FileBase PeterP-2013-09-04_dataset1 ElecNo 14 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 0.08 and 0.12 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 8558 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 8558 points ------ Starting initial clusters from distinct float masks Not enough masks (164) to generate starting clusters (300), so starting with (165) clusters instead. Assigned 165 initial classes from 164 unique masks. Deleting Class 143 (1 points): Lose 7.978300 but Gain 1453.025313 Iteration 0F (0.850296 sec): 164 clusters Score: Raw -267577.450539 + Penalty 146371.706761 = -121205.743778 nChanged 1966 Deleting Class 145 (2 points): Lose 7.878924 but Gain 1452.699666 Iteration 1F (1.400718 sec): 149 clusters Score: Raw -270315.163714 + Penalty 146125.025926 = -124190.137788 nChanged 561 Deleting Class 138 (1 points): Lose 2.060301 but Gain 1405.201063 Iteration 2F (1.988794 sec): 148 clusters Score: Raw -271089.592904 + Penalty 143005.925940 = -128083.666964 nChanged 293 Deleting Class 99 (2 points): Lose 13.350022 but Gain 1409.545544 Iteration 3Q (2.056793 sec): 145 clusters Score: Raw -271343.037233 + Penalty 141687.256615 = -129655.780617 nChanged 188 Deleting Class 115 (1 points): Lose 11.812925 but Gain 1378.247585 Iteration 4Q (2.117189 sec): 144 clusters Score: Raw -271499.436755 + Penalty 140356.777269 = -131142.659487 nChanged 134 Deleting Class 135 (6 points): Lose 86.382589 but Gain 1439.955285 Iteration 5Q (2.174138 sec): 143 clusters Score: Raw -271528.568162 + Penalty 138243.177490 = -133285.390672 nChanged 109 Deleting Class 144 (3 points): Lose 37.607542 but Gain 1381.072921 Iteration 6Q (2.229344 sec): 141 clusters Score: Raw -271547.702758 + Penalty 136895.384412 = -134652.318346 nChanged 77 Deleting Class 81 (2 points): Lose 22.037888 but Gain 1362.999356 Iteration 7Q (2.280457 sec): 140 clusters Score: Raw -271587.682550 + Penalty 134609.819848 = -136977.862702 nChanged 79 Deleting Class 87 (1 points): Lose 4.936983 but Gain 1345.321666 Iteration 8Q (2.329215 sec): 138 clusters Score: Raw -271641.042459 + Penalty 133324.447180 = -138316.595279 nChanged 77 Deleting Class 148 (1 points): Lose 1.762083 but Gain 1338.100778 Iteration 9Q (2.376674 sec): 137 clusters Score: Raw -271686.422074 + Penalty 131994.422176 = -139691.999898 nChanged 74 Deleting Class 100 (1 points): Lose 8.701680 but Gain 1340.749022 Iteration 10F (2.883704 sec): 136 clusters Score: Raw -271715.439470 + Penalty 130658.614299 = -141056.825171 nChanged 63 Deleting Class 150 (2 points): Lose 23.478656 but Gain 1351.186081 Iteration 11Q (2.930519 sec): 135 clusters Score: Raw -271712.538117 + Penalty 129471.884289 = -142240.653828 nChanged 77 Deleting Class 141 (1 points): Lose 1.773641 but Gain 1314.370691 Iteration 12Q (2.978168 sec): 134 clusters Score: Raw -271758.537960 + Penalty 128217.886325 = -143540.651635 nChanged 80 Deleting Class 60 (12 points): Lose 129.269869 but Gain 1424.319344 Iteration 13Q (3.025519 sec): 133 clusters Score: Raw -271668.395125 + Penalty 126847.182053 = -144821.213072 nChanged 99 Deleting Class 153 (1 points): Lose 18.260835 but Gain 1307.177582 Iteration 14Q (3.074090 sec): 132 clusters Score: Raw -271719.862016 + Penalty 125517.500485 = -146202.361531 nChanged 79 Deleting Class 105 (1 points): Lose 1.888166 but Gain 1290.677927 Iteration 15Q (3.120341 sec): 131 clusters Score: Raw -271751.973414 + Penalty 124269.162166 = -147482.811248 nChanged 73 Deleting Class 89 (6 points): Lose 74.198228 but Gain 1349.742882 Iteration 16Q (3.166927 sec): 130 clusters Score: Raw -271714.967431 + Penalty 122951.576226 = -148763.391205 nChanged 79 Deleting Class 121 (1 points): Lose 4.933999 but Gain 1273.815393 Iteration 17Q (3.213449 sec): 129 clusters Score: Raw -271765.029706 + Penalty 121705.402585 = -150059.627121 nChanged 83 Deleting Class 93 (8 points): Lose 90.262923 but Gain 1357.023602 Iteration 18Q (3.260567 sec): 128 clusters Score: Raw -271738.178846 + Penalty 120405.404134 = -151332.774711 nChanged 97 Deleting Class 96 (2 points): Lose 16.968082 but Gain 1281.980554 Iteration 19Q (3.306765 sec): 127 clusters Score: Raw -271786.383798 + Penalty 119218.521183 = -152567.862615 nChanged 87 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -271786.383798 + Penalty 119218.521183 = -152567.862615Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 1 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.337594 sec): 2 clusters Score: Raw -1362.839836 + Penalty 517.475422 = -845.364414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.337883 sec): 3 clusters Score: Raw -1473.207992 + Penalty 1035.088959 = -438.119033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.338689 sec): 2 clusters Score: Raw -4354.707289 + Penalty 173.063981 = -4181.643308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.339140 sec): 3 clusters Score: Raw -4301.734404 + Penalty 355.125042 = -3946.609362 nChanged 36 SP:Iteration 1F (3.339604 sec): 3 clusters Score: Raw -4337.086164 + Penalty 363.869832 = -3973.216332 nChanged 11 SP:Iteration 2F (3.340046 sec): 3 clusters Score: Raw -4351.267198 + Penalty 372.911391 = -3978.355807 nChanged 6 SP:Iteration 3Q (3.340478 sec): 3 clusters Score: Raw -4356.681360 + Penalty 381.767864 = -3974.913496 nChanged 3 SP:Iteration 4F (3.340916 sec): 3 clusters Score: Raw -4360.430860 + Penalty 390.711334 = -3969.719527 nChanged 3 SP:Iteration 5F (3.341354 sec): 3 clusters Score: Raw -4365.034083 + Penalty 394.588806 = -3970.445277 nChanged 3 SP:Iteration 6Q (3.341781 sec): 3 clusters Score: Raw -4369.821188 + Penalty 397.468731 = -3972.352458 nChanged 3 SP:Iteration 7Q (3.342196 sec): 3 clusters Score: Raw -4377.562774 + Penalty 405.794349 = -3971.768425 nChanged 2 SP:Iteration 8F (3.342633 sec): 3 clusters Score: Raw -4379.299124 + Penalty 405.794349 = -3973.504775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.351394 sec): 2 clusters Score: Raw -61988.726924 + Penalty 390.375554 = -61598.351370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.354799 sec): 3 clusters Score: Raw -60945.772058 + Penalty 773.092587 = -60172.679471 nChanged 728 SP:Iteration 1F (3.358056 sec): 3 clusters Score: Raw -61388.343984 + Penalty 762.519755 = -60625.824229 nChanged 192 SP:Iteration 2F (3.361273 sec): 3 clusters Score: Raw -61475.314925 + Penalty 755.793677 = -60719.521248 nChanged 115 SP:Iteration 3F (3.364487 sec): 3 clusters Score: Raw -61535.504620 + Penalty 746.902567 = -60788.602053 nChanged 93 SP:Iteration 4F (3.367704 sec): 3 clusters Score: Raw -61596.079116 + Penalty 733.442065 = -60862.637051 nChanged 83 SP:Iteration 5Q (3.370978 sec): 3 clusters Score: Raw -61665.521451 + Penalty 718.013458 = -60947.507993 nChanged 85 SP:Iteration 6F (3.374208 sec): 3 clusters Score: Raw -61743.861226 + Penalty 709.206316 = -61034.654909 nChanged 64 SP:Iteration 7Q (3.377433 sec): 3 clusters Score: Raw -61808.816633 + Penalty 703.260975 = -61105.555658 nChanged 46 SP:Iteration 8Q (3.380585 sec): 3 clusters Score: Raw -61854.233763 + Penalty 705.567152 = -61148.666612 nChanged 38 SP:Iteration 9Q (3.383633 sec): 3 clusters Score: Raw -61890.374083 + Penalty 707.029393 = -61183.344690 nChanged 24 SP:Iteration 10F (3.386875 sec): 3 clusters Score: Raw -61907.406879 + Penalty 708.361006 = -61199.045873 nChanged 18 SP:Iteration 11Q (3.389797 sec): 3 clusters Score: Raw -61920.376106 + Penalty 703.880682 = -61216.495424 nChanged 18 SP:Iteration 12Q (3.392673 sec): 3 clusters Score: Raw -61930.270444 + Penalty 703.526699 = -61226.743745 nChanged 17 SP:Iteration 13Q (3.395524 sec): 3 clusters Score: Raw -61941.972342 + Penalty 698.011975 = -61243.960367 nChanged 13 SP:Iteration 14Q (3.398348 sec): 3 clusters Score: Raw -61948.927361 + Penalty 699.933314 = -61248.994046 nChanged 13 SP:Iteration 15Q (3.401185 sec): 3 clusters Score: Raw -61956.254238 + Penalty 711.058508 = -61245.195730 nChanged 11 SP:Iteration 16F (3.404520 sec): 3 clusters Score: Raw -61962.011627 + Penalty 718.162240 = -61243.849387 nChanged 12 SP:Iteration 17F (3.407762 sec): 3 clusters Score: Raw -61971.377537 + Penalty 729.409750 = -61241.967788 nChanged 8 SP:Iteration 18F (3.410848 sec): 3 clusters Score: Raw -61979.210582 + Penalty 737.188449 = -61242.022133 nChanged 8 SP:Iteration 19Q (3.413362 sec): 3 clusters Score: Raw -61987.433448 + Penalty 753.994638 = -61233.438810 nChanged 5 SP:Iteration 20F (3.416447 sec): 3 clusters Score: Raw -61990.451128 + Penalty 777.521540 = -61212.929587 nChanged 4 SP:Iteration 21F (3.419697 sec): 3 clusters Score: Raw -61994.207829 + Penalty 802.581366 = -61191.626463 nChanged 2 SP:Iteration 22F (3.422955 sec): 3 clusters Score: Raw -61995.729296 + Penalty 802.581366 = -61193.147930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.426346 sec): 2 clusters Score: Raw -20320.288538 + Penalty 167.589686 = -20152.698852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.427616 sec): 3 clusters Score: Raw -19950.891468 + Penalty 333.675084 = -19617.216384 nChanged 260 SP:Iteration 1F (3.428858 sec): 3 clusters Score: Raw -20131.764144 + Penalty 332.350933 = -19799.413212 nChanged 59 SP:Iteration 2F (3.430137 sec): 3 clusters Score: Raw -20172.974073 + Penalty 331.059805 = -19841.914268 nChanged 40 SP:Iteration 3F (3.431392 sec): 3 clusters Score: Raw -20206.858269 + Penalty 333.516257 = -19873.342013 nChanged 28 SP:Iteration 4Q (3.432644 sec): 3 clusters Score: Raw -20224.027437 + Penalty 334.801864 = -19889.225573 nChanged 20 SP:Iteration 5Q (3.433856 sec): 3 clusters Score: Raw -20240.723355 + Penalty 337.057203 = -19903.666152 nChanged 16 SP:Iteration 6Q (3.435028 sec): 3 clusters Score: Raw -20250.759384 + Penalty 342.401223 = -19908.358160 nChanged 19 SP:Iteration 7Q (3.436183 sec): 3 clusters Score: Raw -20264.373477 + Penalty 341.323931 = -19923.049546 nChanged 20 SP:Iteration 8Q (3.437307 sec): 3 clusters Score: Raw -20280.235608 + Penalty 352.459599 = -19927.776009 nChanged 13 SP:Iteration 9Q (3.438399 sec): 3 clusters Score: Raw -20290.322494 + Penalty 349.071773 = -19941.250721 nChanged 12 SP:Iteration 10F (3.439645 sec): 3 clusters Score: Raw -20302.101469 + Penalty 357.779607 = -19944.321862 nChanged 8 SP:Iteration 11Q (3.440705 sec): 3 clusters Score: Raw -20309.687953 + Penalty 389.560445 = -19920.127508 nChanged 5 SP:Iteration 12F (3.441954 sec): 3 clusters Score: Raw -20314.362275 + Penalty 407.736087 = -19906.626188 nChanged 3 SP:Iteration 13F (3.443200 sec): 3 clusters Score: Raw -20316.917234 + Penalty 407.736087 = -19909.181147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.444935 sec): 2 clusters Score: Raw -14053.971403 + Penalty 208.738613 = -13845.232790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.445944 sec): 3 clusters Score: Raw -13809.718290 + Penalty 425.566539 = -13384.151751 nChanged 172 SP:Iteration 1F (3.446932 sec): 3 clusters Score: Raw -13955.865960 + Penalty 434.425993 = -13521.439967 nChanged 63 SP:Iteration 2F (3.447914 sec): 3 clusters Score: Raw -14016.892016 + Penalty 