 1F (140.132773 sec): 3 clusters Score: Raw -30688.121894 + Penalty 1167.941545 = -29520.180349 nChanged 21 SP:Iteration 2F (140.133639 sec): 3 clusters Score: Raw -30711.097219 + Penalty 1167.686430 = -29543.410789 nChanged 8 SP:Iteration 3Q (140.134490 sec): 3 clusters Score: Raw -30719.873785 + Penalty 1168.182757 = -29551.691028 nChanged 8 SP:Iteration 4Q (140.135339 sec): 3 clusters Score: Raw -30728.883660 + Penalty 1167.470640 = -29561.413020 nChanged 5 SP:Iteration 5Q (140.136189 sec): 3 clusters Score: Raw -30734.422421 + Penalty 1167.282179 = -29567.140243 nChanged 3 SP:Iteration 6Q (140.137037 sec): 3 clusters Score: Raw -30738.733169 + Penalty 1168.140422 = -29570.592747 nChanged 3 SP:Iteration 7Q (140.137884 sec): 3 clusters Score: Raw -30744.331037 + Penalty 1168.276161 = -29576.054877 nChanged 3 SP:Iteration 8Q (140.138733 sec): 3 clusters Score: Raw -30747.026789 + Penalty 1168.276161 = -29578.750628 nChanged 0 SP:Iteration 9F (140.139599 sec): 3 clusters Score: Raw -30747.026789 + Penalty 1168.276161 = -29578.750628 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.143324 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.145245 sec): 3 clusters Score: Raw -77761.738381 + Penalty 1452.112476 = -76309.625905 nChanged 314 SP:Iteration 1F (140.147104 sec): 3 clusters Score: Raw -77975.152433 + Penalty 1441.787725 = -76533.364708 nChanged 105 SP:Iteration 2F (140.148947 sec): 3 clusters Score: Raw -78093.680335 + Penalty 1437.305392 = -76656.374943 nChanged 76 SP:Iteration 3F (140.150933 sec): 3 clusters Score: Raw -78178.699453 + Penalty 1438.116441 = -76740.583013 nChanged 70 SP:Iteration 4F (140.152894 sec): 3 clusters Score: Raw -78257.677512 + Penalty 1444.226673 = -76813.450839 nChanged 46 SP:Iteration 5Q (140.154734 sec): 3 clusters Score: Raw -78303.185310 + Penalty 1453.284628 = -76849.900682 nChanged 31 SP:Iteration 6Q (140.156506 sec): 3 clusters Score: Raw -78327.818400 + Penalty 1463.965071 = -76863.853330 nChanged 28 SP:Iteration 7Q (140.158266 sec): 3 clusters Score: Raw -78347.193165 + Penalty 1468.862555 = -76878.330610 nChanged 17 SP:Iteration 8Q (140.160061 sec): 3 clusters Score: Raw -78358.078328 + Penalty 1472.064020 = -76886.014308 nChanged 13 SP:Iteration 9Q (140.161951 sec): 3 clusters Score: Raw -78366.631218 + Penalty 1476.384820 = -76890.246397 nChanged 10 SP:Iteration 10F (140.163904 sec): 3 clusters Score: Raw -78371.011368 + Penalty 1479.038674 = -76891.972694 nChanged 6 SP:Iteration 11Q (140.165657 sec): 3 clusters Score: Raw -78374.211648 + Penalty 1483.211960 = -76890.999689 nChanged 9 SP:Iteration 12F (140.167464 sec): 3 clusters Score: Raw -78378.464187 + Penalty 1488.138270 = -76890.325917 nChanged 12 SP:Iteration 13F (140.169283 sec): 3 clusters Score: Raw -78383.948222 + Penalty 1491.363406 = -76892.584815 nChanged 10 SP:Iteration 14Q (140.171043 sec): 3 clusters Score: Raw -78389.437285 + Penalty 1494.595128 = -76894.842157 nChanged 10 SP:Iteration 15Q (140.172824 sec): 3 clusters Score: Raw -78395.378224 + Penalty 1496.445818 = -76898.932406 nChanged 4 SP:Iteration 16Q (140.174599 sec): 3 clusters Score: Raw -78396.994482 + Penalty 1497.461739 = -76899.532743 nChanged 