443.150929 = -13573.741087 nChanged 26 SP:Iteration 3F (3.448953 sec): 3 clusters Score: Raw -14040.046949 + Penalty 454.514885 = -13585.532064 nChanged 20 SP:Iteration 4Q (3.449976 sec): 3 clusters Score: Raw -14059.894915 + Penalty 460.948708 = -13598.946207 nChanged 16 SP:Iteration 5Q (3.450977 sec): 3 clusters Score: Raw -14072.266635 + Penalty 462.924453 = -13609.342183 nChanged 15 SP:Iteration 6Q (3.451965 sec): 3 clusters Score: Raw -14083.390901 + Penalty 462.618769 = -13620.772133 nChanged 12 SP:Iteration 7Q (3.452949 sec): 3 clusters Score: Raw -14092.640295 + Penalty 467.590831 = -13625.049464 nChanged 8 SP:Iteration 8Q (3.453913 sec): 3 clusters Score: Raw -14097.744248 + Penalty 474.893149 = -13622.851099 nChanged 5 SP:Iteration 9F (3.454883 sec): 3 clusters Score: Raw -14101.864812 + Penalty 479.862212 = -13622.002600 nChanged 2 SP:Iteration 10F (3.455852 sec): 3 clusters Score: Raw -14103.396750 + Penalty 470.797505 = -13632.599246 nChanged 3 SP:Iteration 11Q (3.456789 sec): 3 clusters Score: Raw -14106.335710 + Penalty 472.008704 = -13634.327006 nChanged 1 SP:Iteration 12Q (3.457721 sec): 3 clusters Score: Raw -14106.631381 + Penalty 474.181306 = -13632.450076 nChanged 1 SP:Iteration 13F (3.458687 sec): 3 clusters Score: Raw -14107.382926 + Penalty 474.181306 = -13633.201620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 6 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.459289 sec): 2 clusters Score: Raw -2062.073594 + Penalty 470.318096 = -1591.755497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.459606 sec): 3 clusters Score: Raw -2120.955822 + Penalty 949.699365 = -1171.256457 nChanged 5 SP:Iteration 1F (3.459915 sec): 3 clusters Score: Raw -2150.808276 + Penalty 952.114994 = -1198.693282 nChanged 1 SP:Iteration 2Q (3.460210 sec): 3 clusters Score: Raw -2156.345866 + Penalty 952.114994 = -1204.230872 nChanged 0 SP:Iteration 3F (3.460518 sec): 3 clusters Score: Raw -2156.345866 + Penalty 952.114994 = -1204.230872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 7 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.461063 sec): 2 clusters Score: Raw -1481.266853 + Penalty 559.649825 = -921.617028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.461345 sec): 3 clusters Score: Raw -1624.622893 + Penalty 1119.321268 = -505.301624 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.464223 sec): 2 clusters Score: Raw -35216.938650 + Penalty 253.151842 = -34963.786808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.466107 sec): 3 clusters Score: Raw -34727.085264 + Penalty 506.353904 = -34220.731360 nChanged 375 SP:Iteration 1F (3.467913 sec): 3 clusters Score: Raw -34953.271771 + Penalty 505.802002 = -34447.469769 nChanged 88 SP:Iteration 2F (3.469712 sec): 3 clusters Score: Raw -35020.069236 + Penalty 505.358929 = -34514.710308 nChanged 65 SP:Iteration 3F (3.471505 sec): 3 clusters Score: Raw -35059.551687 + Penalty 504.908571 = -34554.643116 nChanged 42 SP:Iteration 4Q (3.473293 sec): 3 clusters Score: Raw -35075.012748 + Penalty 504.336118 = -34570.676630 nChanged 28 SP:Iteration 5Q (3.475115 sec): 3 clusters Score: Raw -35082.379199 + Penalty 503.318332 = -34579.060868 nChanged 24 SP:Iteration 6Q (3.476936 sec): 3 clusters Score: Raw -35092.467867 + Penalty 502.305673 = -34590.162194 nChanged 27 SP:Iteration 7Q (3.478750 sec): 3 clusters Score: Raw -35100.924188 + Penalty 501.293504 = -34599.630684 nChanged 25 SP:Iteration 8Q (3.480523 sec): 3 clusters Score: Raw -35107.762890 + Penalty 499.864195 = -34607.898695 nChanged 19 SP:Iteration 9Q (3.482300 sec): 3 clusters Score: Raw -35114.898665 + Penalty 498.420151 = -34616.478514 nChanged 20 SP:Iteration 10F (3.484090 sec): 3 clusters Score: Raw -35124.715648 + Penalty 497.310839 = -34627.404809 nChanged 18 SP:Iteration 11Q (3.485867 sec): 3 clusters Score: Raw -35134.584908 + Penalty 495.858117 = -34638.726791 nChanged 20 SP:Iteration 12Q (3.487645 sec): 3 clusters Score: Raw -35144.420078 + Penalty 494.931745 = -34649.488333 nChanged 15 SP:Iteration 13Q (3.489424 sec): 3 clusters Score: Raw -35150.039340 + Penalty 491.734030 = -34658.305310 nChanged 17 SP:Iteration 14Q (3.491207 sec): 3 clusters Score: Raw -35157.147614 + Penalty 490.683693 = -34666.463921 nChanged 10 SP:Iteration 15Q (3.492983 sec): 3 clusters Score: Raw -35160.993748 + Penalty 489.859064 = -34671.134684 nChanged 10 SP:Iteration 16Q (3.494758 sec): 3 clusters Score: Raw -35164.929821 + Penalty 489.890273 = -34675.039548 nChanged 5 SP:Iteration 17Q (3.496535 sec): 3 clusters Score: Raw -35166.402289 + Penalty 490.020774 = -34676.381516 nChanged 2 SP:Iteration 18Q (3.498312 sec): 3 clusters Score: Raw -35167.350958 + Penalty 489.937372 = -34677.413585 nChanged 1 SP:Iteration 19Q (3.500089 sec): 3 clusters Score: Raw -35167.376144 + Penalty 489.937372 = -34677.438771 nChanged 0 SP:Iteration 20F (3.501875 sec): 3 clusters Score: Raw -35167.376144 + Penalty 489.937372 = -34677.438771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.503134 sec): 2 clusters Score: Raw -5077.905518 + Penalty 169.841810 = -4908.063708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.503650 sec): 3 clusters Score: Raw -4996.674031 + Penalty 338.735344 = -4657.938687 nChanged 52 SP:Iteration 1F (3.504126 sec): 3 clusters Score: Raw -5038.791133 + Penalty 340.660512 = -4698.130621 nChanged 21 SP:Iteration 2F (3.504606 sec): 3 clusters Score: Raw -5056.447360 + Penalty 337.021436 = -4719.425925 nChanged 9 SP:Iteration 3F (3.505085 sec): 3 clusters Score: Raw -5063.644804 + Penalty 335.513698 = -4728.131106 nChanged 3 SP:Iteration 4Q (3.505557 sec): 3 clusters Score: Raw -5065.090010 + Penalty 334.782736 = -4730.307275 nChanged 2 SP:Iteration 5Q (3.506027 sec): 3 clusters Score: Raw -5066.719037 + Penalty 334.782736 = -4731.936302 nChanged 0 SP:Iteration 6F (3.506505 sec): 3 clusters Score: Raw -5066.719037 + Penalty 334.782736 = -4731.936302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.507018 sec): 2 clusters Score: Raw -423.658822 + Penalty 220.960509 = -202.698313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.507249 sec): 3 clusters Score: Raw -427.325543 + Penalty 441.921017 = 14.595474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.507756 sec): 2 clusters Score: Raw -807.840390 + Penalty 246.930174 = -560.910216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.508009 sec): 3 clusters Score: Raw -825.711088 + Penalty 492.601904 = -333.109184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.509579 sec): 2 clusters Score: Raw -15341.166247 + Penalty 460.142100 = -14881.024147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.510571 sec): 3 clusters Score: Raw -15169.086269 + Penalty 919.590336 = -14249.495933 nChanged 123 SP:Iteration 1F (3.511463 sec): 3 clusters Score: Raw -15250.653139 + Penalty 919.643608 = -14331.009531 nChanged 38 SP:Iteration 2F (3.512361 sec): 3 clusters Score: Raw -15285.211478 + Penalty 918.955580 = -14366.255898 nChanged 18 SP:Iteration 3Q (3.513251 sec): 3 clusters Score: Raw -15295.879416 + Penalty 918.628634 = -14377.250782 nChanged 7 SP:Iteration 4Q (3.514140 sec): 3 clusters Score: Raw -15299.444473 + Penalty 918.380043 = -14381.064430 nChanged 5 SP:Iteration 5Q (3.515028 sec): 3 clusters Score: Raw -15302.425440 + Penalty 918.197257 = -14384.228183 nChanged 5 SP:Iteration 6Q (3.515916 sec): 3 clusters Score: Raw -15306.481084 + Penalty 917.986123 = -14388.494961 nChanged 5 SP:Iteration 7Q (3.516802 sec): 3 clusters Score: Raw -15309.738635 + Penalty 917.994974 = -14391.743660 nChanged 2 SP:Iteration 8Q (3.517691 sec): 3 clusters Score: Raw -15310.062735 + Penalty 917.943296 = -14392.119439 nChanged 1 SP:Iteration 9Q (3.518577 sec): 3 clusters Score: Raw -15310.062576 + Penalty 917.612199 = -14392.450377 nChanged 2 SP:Iteration 10F (3.519472 sec): 3 clusters Score: Raw -15310.724527 + Penalty 918.106654 = -14392.617873 nChanged 3 SP:Iteration 11Q (3.520362 sec): 3 clusters Score: Raw -15311.833377 + Penalty 918.104682 = -14393.728695 nChanged 1 SP:Iteration 12Q (3.521250 sec): 3 clusters Score: Raw -15312.252461 + Penalty 918.429615 = -14393.822846 nChanged 1 SP:Iteration 13Q (3.522136 sec): 3 clusters Score: Raw -15313.435099 + Penalty 917.962501 = -14395.472598 nChanged 1 SP:Iteration 14Q (3.523021 sec): 3 clusters Score: Raw -15314.911261 + Penalty 917.962501 = -14396.948759 nChanged 0 SP:Iteration 15F (3.523914 sec): 3 clusters Score: Raw -15314.911261 + Penalty 917.962501 = -14396.948759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.524412 sec): 2 clusters Score: Raw -588.520773 + Penalty 209.621440 = -378.899333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.524656 sec): 3 clusters Score: Raw -596.849131 + Penalty 420.879547 = -175.969583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 14 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.528602 sec): 2 clusters Score: Raw -41694.903539 + Penalty 411.752064 = -41283.151476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.530996 sec): 3 clusters Score: Raw -40943.958965 + Penalty 825.572202 = -40118.386763 nChanged 478 SP:Iteration 1F (3.533332 sec): 3 clusters Score: Raw -41222.841661 + Penalty 847.324229 = -40375.517432 nChanged 192 SP:Iteration 2F (3.535668 sec): 3 clusters Score: Raw -41356.516556 + Penalty 874.932410 = -40481.584146 nChanged 120 SP:Iteration 3F (3.538010 sec): 3 clusters Score: Raw -41474.627079 + Penalty 922.740898 = -40551.886181 nChanged 93 SP:Iteration 4F (3.540314 sec): 3 clusters Score: Raw -41589.227953 + Penalty 962.764250 = -40626.463703 nChanged 53 SP:Iteration 5Q (3.542610 sec): 3 clusters Score: Raw -41674.474270 + Penalty 986.436086 = -40688.038184 nChanged 20 SP:Iteration 6Q (3.544723 sec): 3 clusters Score: Raw -41696.099355 + Penalty 1001.486598 = -40694.612757 nChanged 15 SP:Iteration 7Q (3.546767 sec): 3 clusters Score: Raw -41712.118610 + Penalty 1002.215503 = -40709.903106 nChanged 9 SP:Iteration 8Q (3.548740 sec): 3 clusters Score: Raw -41720.877307 + Penalty 999.286775 = -40721.590532 nChanged 5 SP:Iteration 9Q (3.550717 sec): 3 clusters Score: Raw -41725.033426 + Penalty 1001.278359 = -40723.755067 nChanged 5 SP:Iteration 10F (3.553212 sec): 3 clusters Score: Raw -41728.193900 + Penalty 1005.123756 = -40723.070144 nChanged 2 SP:Iteration 11F (3.555607 sec): 3 clusters Score: Raw -41728.683756 + Penalty 1008.485129 = -40720.198626 nChanged 1 SP:Iteration 12F (3.557980 sec): 3 clusters Score: Raw -41729.611264 + Penalty 1014.635587 = -40714.975677 nChanged 3 SP:Iteration 13F (3.560285 sec): 3 clusters Score: Raw -41732.608857 + Penalty 1013.149746 = -40719.459111 nChanged 1 SP:Iteration 14Q (3.562157 sec): 3 clusters Score: Raw -41733.495919 + Penalty 1015.395044 = -40718.100876 nChanged 1 SP:Iteration 15F (3.564444 sec): 3 clusters Score: Raw -41734.195551 + Penalty 1015.395044 = -40718.800508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 15 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.565013 sec): 2 clusters Score: Raw -869.110444 + Penalty 261.409914 = -607.700530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.565279 sec): 3 clusters Score: Raw -888.267784 + Penalty 521.845023 = -366.422761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.566922 sec): 2 clusters Score: Raw -9253.416531 + Penalty 243.596899 = -9009.819632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.567640 sec): 3 clusters Score: Raw -9097.349140 + Penalty 492.132691 = -8605.216449 nChanged 106 SP:Iteration 1F (3.568344 sec): 3 clusters Score: Raw -9172.718320 + Penalty 498.050763 = -8674.667557 nChanged 47 SP:Iteration 2F (3.569047 sec): 3 clusters Score: Raw -9218.857447 + Penalty 495.613148 = -8723.244298 nChanged 10 SP:Iteration 3Q (3.569749 sec): 3 clusters Score: Raw -9232.586459 + Penalty 495.245529 = -8737.340931 nChanged 5 SP:Iteration 4Q (3.570433 sec): 3 clusters Score: Raw -9236.819011 + Penalty 494.991433 = -8741.827578 nChanged 3 SP:Iteration 5Q (3.571112 sec): 3 clusters Score: Raw -9238.391079 + Penalty 494.064071 = -8744.327008 nChanged 2 SP:Iteration 6Q (3.571787 sec): 3 clusters Score: Raw -9239.010867 + Penalty 492.478841 = -8746.532026 nChanged 1 SP:Iteration 7Q (3.572460 sec): 3 clusters Score: Raw -9240.005378 + Penalty 492.478841 = -8747.526537 nChanged 0 SP:Iteration 8F (3.573161 sec): 3 clusters Score: Raw -9240.005378 + Penalty 492.478841 = -8747.526537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 17 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.573720 sec): 2 clusters Score: Raw -1557.260452 + Penalty 136.939111 = -1420.321341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.574016 sec): 3 clusters Score: Raw -1546.459947 + Penalty 304.263031 = -1242.196916 nChanged 10 SP:Iteration 1F (3.574308 sec): 3 clusters Score: Raw -1562.750965 + Penalty 318.292244 = -1244.458721 nChanged 3 SP:Iteration 2F (3.574599 sec): 3 clusters Score: Raw -1567.244342 + Penalty 324.554379 = -1242.689962 nChanged 2 SP:Iteration 3F (3.574889 sec): 3 clusters Score: Raw -1571.579615 + Penalty 324.554379 = -1247.025236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.575671 sec): 2 clusters Score: Raw -5124.589101 + Penalty 490.472175 = -4634.116926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.576130 sec): 3 clusters Score: Raw -5118.291878 + Penalty 985.419165 = -4132.872713 nChanged 19 SP:Iteration 1F (3.576574 sec): 3 clusters Score: Raw -5152.609307 + Penalty 986.569726 = -4166.039581 nChanged 2 SP:Iteration 2Q (3.577016 sec): 3 clusters Score: Raw -5157.040497 + Penalty 987.095895 = -4169.944601 nChanged 1 SP:Iteration 3Q (3.577450 sec): 3 clusters Score: Raw -5161.653351 + Penalty 990.972078 = -4170.681273 nChanged 3 SP:Iteration 4Q (3.577892 sec): 3 clusters Score: Raw -5171.813098 + Penalty 992.622713 = -4179.190385 nChanged 5 SP:Iteration 5Q (3.578320 sec): 3 clusters Score: Raw -5185.774357 + Penalty 993.455584 = -4192.318774 nChanged 1 SP:Iteration 6Q (3.578752 sec): 3 clusters Score: Raw -5186.709985 + Penalty 993.455584 = -4193.254401 nChanged 0 SP:Iteration 7F (3.579222 sec): 3 clusters Score: Raw -5186.709985 + Penalty 993.455584 = -4193.254401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.579928 sec): 2 clusters Score: Raw -3338.119451 + Penalty 608.083443 = -2730.036009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.580315 sec): 3 clusters Score: Raw -3399.966198 + Penalty 1213.209966 = -2186.756231 nChanged 8 SP:Iteration 1F (3.580695 sec): 3 clusters Score: Raw -3429.595177 + Penalty 1214.540932 = -2215.054245 nChanged 2 SP:Iteration 2Q (3.581054 sec): 3 clusters Score: Raw -3435.034802 + Penalty 1214.540932 = -2220.493870 nChanged 0 SP:Iteration 3F (3.581432 sec): 3 clusters Score: Raw -3435.034802 + Penalty 1214.540932 = -2220.493870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.582082 sec): 2 clusters Score: Raw -2710.816929 + Penalty 152.277965 = -2558.538964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.582449 sec): 3 clusters Score: Raw -2678.395204 + Penalty 306.426685 = -2371.968520 nChanged 16 SP:Iteration 1F (3.582810 sec): 3 clusters Score: Raw -2692.479464 + Penalty 309.209616 = -2383.269848 nChanged 8 SP:Iteration 2F (3.583170 sec): 3 clusters Score: Raw -2704.375268 + Penalty 309.671983 = -2394.703286 nChanged 4 SP:Iteration 3Q (3.583528 sec): 3 clusters Score: Raw -2709.390867 + Penalty 309.841617 = -2399.549251 nChanged 1 SP:Iteration 4Q (3.583885 sec): 3 clusters Score: Raw -2709.764930 + Penalty 309.841617 = -2399.923313 nChanged 0 SP:Iteration 5F (3.584245 sec): 3 clusters Score: Raw -2709.764930 + Penalty 309.841617 = -2399.923313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 21 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.585650 sec): 2 clusters Score: Raw -11606.138118 + Penalty 480.579398 = -11125.558720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.586451 sec): 3 clusters Score: Raw -11487.644559 + Penalty 961.313592 = -10526.330967 nChanged 89 SP:Iteration 1F (3.587239 sec): 3 clusters Score: Raw -11557.856844 + Penalty 960.690409 = -10597.166435 nChanged 30 SP:Iteration 2F (3.588027 sec): 3 clusters Score: Raw -11594.868480 + Penalty 960.728339 = -10634.140140 nChanged 12 SP:Iteration 3Q (3.588801 sec): 3 clusters Score: Raw -11608.982815 + Penalty 961.823433 = -10647.159382 nChanged 13 SP:Iteration 4Q (3.589577 sec): 3 clusters Score: Raw -11620.149678 + Penalty 963.448470 = -10656.701208 nChanged 8 SP:Iteration 5Q (3.590358 sec): 3 clusters Score: Raw -11625.656197 + Penalty 964.088994 = -10661.567204 nChanged 4 SP:Iteration 6Q (3.591131 sec): 3 clusters Score: Raw -11630.541862 + Penalty 964.803126 = -10665.738736 nChanged 5 SP:Iteration 7Q (3.591904 sec): 3 clusters Score: Raw -11633.947936 + Penalty 966.351919 = -10667.596016 nChanged 4 SP:Iteration 8Q (3.592677 sec): 3 clusters Score: Raw -11639.826238 + Penalty 966.704207 = -10673.122031 nChanged 2 SP:Iteration 9Q (3.593448 sec): 3 clusters Score: Raw -11641.028015 + Penalty 966.951957 = -10674.076059 nChanged 1 SP:Iteration 10F (3.594234 sec): 3 clusters Score: Raw -11641.486782 + Penalty 967.567172 = -10673.919610 nChanged 1 SP:Iteration 11F (3.595019 sec): 3 clusters Score: Raw -11641.846736 + Penalty 968.680944 = -10673.165793 nChanged 2 SP:Iteration 12F (3.595804 sec): 3 clusters Score: Raw -11642.821113 + Penalty 968.864060 = -10673.957053 nChanged 1 SP:Iteration 13Q (3.596575 sec): 3 clusters Score: Raw -11643.597395 + Penalty 968.864060 = -10674.733335 nChanged 0 SP:Iteration 14F (3.597361 sec): 3 clusters Score: Raw -11643.597395 + Penalty 968.864060 = -10674.733335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.598367 sec): 2 clusters Score: Raw -7205.531675 + Penalty 866.100783 = -6339.430891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.598954 sec): 3 clusters Score: Raw -7274.840059 + Penalty 1732.400175 = -5542.439884 nChanged 31 SP:Iteration 1F (3.599533 sec): 3 clusters Score: Raw -7383.835727 + Penalty 1732.400359 = -5651.435368 nChanged 4 SP:Iteration 2Q (3.600078 sec): 3 clusters Score: Raw -7398.823818 + Penalty 1732.446058 = -5666.377759 nChanged 4 SP:Iteration 3Q (3.600616 sec): 3 clusters Score: Raw -7415.288816 + Penalty 1732.404322 = -5682.884494 nChanged 1 SP:Iteration 4Q (3.601153 sec): 3 clusters Score: Raw -7418.916078 + Penalty 1732.404322 = -5686.511755 nChanged 0 SP:Iteration 5F (3.601728 sec): 3 clusters Score: Raw -7418.916078 + Penalty 1732.404322 = -5686.511755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 23 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.602231 sec): 2 clusters Score: Raw -762.211930 + Penalty 360.541549 = -401.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.602482 sec): 3 clusters Score: Raw -809.667935 + Penalty 710.858129 = -98.809805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.603309 sec): 2 clusters Score: Raw -5555.228296 + Penalty 589.591802 = -4965.636494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.603800 sec): 3 clusters Score: Raw -5577.120310 + Penalty 1179.726259 = -4397.394051 nChanged 19 SP:Iteration 1F (3.604282 sec): 3 clusters Score: Raw -5613.704800 + Penalty 1178.746646 = -4434.958154 nChanged 5 SP:Iteration 2Q (3.604750 sec): 3 clusters Score: Raw -5625.684723 + Penalty 1180.153189 = -4445.531534 nChanged 3 SP:Iteration 3Q (3.605206 sec): 3 clusters Score: Raw -5632.991686 + Penalty 1181.439009 = -4451.552678 nChanged 2 SP:Iteration 4Q (3.605672 sec): 3 clusters Score: Raw -5636.622892 + Penalty 1184.142463 = -4452.480429 nChanged 3 SP:Iteration 5Q (3.606125 sec): 3 clusters Score: Raw -5641.393956 + Penalty 1184.142463 = -4457.251493 nChanged 0 SP:Iteration 6F (3.606606 sec): 3 clusters Score: Raw -5641.393956 + Penalty 1184.142463 = -4457.251493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 25 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.607163 sec): 2 clusters Score: Raw -1750.542007 + Penalty 345.707921 = -1404.834086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.607456 sec): 3 clusters Score: Raw -1760.840505 + Penalty 693.400623 = -1067.439882 nChanged 4 SP:Iteration 1F (3.607743 sec): 3 clusters Score: Raw -1768.354499 + Penalty 693.400623 = -1074.953876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.608259 sec): 2 clusters Score: Raw -1047.031847 + Penalty 191.406826 = -855.625022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.608521 sec): 3 clusters Score: Raw -1049.515739 + Penalty 385.232726 = -664.283013 nChanged 2 SP:Iteration 1F (3.608779 sec): 3 clusters Score: Raw -1054.378894 + Penalty 385.232726 = -669.146168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 27 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.609309 sec): 2 clusters Score: Raw -1566.771902 + Penalty 566.202365 = -1000.569537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.609586 sec): 3 clusters Score: Raw -1700.349683 + Penalty 1134.058286 = -566.291397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 28 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.610210 sec): 2 clusters Score: Raw -2470.725251 + Penalty 445.328287 = -2025.396965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.610536 sec): 3 clusters Score: Raw -2512.929778 + Penalty 888.732968 = -1624.196811 nChanged 5 SP:Iteration 1F (3.610856 sec): 3 clusters Score: Raw -2533.577201 + Penalty 889.547734 = -1644.029467 nChanged 1 SP:Iteration 2Q (3.611162 sec): 3 clusters Score: Raw -2541.690090 + Penalty 889.547734 = -1652.142356 nChanged 0 SP:Iteration 3F (3.611482 sec): 3 clusters Score: Raw -2541.690090 + Penalty 889.547734 = -1652.142356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 29 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.611952 sec): 2 clusters Score: Raw -480.630667 + Penalty 204.202070 = -276.428597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.612181 sec): 3 clusters Score: Raw -492.334010 + Penalty 385.487258 = -106.846752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.613157 sec): 2 clusters Score: Raw -7933.864408 + Penalty 830.492747 = -7103.371661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.613752 sec): 3 clusters Score: Raw -7968.867222 + Penalty 1660.944313 = -6307.922909 nChanged 28 SP:Iteration 1F (3.614322 sec): 3 clusters Score: Raw -8044.896097 + Penalty 1661.028952 = -6383.867145 nChanged 6 SP:Iteration 2Q (3.614873 sec): 3 clusters Score: Raw -8057.590269 + Penalty 1661.049863 = -6396.540406 nChanged 4 SP:Iteration 3Q (3.615432 sec): 3 clusters Score: Raw -8064.479511 + Penalty 1661.142848 = -6403.336663 nChanged 1 SP:Iteration 4Q (3.615974 sec): 3 clusters Score: Raw -8066.302068 + Penalty 1661.142848 = -6405.159219 nChanged 0 SP:Iteration 5F (3.616541 sec): 3 clusters Score: Raw -8066.302068 + Penalty 1661.142848 = -6405.159219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 31 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.617081 sec): 2 clusters Score: Raw -1545.768630 + Penalty 522.710129 = -1023.058501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.617361 sec): 3 clusters Score: Raw -1640.233245 + Penalty 1047.876348 = -592.356897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 32 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.617957 sec): 2 clusters Score: Raw -2326.683894 + Penalty 375.632847 = -1951.051047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.618278 sec): 3 clusters Score: Raw -2331.362185 + Penalty 751.801784 = -1579.560401 nChanged 5 SP:Iteration 1F (3.618593 sec): 3 clusters Score: Raw -2340.756561 + Penalty 752.478966 = -1588.277595 nChanged 1 SP:Iteration 2Q (3.618904 sec): 3 clusters Score: Raw -2342.345000 + Penalty 754.307161 = -1588.037839 nChanged 3 SP:Iteration 3F (3.619217 sec): 3 clusters Score: Raw -2351.785479 + Penalty 751.105697 = -1600.679782 nChanged 3 SP:Iteration 4Q (3.619525 sec): 3 clusters Score: Raw -2365.844798 + Penalty 751.105697 = -1614.739101 nChanged 0 SP:Iteration 5F (3.619839 sec): 3 clusters Score: Raw -2365.844798 + Penalty 751.105697 = -1614.739101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 33 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.620371 sec): 2 clusters Score: Raw -1366.079537 + Penalty 353.750647 = -1012.328890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.620649 sec): 3 clusters Score: Raw -1381.974206 + Penalty 707.820079 = -674.154127 nChanged 2 SP:Iteration 1F (3.620921 sec): 3 clusters Score: Raw -1385.605211 + Penalty 707.820079 = -677.785132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 34 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.621456 sec): 2 clusters Score: Raw -1307.769529 + Penalty 352.355225 = -955.414304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.621724 sec): 3 clusters Score: Raw -1340.031166 + Penalty 690.281203 = -649.749963 nChanged 1 SP:Iteration 1Q (3.621977 sec): 3 clusters Score: Raw -1343.854718 + Penalty 690.281203 = -653.573515 nChanged 0 SP:Iteration 2F (3.622240 sec): 3 clusters Score: Raw -1343.854718 + Penalty 690.281203 = -653.573515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 35 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.622767 sec): 2 clusters Score: Raw -1449.365270 + Penalty 483.512724 = -965.852546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.623042 sec): 3 clusters Score: Raw -1502.028578 + Penalty 951.320373 = -550.708205 nChanged 1 SP:Iteration 1Q (3.623299 sec): 3 clusters Score: Raw -1510.237430 + Penalty 951.320373 = -558.917056 nChanged 0 SP:Iteration 2F (3.623570 sec): 3 clusters Score: Raw -1510.237430 + Penalty 951.320373 = -558.917056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.624064 sec): 2 clusters Score: Raw -817.047116 + Penalty 231.397389 = -585.649726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.624313 sec): 3 clusters Score: Raw -844.689016 + Penalty 457.602488 = -387.086528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 37 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.624767 sec): 2 clusters Score: Raw -273.986096 + Penalty 151.943304 = -122.042792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.624983 sec): 3 clusters Score: Raw -271.885552 + Penalty 295.750805 = 23.865253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 38 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.625832 sec): 2 clusters Score: Raw -5632.121788 + Penalty 231.415581 = -5400.706208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.626356 sec): 3 clusters Score: Raw -5546.085029 + Penalty 463.681427 = -5082.403602 nChanged 46 SP:Iteration 1F (3.626873 sec): 3 clusters Score: Raw -5587.272565 + Penalty 464.051335 = -5123.221230 nChanged 15 SP:Iteration 2F (3.627386 sec): 3 clusters Score: Raw -5600.702512 + Penalty 469.823983 = -5130.878529 nChanged 13 SP:Iteration 3F (3.627910 sec): 3 clusters Score: Raw -5613.817354 + Penalty 475.934369 = -5137.882985 nChanged 8 SP:Iteration 4Q (3.628435 sec): 3 clusters Score: Raw -5623.154566 + Penalty 482.260739 = -5140.893827 nChanged 6 SP:Iteration 5Q (3.628944 sec): 3 clusters Score: Raw -5630.961765 + Penalty 483.972948 = -5146.988817 nChanged 4 SP:Iteration 6Q (3.629450 sec): 3 clusters Score: Raw -5636.633496 + Penalty 491.558148 = -5145.075348 nChanged 6 SP:Iteration 7F (3.629965 sec): 3 clusters Score: Raw -5646.505715 + Penalty 498.941093 = -5147.564623 nChanged 4 SP:Iteration 8Q (3.630453 sec): 3 clusters Score: Raw -5660.282721 + Penalty 498.941093 = -5161.341629 nChanged 0 SP:Iteration 9F (3.630965 sec): 3 clusters Score: Raw -5660.282721 + Penalty 498.941093 = -5161.341629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 39 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.631438 sec): 2 clusters Score: Raw -636.496126 + Penalty 408.247806 = -228.248320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.631669 sec): 3 clusters Score: Raw -653.259253 + Penalty 817.322633 = 164.063379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.632122 sec): 2 clusters Score: Raw -180.194820 + Penalty 124.678043 = -55.516777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.632354 sec): 3 clusters Score: Raw -179.189194 + Penalty 239.195605 = 60.006411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.632802 sec): 2 clusters Score: Raw -122.231459 + Penalty 115.146005 = -7.085454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.633011 sec): 3 clusters Score: Raw -114.969110 + Penalty 233.530806 = 118.561696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.633461 sec): 2 clusters Score: Raw -214.677681 + Penalty 155.183965 = -59.493717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.633674 sec): 3 clusters Score: Raw -205.453351 + Penalty 329.119419 = 123.666067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.634126 sec): 2 clusters Score: Raw -227.247161 + Penalty 129.259689 = -97.987472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.634334 sec): 3 clusters Score: Raw -222.014965 + Penalty 129.259689 = -92.755277 nChanged 1 SP:Iteration 1F (3.634530 sec): 2 clusters Score: Raw -227.247161 + Penalty 129.259689 = -97.987472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 44 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.635024 sec): 2 clusters Score: Raw -967.026341 + Penalty 392.871138 = -574.155202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.635276 sec): 3 clusters Score: Raw -1046.866697 + Penalty 781.498131 = -265.368566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.635722 sec): 2 clusters Score: Raw -114.504897 + Penalty 98.233469 = -16.271428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.635931 sec): 3 clusters Score: Raw -110.001099 + Penalty 188.637463 = 78.636363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.636389 sec): 2 clusters Score: Raw -392.539638 + Penalty 267.026074 = -125.513563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.636612 sec): 3 clusters Score: Raw -393.850185 + Penalty 531.592438 = 137.742253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 47 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.637070 sec): 2 clusters Score: Raw -383.803158 + Penalty 263.064514 = -120.738643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.637292 sec): 3 clusters Score: Raw -385.663261 + Penalty 523.064585 = 137.401324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.637728 sec): 2 clusters Score: Raw -38.045248 + Penalty 0.000000 = -38.045248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.637918 sec): 2 clusters Score: Raw -38.045248 + Penalty 0.000000 = -38.045248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 49 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.638355 sec): 2 clusters Score: Raw -36.177329 + Penalty 0.000000 = -36.177329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.638544 sec): 2 clusters Score: Raw -36.177329 + Penalty 0.000000 = -36.177329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.639018 sec): 2 clusters Score: Raw -437.095513 + Penalty 235.183333 = -201.912181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.639246 sec): 3 clusters Score: Raw -445.202759 + Penalty 473.825319 = 28.622560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.639776 sec): 2 clusters Score: Raw -1301.051916 + Penalty 279.926186 = -1021.125729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.640049 sec): 3 clusters Score: Raw -1307.909417 + Penalty 563.470669 = -744.438748 nChanged 2 SP:Iteration 1F (3.640317 sec): 3 clusters Score: Raw -1312.945120 + Penalty 563.470669 = -749.474451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 52 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.640799 sec): 2 clusters Score: Raw -671.152421 + Penalty 228.626795 = -442.525626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.641039 sec): 3 clusters Score: Raw -690.323779 + Penalty 467.926660 = -222.397119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 53 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.641542 sec): 2 clusters Score: Raw -1046.753862 + Penalty 240.365436 = -806.388426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.641798 sec): 3 clusters Score: Raw -1051.475808 + Penalty 475.273282 = -576.202526 nChanged 1 SP:Iteration 1Q (3.642048 sec): 3 clusters Score: Raw -1052.632357 + Penalty 475.273282 = -577.359075 nChanged 0 SP:Iteration 2F (3.642300 sec): 3 clusters Score: Raw -1052.632357 + Penalty 475.273282 = -577.359075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 54 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.642748 sec): 2 clusters Score: Raw -163.586677 + Penalty 135.564491 = -28.022186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.642961 sec): 3 clusters Score: Raw -157.609908 + Penalty 271.128982 = 113.519074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.643433 sec): 2 clusters Score: Raw -624.019804 + Penalty 372.119980 = -251.899824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.643666 sec): 3 clusters Score: Raw -654.827331 + Penalty 748.770641 = 93.943310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 56 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.644142 sec): 2 clusters Score: Raw -686.502681 + Penalty 391.166015 = -295.336667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.644376 sec): 3 clusters Score: Raw -715.446649 + Penalty 783.054830 = 67.608181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.644830 sec): 2 clusters Score: Raw -248.960154 + Penalty 163.999658 = -84.960496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.645047 sec): 3 clusters Score: Raw -241.557327 + Penalty 313.638171 = 72.080844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.645510 sec): 2 clusters Score: Raw -405.220663 + Penalty 225.951531 = -179.269132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.645739 sec): 3 clusters Score: Raw -426.450301 + Penalty 446.039695 = 19.589394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.646177 sec): 2 clusters Score: Raw -37.559470 + Penalty 0.000000 = -37.559470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.646381 sec): 2 clusters Score: Raw -37.559470 + Penalty 0.000000 = -37.559470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 61 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.646871 sec): 2 clusters Score: Raw -912.656483 + Penalty 443.759985 = -468.896498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.647116 sec): 3 clusters Score: Raw -974.197227 + Penalty 887.366192 = -86.831034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 62 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.647590 sec): 2 clusters Score: Raw -623.399343 + Penalty 333.408977 = -289.990365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.647824 sec): 3 clusters Score: Raw -653.030038 + Penalty 667.027631 = 13.997593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.648279 sec): 2 clusters Score: Raw -221.049687 + Penalty 123.234766 = -97.814921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.648496 sec): 3 clusters Score: Raw -220.149652 + Penalty 256.101935 = 35.952283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 64 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.649066 sec): 2 clusters Score: Raw -2031.082399 + Penalty 283.513212 = -1747.569186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.649373 sec): 3 clusters Score: Raw -2024.093498 + Penalty 568.207516 = -1455.885982 nChanged 4 SP:Iteration 1F (3.649677 sec): 3 clusters Score: Raw -2038.911975 + Penalty 567.650929 = -1471.261046 nChanged 4 SP:Iteration 2F (3.649979 sec): 3 clusters Score: Raw -2045.211643 + Penalty 566.616085 = -1478.595558 nChanged 2 SP:Iteration 3Q (3.650275 sec): 3 clusters Score: Raw -2048.212781 + Penalty 566.449437 = -1481.763344 nChanged 1 SP:Iteration 4Q (3.650571 sec): 3 clusters Score: Raw -2048.817646 + Penalty 566.449437 = -1482.368209 nChanged 0 SP:Iteration 5F (3.650872 sec): 3 clusters Score: Raw -2048.817646 + Penalty 566.449437 = -1482.368209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.651311 sec): 2 clusters Score: Raw -36.953939 + Penalty 0.000000 = -36.953939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.651500 sec): 2 clusters Score: Raw -36.953939 + Penalty 0.000000 = -36.953939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.651946 sec): 2 clusters Score: Raw -133.806127 + Penalty 140.961910 = 7.155783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.652155 sec): 3 clusters Score: Raw -122.590929 + Penalty 280.653246 = 158.062317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 67 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.652628 sec): 2 clusters Score: Raw -558.883513 + Penalty 217.479560 = -341.403953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.652862 sec): 3 clusters Score: Raw -568.425187 + Penalty 434.959120 = -133.466067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.653302 sec): 2 clusters Score: Raw -36.921559 + Penalty 0.000000 = -36.921559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.653492 sec): 2 clusters Score: Raw -36.921559 + Penalty 0.000000 = -36.921559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.653962 sec): 2 clusters Score: Raw -260.332610 + Penalty 186.027184 = -74.305426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.654163 sec): 2 clusters Score: Raw -260.332610 + Penalty 186.027184 = -74.305426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.654610 sec): 2 clusters Score: Raw -181.631780 + Penalty 170.182031 = -11.449749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.654823 sec): 3 clusters Score: Raw -170.020545 + Penalty 356.132379 = 186.111835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.655267 sec): 2 clusters Score: Raw -85.716226 + Penalty 89.342209 = 3.625983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.655475 sec): 3 clusters Score: Raw -75.852716 + Penalty 178.684417 = 102.831702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.655951 sec): 2 clusters Score: Raw -624.221459 + Penalty 344.677360 = -279.544100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.656187 sec): 3 clusters Score: Raw -649.451576 + Penalty 691.811589 = 42.360013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.656653 sec): 2 clusters Score: Raw -473.229226 + Penalty 255.898889 = -217.330337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.656882 sec): 3 clusters Score: Raw -476.992050 + Penalty 511.062012 = 34.069962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.657337 sec): 2 clusters Score: Raw -325.093560 + Penalty 252.009607 = -73.083953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.657555 sec): 3 clusters Score: Raw -313.657807 + Penalty 506.125128 = 192.467321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.658010 sec): 2 clusters Score: Raw -268.411458 + Penalty 187.922659 = -80.488800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.658229 sec): 3 clusters Score: Raw -270.237351 + Penalty 378.457805 = 108.220454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 76 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.658666 sec): 2 clusters Score: Raw -39.235448 + Penalty 0.000000 = -39.235448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.658855 sec): 2 clusters Score: Raw -39.235448 + Penalty 0.000000 = -39.235448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.659302 sec): 2 clusters Score: Raw -122.155486 + Penalty 70.844867 = -51.310620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.659497 sec): 2 clusters Score: Raw -122.155486 + Penalty 70.844867 = -51.310620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.659964 sec): 2 clusters Score: Raw -510.107579 + Penalty 324.186344 = -185.921235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.660191 sec): 3 clusters Score: Raw -507.193583 + Penalty 635.348797 = 128.155214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.660667 sec): 2 clusters Score: Raw -427.576269 + Penalty 296.012952 = -131.563317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.660890 sec): 3 clusters Score: Raw -418.936757 + Penalty 591.961822 = 173.025064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.661342 sec): 2 clusters Score: Raw -229.390038 + Penalty 197.849193 = -31.540845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.661556 sec): 3 clusters Score: Raw -218.098314 + Penalty 391.738368 = 173.640054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.662013 sec): 2 clusters Score: Raw -311.858033 + Penalty 192.535370 = -119.322663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.662236 sec): 3 clusters Score: Raw -317.720557 + Penalty 390.891153 = 73.170596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.662705 sec): 2 clusters Score: Raw -523.168364 + Penalty 288.183633 = -234.984730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.662938 sec): 3 clusters Score: Raw -544.479834 + Penalty 577.178040 = 32.698206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.663400 sec): 2 clusters Score: Raw -383.881417 + Penalty 180.343048 = -203.538369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.663625 sec): 3 clusters Score: Raw -384.639391 + Penalty 356.321226 = -28.318165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.664079 sec): 2 clusters Score: Raw -250.533790 + Penalty 138.040364 = -112.493426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.664299 sec): 3 clusters Score: Raw -252.711420 + Penalty 275.884203 = 23.172783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 86 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.664744 sec): 2 clusters Score: Raw -129.120383 + Penalty 132.830398 = 3.710015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.664953 sec): 3 clusters Score: Raw -120.573533 + Penalty 259.525154 = 138.951621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.665395 sec): 2 clusters Score: Raw -79.225217 + Penalty 78.220591 = -1.004626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.665587 sec): 2 clusters Score: Raw -79.225217 + Penalty 78.220591 = -1.004626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.666039 sec): 2 clusters Score: Raw -251.168484 + Penalty 205.284841 = -45.883643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.666255 sec): 3 clusters Score: Raw -248.168793 + Penalty 401.063365 = 152.894572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.666715 sec): 2 clusters Score: Raw -343.258502 + Penalty 188.215874 = -155.042628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.666937 sec): 3 clusters Score: Raw -341.370759 + Penalty 354.091848 = 12.721089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.667397 sec): 2 clusters Score: Raw -160.463323 + Penalty 125.503529 = -34.959795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.667609 sec): 3 clusters Score: Raw -154.645800 + Penalty 271.302416 = 116.656616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.668054 sec): 2 clusters Score: Raw -136.754278 + Penalty 146.991329 = 10.237052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.668263 sec): 3 clusters Score: Raw -125.381626 + Penalty 292.214166 = 166.832540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.668709 sec): 2 clusters Score: Raw -149.853308 + Penalty 120.584997 = -29.268311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.668921 sec): 3 clusters Score: Raw -146.606298 + Penalty 270.371774 = 123.765476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.669389 sec): 2 clusters Score: Raw -532.018348 + Penalty 332.750097 = -199.268251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.669621 sec): 3 clusters Score: Raw -544.684100 + Penalty 663.334774 = 118.650675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.670081 sec): 2 clusters Score: Raw -384.033226 + Penalty 225.389943 = -158.643284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.670305 sec): 3 clusters Score: Raw -382.437681 + Penalty 434.420900 = 51.983219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.670746 sec): 2 clusters Score: Raw -77.030472 + Penalty 53.844191 = -23.186280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.670954 sec): 3 clusters Score: Raw -69.357895 + Penalty 107.688383 = 