2 SP:Iteration 17Q (140.176401 sec): 3 clusters Score: Raw -78397.491801 + Penalty 1497.956237 = -76899.535563 nChanged 1 SP:Iteration 18Q (140.178274 sec): 3 clusters Score: Raw -78397.695628 + Penalty 1498.393619 = -76899.302009 nChanged 1 SP:Iteration 19F (140.180172 sec): 3 clusters Score: Raw -78397.884298 + Penalty 1498.393619 = -76899.490679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.182488 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.183527 sec): 3 clusters Score: Raw -31210.655817 + Penalty 879.227981 = -30331.427837 nChanged 118 SP:Iteration 1F (140.184540 sec): 3 clusters Score: Raw -31387.042697 + Penalty 868.523238 = -30518.519459 nChanged 57 SP:Iteration 2F (140.185547 sec): 3 clusters Score: Raw -31464.753204 + Penalty 860.333841 = -30604.419364 nChanged 24 SP:Iteration 3F (140.186529 sec): 3 clusters Score: Raw -31491.989388 + Penalty 857.068188 = -30634.921200 nChanged 12 SP:Iteration 4Q (140.187497 sec): 3 clusters Score: Raw -31511.637595 + Penalty 859.183029 = -30652.454566 nChanged 7 SP:Iteration 5Q (140.188455 sec): 3 clusters Score: Raw -31515.709761 + Penalty 857.552145 = -30658.157617 nChanged 4 SP:Iteration 6Q (140.189412 sec): 3 clusters Score: Raw -31518.973091 + Penalty 854.271072 = -30664.702019 nChanged 5 SP:Iteration 7Q (140.190366 sec): 3 clusters Score: Raw -31524.665111 + Penalty 853.469420 = -30671.195690 nChanged 2 SP:Iteration 8Q (140.191316 sec): 3 clusters Score: Raw -31528.215421 + Penalty 853.438968 = -30674.776453 nChanged 3 SP:Iteration 9Q (140.192264 sec): 3 clusters Score: Raw -31531.353384 + Penalty 854.364658 = -30676.988726 nChanged 2 SP:Iteration 10F (140.193268 sec): 3 clusters Score: Raw -31532.083314 + Penalty 853.419452 = -30678.663862 nChanged 1 SP:Iteration 11Q (140.194214 sec): 3 clusters Score: Raw -31540.222373 + Penalty 858.437222 = -30681.785151 nChanged 6 SP:Iteration 12Q (140.195155 sec): 3 clusters Score: Raw -31544.525558 + Penalty 860.488317 = -30684.037241 nChanged 5 SP:Iteration 13Q (140.196095 sec): 3 clusters Score: Raw -31549.012635 + Penalty 862.861174 = -30686.151461 nChanged 4 SP:Iteration 14Q (140.197034 sec): 3 clusters Score: Raw -31552.649880 + Penalty 863.527900 = -30689.121980 nChanged 3 SP:Iteration 15Q (140.197974 sec): 3 clusters Score: Raw -31555.007869 + Penalty 866.438976 = -30688.568893 nChanged 5 SP:Iteration 16F (140.198986 sec): 3 clusters Score: Raw -31560.302489 + Penalty 866.483135 = -30693.819354 nChanged 2 SP:Iteration 17Q (140.199928 sec): 3 clusters Score: Raw -31561.420498 + Penalty 866.483135 = -30694.937363 nChanged 0 SP:Iteration 18F (140.200943 sec): 3 clusters Score: Raw -31561.420498 + Penalty 866.483135 = -30694.937363 nChanged 0 Time taken for this iteration:139.137470 seconds. 300->27 Clusters: Score -2994048.081063, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 244 (time per iteration =574.765881 ms) Total iterations: 5947 (time per iteration =23.582121 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 11032853750.000000 (time per metric unit =12.711387ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 275821343750.000000 (time per metric unit=508.455485ps) That took 140.242875 seconds.