38.330488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.671395 sec): 2 clusters Score: Raw -78.502762 + Penalty 72.320490 = -6.182272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.671601 sec): 3 clusters Score: Raw -70.700965 + Penalty 144.640980 = 73.940015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.672041 sec): 2 clusters Score: Raw -85.195436 + Penalty 82.647164 = -2.548272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.672234 sec): 2 clusters Score: Raw -85.195436 + Penalty 82.647164 = -2.548272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.672678 sec): 2 clusters Score: Raw -122.147166 + Penalty 118.660208 = -3.486958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.672872 sec): 2 clusters Score: Raw -122.147166 + Penalty 118.660208 = -3.486958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.673319 sec): 2 clusters Score: Raw -153.796548 + Penalty 126.462497 = -27.334050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.673515 sec): 2 clusters Score: Raw -153.796548 + Penalty 126.462497 = -27.334050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.673973 sec): 2 clusters Score: Raw -112.829255 + Penalty 95.354111 = -17.475144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.674181 sec): 3 clusters Score: Raw -107.599461 + Penalty 201.345485 = 93.746024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.674655 sec): 2 clusters Score: Raw -559.806395 + Penalty 264.250434 = -295.555960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.674889 sec): 3 clusters Score: Raw -575.528844 + Penalty 528.500869 = -47.027975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.675331 sec): 2 clusters Score: Raw -76.993883 + Penalty 61.475029 = -15.518854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.675538 sec): 3 clusters Score: Raw -70.514648 + Penalty 122.950057 = 52.435409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.675991 sec): 2 clusters Score: Raw -284.599709 + Penalty 243.612377 = -40.987332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.676206 sec): 3 clusters Score: Raw -275.787839 + Penalty 492.951707 = 217.163869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.676666 sec): 2 clusters Score: Raw -353.940098 + Penalty 210.730049 = -143.210049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.676890 sec): 3 clusters Score: Raw -358.886425 + Penalty 435.263779 = 76.377354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 117 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.677329 sec): 2 clusters Score: Raw -36.778957 + Penalty 0.000000 = -36.778957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.677518 sec): 2 clusters Score: Raw -36.778957 + Penalty 0.000000 = -36.778957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.677955 sec): 2 clusters Score: Raw -37.245877 + Penalty 0.000000 = -37.245877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.678143 sec): 2 clusters Score: Raw -37.245877 + Penalty 0.000000 = -37.245877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.678577 sec): 2 clusters Score: Raw -37.957908 + Penalty 0.000000 = -37.957908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.678766 sec): 2 clusters Score: Raw -37.957908 + Penalty 0.000000 = -37.957908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.679211 sec): 2 clusters Score: Raw -187.899961 + Penalty 197.160446 = 9.260485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.679423 sec): 3 clusters Score: Raw -174.972857 + Penalty 384.008595 = 209.035738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.679872 sec): 2 clusters Score: Raw -174.419301 + Penalty 164.721237 = -9.698064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.680084 sec): 3 clusters Score: Raw -166.647923 + Penalty 329.219669 = 162.571746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.680548 sec): 2 clusters Score: Raw -225.926373 + Penalty 181.815014 = -44.111359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.680763 sec): 3 clusters Score: Raw -213.884642 + Penalty 358.925497 = 145.040855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.681204 sec): 2 clusters Score: Raw -89.900896 + Penalty 96.855202 = 6.954305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.681398 sec): 2 clusters Score: Raw -89.900896 + Penalty 96.855202 = 6.954305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.681833 sec): 2 clusters Score: Raw -37.359819 + Penalty 0.000000 = -37.359819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.682022 sec): 2 clusters Score: Raw -37.359819 + Penalty 0.000000 = -37.359819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.682466 sec): 2 clusters Score: Raw -132.117358 + Penalty 137.102862 = 4.985504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.682660 sec): 2 clusters Score: Raw -132.117358 + Penalty 137.102862 = 4.985504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.683109 sec): 2 clusters Score: Raw -204.001009 + Penalty 166.857534 = -37.143476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.683324 sec): 3 clusters Score: Raw -198.330594 + Penalty 333.931028 = 135.600434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.683761 sec): 2 clusters Score: Raw -38.187905 + Penalty 0.000000 = -38.187905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.683950 sec): 2 clusters Score: Raw -38.187905 + Penalty 0.000000 = -38.187905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.684393 sec): 2 clusters Score: Raw -131.605158 + Penalty 144.876785 = 13.271627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.684602 sec): 3 clusters Score: Raw -121.759307 + Penalty 293.457331 = 171.698025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.685057 sec): 2 clusters Score: Raw -345.854348 + Penalty 278.715283 = -67.139065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.685277 sec): 3 clusters Score: Raw -333.186703 + Penalty 560.603423 = 227.416720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.685714 sec): 2 clusters Score: Raw -37.601757 + Penalty 0.000000 = -37.601757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.685902 sec): 2 clusters Score: Raw -37.601757 + Penalty 0.000000 = -37.601757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.686345 sec): 2 clusters Score: Raw -133.023411 + Penalty 149.071348 = 16.047936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.686553 sec): 3 clusters Score: Raw -124.401502 + Penalty 290.954468 = 166.552966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.687001 sec): 2 clusters Score: Raw -35.872284 + Penalty 0.000000 = -35.872284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.687190 sec): 2 clusters Score: Raw -35.872284 + Penalty 0.000000 = -35.872284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.687625 sec): 2 clusters Score: Raw -34.988890 + Penalty 0.000000 = -34.988890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.687814 sec): 2 clusters Score: Raw -34.988890 + Penalty 0.000000 = -34.988890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.688249 sec): 2 clusters Score: Raw -37.761384 + Penalty 0.000000 = -37.761384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.688438 sec): 2 clusters Score: Raw -37.761384 + Penalty 0.000000 = -37.761384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.688879 sec): 2 clusters Score: Raw -73.417532 + Penalty 62.332172 = -11.085360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.689085 sec): 3 clusters Score: Raw -67.869328 + Penalty 124.664344 = 56.795017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.689524 sec): 2 clusters Score: Raw -84.876236 + Penalty 92.432298 = 7.556062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.689719 sec): 2 clusters Score: Raw -84.876236 + Penalty 92.432298 = 7.556062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.690159 sec): 2 clusters Score: Raw -77.396514 + Penalty 78.757906 = 1.361392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.690353 sec): 2 clusters Score: Raw -77.396514 + Penalty 78.757906 = 1.361392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 160 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.690788 sec): 2 clusters Score: Raw -37.124404 + Penalty 0.000000 = -37.124404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.690977 sec): 2 clusters Score: Raw -37.124404 + Penalty 0.000000 = -37.124404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.691422 sec): 2 clusters Score: Raw -149.164012 + Penalty 145.957727 = -3.206285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.691634 sec): 3 clusters Score: Raw -152.013236 + Penalty 269.865348 = 117.852113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.692080 sec): 2 clusters Score: Raw -153.067810 + Penalty 132.882727 = -20.185083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.692292 sec): 3 clusters Score: Raw -147.882729 + Penalty 265.765455 = 117.882726 nChanged 0 Deleting Class 39 (13 points): Lose 184.329550 but Gain 1441.170551 Iteration 20F (4.169779 sec): 126 clusters Score: Raw -271658.275436 + Penalty 117919.774174 = -153738.501262 nChanged 86 Deleting Class 128 (2 points): Lose 10.011315 but Gain 1265.225113 Iteration 21Q (4.216407 sec): 125 clusters Score: Raw -271742.590921 + Penalty 116678.826231 = -155063.764690 nChanged 79 Deleting Class 157 (3 points): Lose 37.396647 but Gain 1292.070242 Iteration 22Q (4.261493 sec): 124 clusters Score: Raw -271753.681830 + Penalty 115468.331361 = -156285.350469 nChanged 99 Deleting Class 124 (4 points): Lose 51.180406 but Gain 1287.759169 Iteration 23Q (4.307699 sec): 123 clusters Score: Raw -271813.351511 + Penalty 114229.961188 = -157583.390323 nChanged 142 Deleting Class 137 (7 points): Lose 72.517970 but Gain 1296.905449 Iteration 24Q (4.354820 sec): 122 clusters Score: Raw -271906.862346 + Penalty 113069.147399 = -158837.714948 nChanged 171 Deleting Class 123 (1 points): Lose 1.729388 but Gain 1220.945694 Iteration 25Q (4.403916 sec): 121 clusters Score: Raw -272091.743539 + Penalty 111955.241321 = -160136.502218 nChanged 161 Deleting Class 147 (1 points): Lose 8.927294 but Gain 1227.862782 Iteration 26Q (4.450556 sec): 120 clusters Score: Raw -272232.770067 + Penalty 110900.905989 = -161331.864078 nChanged 137 Deleting Class 94 (4 points): Lose 59.651220 but Gain 1273.941233 Iteration 27Q (4.495703 sec): 119 clusters Score: Raw -272293.881710 + Penalty 109771.645099 = -162522.236611 nChanged 86 Deleting Class 76 (1 points): Lose 1.952997 but Gain 1201.720670 Iteration 28Q (4.537203 sec): 118 clusters Score: Raw -272357.904411 + Penalty 108601.767814 = -163756.136596 nChanged 64 Deleting Class 151 (3 points): Lose 30.780073 but Gain 1228.626957 Iteration 29Q (4.577441 sec): 117 clusters Score: Raw -272365.767030 + Penalty 107398.857667 = -164966.909362 nChanged 41 Deleting Class 113 (6 points): Lose 47.313232 but Gain 1231.090431 Iteration 30F (5.012865 sec): 116 clusters Score: Raw -272351.937146 + Penalty 106160.115215 = -166191.821930 nChanged 35 Deleting Class 134 (1 points): Lose 3.233686 but Gain 1180.768045 Iteration 31Q (5.050963 sec): 115 clusters Score: Raw -272367.713132 + Penalty 104982.265612 = -167385.447521 nChanged 29 Deleting Class 56 (15 points): Lose 137.319579 but Gain 1307.900540 Iteration 32Q (5.088893 sec): 114 clusters Score: Raw -272239.099261 + Penalty 103679.961891 = -168559.137370 nChanged 37 Deleting Class 27 (38 points): Lose 254.312009 but Gain 1409.381951 Iteration 33Q (5.127010 sec): 113 clusters Score: Raw -272020.910822 + Penalty 102329.744342 = -169691.166481 nChanged 59 Deleting Class 136 (3 points): Lose 39.530860 but Gain 1194.055908 Iteration 34Q (5.165949 sec): 112 clusters Score: Raw -272103.129692 + Penalty 101178.587702 = -170924.541991 nChanged 21 Deleting Class 66 (3 points): Lose 18.501000 but Gain 1161.790008 Iteration 35Q (5.203293 sec): 111 clusters Score: Raw -272106.494736 + Penalty 100017.816175 = -172088.678561 nChanged 20 Deleting Class 71 (2 points): Lose 24.223420 but Gain 1167.082451 Iteration 36Q (5.240263 sec): 110 clusters Score: Raw -272091.053597 + Penalty 98860.552793 = -173230.500804 nChanged 15 Deleting Class 7 (36 points): Lose 275.240948 but Gain 1414.089780 Iteration 37Q (5.276419 sec): 109 clusters Score: Raw -271831.582356 + Penalty 97470.348820 = -174361.233537 nChanged 47 Deleting Class 155 (1 points): Lose 2.488515 but Gain 1129.943847 Iteration 38Q (5.314585 sec): 108 clusters Score: Raw -271944.732647 + Penalty 96351.929574 = -175592.803074 nChanged 18 Deleting Class 78 (12 points): Lose 115.338434 but Gain 1241.779321 Iteration 39Q (5.350599 sec): 107 clusters Score: Raw -271858.800749 + Penalty 95271.514476 = -176587.286273 nChanged 25 Deleting Class 61 (22 points): Lose 193.791750 but Gain 1326.650611 Iteration 40F (5.752193 sec): 106 clusters Score: Raw -271704.966651 + Penalty 94027.594616 = -177677.372035 nChanged 40 Deleting Class 55 (15 points): Lose 154.419247 but Gain 1287.474477 Iteration 41Q (5.789508 sec): 105 clusters Score: Raw -271618.202190 + Penalty 92783.439048 = -178834.763141 nChanged 31 Deleting Class 79 (10 points): Lose 113.980353 but Gain 1240.772534 Iteration 42Q (5.826491 sec): 104 clusters Score: Raw -271558.377054 + Penalty 91638.627025 = -179919.750029 nChanged 25 Deleting Class 65 (1 points): Lose 4.254964 but Gain 1128.369714 Iteration 43Q (5.862892 sec): 103 clusters Score: Raw -271597.815135 + Penalty 90558.548296 = -181039.266839 nChanged 19 Deleting Class 1 (35 points): Lose 222.531313 but Gain 1340.735743 Iteration 44Q (5.898880 sec): 102 clusters Score: Raw -271383.730937 + Penalty 89203.303554 = -182180.427382 nChanged 52 Deleting Class 132 (4 points): Lose 26.585360 but Gain 1144.169813 Iteration 45Q (5.935945 sec): 101 clusters Score: Raw -271453.905783 + Penalty 88093.723910 = -183360.181873 nChanged 31 Deleting Class 70 (5 points): Lose 28.113434 but Gain 1140.905056 Iteration 46Q (5.972014 sec): 100 clusters Score: Raw -271447.054553 + Penalty 86974.194246 = -184472.860307 nChanged 28 Deleting Class 74 (7 points): Lose 61.414953 but Gain 1172.639794 Iteration 47Q (6.008050 sec): 99 clusters Score: Raw -271407.195111 + Penalty 85820.491986 = -185586.703125 nChanged 24 Deleting Class 98 (12 points): Lose 105.115526 but Gain 1212.490733 Iteration 48Q (6.043855 sec): 98 clusters Score: Raw -271325.083348 + Penalty 84629.464530 = -186695.618818 nChanged 28 Deleting Class 48 (1 points): Lose 1.551008 but Gain 1101.873707 Iteration 49Q (6.079476 sec): 97 clusters Score: Raw -271363.099501 + Penalty 83526.928330 = -187836.171171 nChanged 20 Deleting Class 122 (1 points): Lose 2.357002 but Gain 1092.539806 Iteration 50F (6.440981 sec): 96 clusters Score: Raw -271371.488888 + Penalty 82450.225607 = -188921.263280 nChanged 14 Deleting Class 80 (5 points): Lose 32.611516 but Gain 1113.090232 Iteration 51Q (6.476087 sec): 95 clusters Score: Raw -271346.228330 + Penalty 81343.695050 = -190002.533280 nChanged 15 Deleting Class 72 (17 points): Lose 101.282621 but Gain 1180.133620 Iteration 52Q (6.510712 sec): 94 clusters Score: Raw -271253.662764 + Penalty 80194.464574 = -191059.198190 nChanged 21 Deleting Class 160 (1 points): Lose 8.533332 but Gain 1079.233360 Iteration 53Q (6.546065 sec): 93 clusters Score: Raw -271280.898913 + Penalty 79154.061820 = -192126.837093 nChanged 10 Deleting Class 86 (3 points): Lose 25.469423 but Gain 1094.771128 Iteration 54Q (6.580787 sec): 92 clusters Score: Raw -271269.352553 + Penalty 78070.882621 = -193198.469932 nChanged 9 Deleting Class 106 (2 points): Lose 14.024104 but Gain 1079.624700 Iteration 55Q (6.614987 sec): 91 clusters Score: Raw -271263.484220 + Penalty 76994.243615 = -194269.240605 nChanged 5 Deleting Class 31 (47 points): Lose 262.838676 but Gain 1322.566626 Iteration 56Q (6.648836 sec): 90 clusters Score: Raw -271004.497530 + Penalty 75708.630808 = -195295.866722 nChanged 54 Deleting Class 62 (19 points): Lose 92.133786 but Gain 1151.512883 Iteration 57Q (6.684064 sec): 89 clusters Score: Raw -271019.265150 + Penalty 74655.524462 = -196363.740688 nChanged 33 Deleting Class 46 (10 points): Lose 68.060342 but Gain 1120.846180 Iteration 58Q (6.718688 sec): 88 clusters Score: Raw -271008.709114 + Penalty 73586.598287 = -197422.110828 nChanged 24 Deleting Class 68 (1 points): Lose 5.287894 but Gain 1049.946128 Iteration 59Q (6.752949 sec): 87 clusters Score: Raw -271030.910250 + Penalty 72592.661797 = -198438.248453 nChanged 11 Deleting Class 125 (4 points): Lose 31.085729 but Gain 1075.881535 Iteration 60F (7.075555 sec): 86 clusters Score: Raw -271026.498724 + Penalty 71536.366791 = -199490.131933 nChanged 11 Deleting Class 59 (1 points): Lose 2.901921 but Gain 1039.459721 Iteration 61Q (7.109397 sec): 85 clusters Score: Raw -271035.808199 + Penalty 70505.699237 = -200530.108962 nChanged 9 Deleting Class 49 (1 points): Lose 4.442118 but Gain 1024.763371 Iteration 62Q (7.143250 sec): 84 clusters Score: Raw -271035.851409 + Penalty 69491.903849 = -201543.947560 nChanged 8 Deleting Class 117 (1 points): Lose 1.720216 but Gain 1019.445803 Iteration 63Q (7.176732 sec): 83 clusters Score: Raw -271045.049770 + Penalty 68468.633293 = -202576.416477 nChanged 4 Deleting Class 129 (1 points): Lose 3.829043 but Gain 1013.747846 Iteration 64Q (7.210127 sec): 82 clusters Score: Raw -271044.943100 + Penalty 67456.606175 = -203588.336924 nChanged 2 Deleting Class 47 (9 points): Lose 76.163795 but Gain 1084.072020 Iteration 65Q (7.243670 sec): 81 clusters Score: Raw -270971.937804 + Penalty 66434.542180 = -204537.395623 nChanged 11 Deleting Class 88 (2 points): Lose 17.894115 but Gain 1021.800108 Iteration 66Q (7.276866 sec): 80 clusters Score: Raw -270983.142030 + Penalty 65415.963041 = -205567.178989 nChanged 3 Deleting Class 90 (6 points): Lose 38.138191 but Gain 1037.402973 Iteration 67Q (7.309623 sec): 79 clusters Score: Raw -270953.693878 + Penalty 64389.932722 = -206563.761157 nChanged 6 Deleting Class 159 (2 points): Lose 31.462568 but Gain 1028.819093 Iteration 68Q (7.342702 sec): 78 clusters Score: Raw -270932.838178 + Penalty 63451.267770 = -207481.570407 nChanged 4 Deleting Class 126 (6 points): Lose 61.431097 but Gain 1058.139494 Iteration 69Q (7.375511 sec): 77 clusters Score: Raw -270885.459514 + Penalty 62415.828933 = -208469.630581 nChanged 6 Deleting Class 44 (26 points): Lose 144.269663 but Gain 1121.486947 Iteration 70F (7.664273 sec): 76 clusters Score: Raw -270762.792831 + Penalty 61395.464660 = -209367.328171 nChanged 29 Deleting Class 108 (3 points): Lose 22.436569 but Gain 977.982242 Iteration 71Q (7.697054 sec): 75 clusters Score: Raw -270804.492251 + Penalty 60435.600545 = -210368.891707 nChanged 8 Deleting Class 83 (15 points): Lose 95.102361 but Gain 1049.790432 Iteration 72Q (7.728713 sec): 74 clusters Score: Raw -270741.578612 + Penalty 59446.891998 = -211294.686614 nChanged 19 Deleting Class 23 (27 points): Lose 144.035686 but Gain 1098.541114 Iteration 73Q (7.761349 sec): 73 clusters Score: Raw -270644.129981 + Penalty 58522.928254 = -212121.201727 nChanged 29 Deleting Class 104 (2 points): Lose 11.909667 but Gain 944.726752 Iteration 74Q (7.793373 sec): 72 clusters Score: Raw -270739.236469 + Penalty 57591.898462 = -213147.338007 nChanged 10 Deleting Class 35 (60 points): Lose 299.151710 but Gain 1230.543296 Iteration 75Q (7.824829 sec): 71 clusters Score: Raw -270465.392055 + Penalty 56393.712336 = -214071.679719 nChanged 61 Deleting Class 161 (5 points): Lose 48.379615 but Gain 978.508370 Iteration 76Q (7.857796 sec): 70 clusters Score: Raw -270564.708783 + Penalty 55453.182779 = -215111.526004 nChanged 11 Deleting Class 41 (3 points): Lose 19.722333 but Gain 949.018631 Iteration 77Q (7.889160 sec): 69 clusters Score: Raw -270577.023902 + Penalty 54508.457783 = -216068.566119 nChanged 12 Deleting Class 133 (5 points): Lose 18.645255 but Gain 938.732616 Iteration 78Q (7.920362 sec): 68 clusters Score: Raw -270571.339962 + Penalty 53575.728743 = -216995.611219 nChanged 10 Deleting Class 54 (6 points): Lose 42.348535 but Gain 961.012099 Iteration 79Q (7.951155 sec): 67 clusters Score: Raw -270542.068479 + Penalty 52640.291350 = -217901.777129 nChanged 10 Deleting Class 73 (11 points): Lose 60.288235 but Gain 966.292267 Iteration 80F (8.206552 sec): 66 clusters Score: Raw -270493.837390 + Penalty 51809.401254 = -218684.436137 nChanged 15 Deleting Class 69 (6 points): Lose 34.999662 but Gain 940.084773 Iteration 81Q (8.237705 sec): 65 clusters Score: Raw -270500.145321 + Penalty 50854.767954 = -219645.377367 nChanged 9 Deleting Class 42 (6 points): Lose 29.076371 but Gain 928.524519 Iteration 82Q (8.269757 sec): 64 clusters Score: Raw -270485.757876 + Penalty 49925.222216 = -220560.535660 nChanged 9 Deleting Class 164 (6 points): Lose 61.020495 but Gain 958.638205 Iteration 83Q (8.300922 sec): 63 clusters Score: Raw -270433.098620 + Penalty 48986.442863 = -221446.655757 nChanged 7 Deleting Class 111 (15 points): Lose 86.528419 but Gain 980.218544 Iteration 84Q (8.331686 sec): 62 clusters Score: Raw -270364.046292 + Penalty 48090.135622 = -222273.910670 nChanged 21 Deleting Class 50 (12 points): Lose 52.477407 but Gain 933.030002 Iteration 85Q (8.362731 sec): 61 clusters Score: Raw -270357.207555 + Penalty 47164.560297 = -223192.647258 nChanged 14 Deleting Class 116 (8 points): Lose 55.466759 but Gain 928.839332 Iteration 86Q (8.393160 sec): 60 clusters Score: Raw -270320.214571 + Penalty 46292.419785 = -224027.794786 nChanged 10 Deleting Class 101 (11 points): Lose 48.784504 but Gain 912.275730 Iteration 87Q (8.423975 sec): 59 clusters Score: Raw -270294.090029 + Penalty 45409.428219 = -224884.661810 nChanged 14 Deleting Class 156 (3 points): Lose 32.616678 but Gain 893.179126 Iteration 88Q (8.454253 sec): 58 clusters Score: Raw -270277.727170 + Penalty 44539.022634 = -225738.704537 nChanged 4 Deleting Class 10 (11 points): Lose 67.717146 but Gain 913.144777 Iteration 89Q (8.484213 sec): 57 clusters Score: Raw -270226.216523 + Penalty 43643.557890 = -226582.658633 nChanged 15 Deleting Class 95 (5 points): Lose 38.006711 but Gain 878.611391 Iteration 90F (8.700706 sec): 56 clusters Score: Raw -270213.483925 + Penalty 42815.823429 = -227397.660496 nChanged 10 Deleting Class 109 (4 points): Lose 8.221124 but Gain 825.993466 Iteration 91Q (8.729978 sec): 55 clusters Score: Raw -270222.661005 + Penalty 42008.373359 = -228214.287646 nChanged 7 Deleting Class 75 (7 points): Lose 57.442142 but Gain 874.433284 Iteration 92Q (8.759239 sec): 54 clusters Score: Raw -270176.438789 + Penalty 41153.841406 = -229022.597382 nChanged 9 Deleting Class 92 (4 points): Lose 9.277968 but Gain 819.729935 Iteration 93Q (8.788778 sec): 53 clusters Score: Raw -270186.059646 + Penalty 40351.289331 = -229834.770315 nChanged 8 Deleting Class 25 (51 points): Lose 133.654745 but Gain 935.643608 Iteration 94Q (8.817914 sec): 52 clusters Score: Raw -270066.330032 + Penalty 39438.272174 = -230628.057857 nChanged 52 Deleting Class 34 (34 points): Lose 128.456732 but Gain 929.804486 Iteration 95Q (8.847128 sec): 51 clusters Score: Raw -270004.514293 + Penalty 38526.472279 = -231478.042013 nChanged 38 Deleting Class 84 (8 points): Lose 39.223549 but Gain 839.908056 Iteration 96Q (8.876226 sec): 50 clusters Score: Raw -270023.824348 + Penalty 37703.781204 = -232320.043144 nChanged 13 Deleting Class 112 (2 points): Lose 4.640264 but Gain 803.051863 Iteration 97Q (8.904625 sec): 49 clusters Score: Raw -270036.344599 + Penalty 36887.593611 = -233148.750988 nChanged 3 Deleting Class 45 (3 points): Lose 11.799199 but Gain 809.627668 Iteration 98Q (8.932441 sec): 48 clusters Score: Raw -270028.384924 + Penalty 36078.379186 = -233950.005738 nChanged 4 Deleting Class 82 (8 points): Lose 40.975092 but Gain 838.366899 Iteration 99Q (8.960624 sec): 47 clusters Score: Raw -269991.669772 + Penalty 35261.923509 = -234729.746263 nChanged 10 Deleting Class 57 (6 points): Lose 35.373303 but Gain 828.769098 Iteration 100F (9.140785 sec): 46 clusters Score: Raw -269971.914573 + Penalty 34466.840658 = -235505.073915 nChanged 8 Deleting Class 58 (11 points): Lose 61.721082 but Gain 853.208929 Iteration 101Q (9.168298 sec): 45 clusters Score: Raw -269922.353394 + Penalty 33661.703491 = -236260.649903 nChanged 16 Deleting Class 91 (9 points): Lose 45.092922 but Gain 830.154767 Iteration 102Q (9.195842 sec): 44 clusters Score: Raw -269915.091287 + Penalty 32782.706586 = -237132.384701 nChanged 16 Deleting Class 85 (8 points): Lose 41.878182 but Gain 820.343033 Iteration 103Q (9.222961 sec): 43 clusters Score: Raw -269892.767515 + Penalty 31966.622546 = -237926.144969 nChanged 11 Deleting Class 154 (1 points): Lose 1.814246 but Gain 775.147985 Iteration 104Q (9.249921 sec): 42 clusters Score: Raw -269905.806347 + Penalty 31200.404110 = -238705.402237 nChanged 4 Deleting Class 110 (3 points): Lose 16.869169 but Gain 785.896374 Iteration 105Q (9.277378 sec): 41 clusters Score: Raw -269899.814547 + Penalty 30451.165896 = -239448.648651 nChanged 3 Deleting Class 28 (101 points): Lose 321.566580 but Gain 1075.136878 Iteration 106Q (9.304955 sec): 40 clusters Score: Raw -269584.515576 + Penalty 29417.893621 = -240166.621954 nChanged 101 Deleting Class 152 (1 points): Lose 5.292978 but Gain 757.616783 Iteration 107Q (9.332751 sec): 39 clusters Score: Raw -269750.839308 + Penalty 28681.559243 = -241069.280066 nChanged 17 Deleting Class 32 (69 points): Lose 167.780999 but Gain 907.815776 Iteration 108Q (9.359486 sec): 38 clusters Score: Raw -269595.827521 + Penalty 27800.032270 = -241795.795251 nChanged 80 Deleting Class 17 (12 points): Lose 83.070945 but Gain 822.489653 Iteration 109Q (9.386884 sec): 37 clusters Score: Raw -269607.747255 + Penalty 26995.224796 = -242612.522459 nChanged 25 Deleting Class 6 (68 points): Lose 335.351557 but Gain 1071.567422 Iteration 110F (9.530271 sec): 36 clusters Score: Raw -269303.046347 + Penalty 25960.694781 = -243342.351565 nChanged 76 Deleting Class 67 (15 points): Lose 49.599049 but Gain 768.377675 Iteration 111Q (9.557300 sec): 35 clusters Score: Raw -269425.113316 + Penalty 25210.745413 = -244214.367903 nChanged 34 Deleting Class 29 (12 points): Lose 24.833935 but Gain 744.081278 Iteration 112Q (9.583542 sec): 34 clusters Score: Raw -269431.219009 + Penalty 24475.517632 = -244955.701378 nChanged 26 Deleting Class 40 (6 points): Lose 39.799668 but Gain 748.964659 Iteration 113Q (9.610482 sec): 33 clusters Score: Raw -269418.504005 + Penalty 23744.057716 = -245674.446289 nChanged 15 Deleting Class 103 (2 points): Lose 2.349491 but Gain 703.369794 Iteration 114Q (9.635961 sec): 32 clusters Score: Raw -269429.846115 + Penalty 23050.464167 = -246379.381948 nChanged 10 Deleting Class 37 (7 points): Lose 18.843419 but Gain 707.015767 Iteration 115Q (9.661190 sec): 31 clusters Score: Raw -269416.087999 + Penalty 22384.479055 = -247031.608944 nChanged 12 Deleting Class 15 (22 points): Lose 132.525035 but Gain 813.268433 Iteration 116Q (9.686362 sec): 30 clusters Score: Raw -269296.084733 + Penalty 21674.146430 = -247621.938303 nChanged 27 Deleting Class 52 (17 points): Lose 56.755016 but Gain 730.664763 Iteration 117Q (9.711911 sec): 29 clusters Score: Raw -269299.400512 + Penalty 20975.920362 = -248323.480150 nChanged 22 Deleting Class 51 (37 points): Lose 99.567847 but Gain 759.790664 Iteration 118Q (9.737224 sec): 28 clusters Score: Raw -269235.991222 + Penalty 20210.687238 = -249025.303984 nChanged 44 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -269235.991222 + Penalty 20210.687238 = -249025.303984Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.753766 sec): 2 clusters Score: Raw -3826.178858 + Penalty 176.844783 = -3649.334075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.754189 sec): 3 clusters Score: Raw -3780.091599 + Penalty 354.037362 = -3426.054237 nChanged 31 SP:Iteration 1F (9.754600 sec): 3 clusters Score: Raw -3804.649258 + Penalty 352.787630 = -3451.861628 nChanged 6 SP:Iteration 2F (9.755009 sec): 3 clusters Score: Raw -3811.592657 + Penalty 353.242903 = -3458.349754 nChanged 5 SP:Iteration 3Q (9.755415 sec): 3 clusters Score: Raw -3815.878207 + Penalty 353.353544 = -3462.524663 nChanged 2 SP:Iteration 4Q (9.755820 sec): 3 clusters Score: Raw -3819.965786 + Penalty 353.279637 = -3466.686149 nChanged 2 SP:Iteration 5Q (9.756225 sec): 3 clusters Score: Raw -3821.581929 + Penalty 353.279637 = -3468.302291 nChanged 0 SP:Iteration 6F (9.756633 sec): 3 clusters Score: Raw -3821.581929 + Penalty 353.279637 = -3468.302291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.765600 sec): 2 clusters Score: Raw -68207.566054 + Penalty 409.690822 = -67797.875231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.769071 sec): 3 clusters Score: Raw -67080.607548 + Penalty 817.720153 = -66262.887395 nChanged 827 SP:Iteration 1F (9.772480 sec): 3 clusters Score: Raw -67603.259678 + Penalty 814.648004 = -66788.611673 nChanged 204 SP:Iteration 2F (9.775887 sec): 3 clusters Score: Raw -67710.619433 + Penalty 811.664489 = -66898.954944 nChanged 105 SP:Iteration 3F (9.779328 sec): 3 clusters Score: Raw -67805.522090 + Penalty 808.747602 = -66996.774488 nChanged 66 SP:Iteration 4Q (9.782741 sec): 3 clusters Score: Raw -67874.591892 + Penalty 808.433178 = -67066.158714 nChanged 47 SP:Iteration 5Q (9.786127 sec): 3 clusters Score: Raw -67909.226700 + Penalty 806.280296 = -67102.946404 nChanged 50 SP:Iteration 6Q (9.789475 sec): 3 clusters Score: Raw -67934.844524 + Penalty 806.249728 = -67128.594795 nChanged 42 SP:Iteration 7Q (9.792828 sec): 3 clusters Score: Raw -67951.098517 + Penalty 805.357849 = -67145.740668 nChanged 44 SP:Iteration 8Q (9.796332 sec): 3 clusters Score: Raw -67966.864555 + Penalty 806.968978 = -67159.895578 nChanged 39 SP:Iteration 9Q (9.799856 sec): 3 clusters Score: Raw -67979.503481 + Penalty 807.578891 = -67171.924590 nChanged 29 SP:Iteration 10F (9.803486 sec): 3 clusters Score: Raw -67991.460709 + Penalty 809.931094 = -67181.529615 nChanged 29 SP:Iteration 11Q (9.806692 sec): 3 clusters Score: Raw -68003.637850 + Penalty 812.707522 = -67190.930327 nChanged 33 SP:Iteration 12Q (9.809871 sec): 3 clusters Score: Raw -68019.980191 + Penalty 820.206972 = -67199.773219 nChanged 37 SP:Iteration 13Q (9.813019 sec): 3 clusters Score: Raw -68039.238539 + Penalty 824.517190 = -67214.721349 nChanged 40 SP:Iteration 14Q (9.816133 sec): 3 clusters Score: Raw -68063.334249 + Penalty 836.829477 = -67226.504772 nChanged 43 SP:Iteration 15Q (9.819209 sec): 3 clusters Score: Raw -68090.963009 + Penalty 844.924760 = -67246.038249 nChanged 42 SP:Iteration 16Q (9.822345 sec): 3 clusters Score: Raw -68123.215113 + Penalty 858.634756 = -67264.580358 nChanged 40 SP:Iteration 17Q (9.825408 sec): 3 clusters Score: Raw -68153.862742 + Penalty 876.134887 = -67277.727855 nChanged 37 SP:Iteration 18Q (9.828349 sec): 3 clusters Score: Raw -68188.576802 + Penalty 897.179458 = -67291.397344 nChanged 28 SP:Iteration 19Q (9.831215 sec): 3 clusters Score: Raw -68212.904709 + Penalty 921.519837 = -67291.384872 nChanged 16 SP:Iteration 20F (9.834624 sec): 3 clusters Score: Raw -68229.044422 + Penalty 942.884002 = -67286.160420 nChanged 9 SP:Iteration 21F (9.837989 sec): 3 clusters Score: Raw -68237.829388 + Penalty 957.116444 = -67280.712944 nChanged 7 SP:Iteration 22F (9.841348 sec): 3 clusters Score: Raw -68244.304539 + Penalty 967.909767 = -67276.394772 nChanged 5 SP:Iteration 23F (9.844728 sec): 3 clusters Score: Raw -68250.127152 + Penalty 985.061221 = -67265.065931 nChanged 3 SP:Iteration 24F (9.848085 sec): 3 clusters Score: Raw -68253.476481 + Penalty 985.061221 = -67268.415260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.851758 sec): 2 clusters Score: Raw -20492.380788 + Penalty 172.686744 = -20319.694044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.853052 sec): 3 clusters Score: Raw -20128.575505 + Penalty 346.577797 = -19781.997708 nChanged 256 SP:Iteration 1F (9.854349 sec): 3 clusters Score: Raw -20298.844580 + Penalty 348.219996 = -19950.624584 nChanged 59 SP:Iteration 2F (9.855616 sec): 3 clusters Score: Raw -20326.106943 + Penalty 349.333834 = -19976.773109 nChanged 38 SP:Iteration 3F (9.856889 sec): 3 clusters Score: Raw -20351.579716 + Penalty 351.131168 = -20000.448547 nChanged 33 SP:Iteration 4F (9.858185 sec): 3 clusters Score: Raw -20372.193374 + Penalty 351.127375 = -20021.065999 nChanged 22 SP:Iteration 5Q (9.859506 sec): 3 clusters Score: Raw -20390.475907 + Penalty 349.745561 = -20040.730346 nChanged 24 SP:Iteration 6Q (9.860751 sec): 3 clusters Score: Raw -20406.198026 + Penalty 348.246493 = -20057.951533 nChanged 11 SP:Iteration 7Q (9.861983 sec): 3 clusters Score: Raw -20416.308006 + Penalty 344.330865 = -20071.977141 nChanged 13 SP:Iteration 8Q (9.863281 sec): 3 clusters Score: Raw -20424.948712 + Penalty 344.206498 = -20080.742213 nChanged 11 SP:Iteration 9Q (9.864486 sec): 3 clusters Score: Raw -20431.957377 + Penalty 346.053021 = -20085.904357 nChanged 12 SP:Iteration 10F (9.865752 sec): 3 clusters Score: Raw -20438.949009 + Penalty 347.820514 = -20091.128495 nChanged 10 SP:Iteration 11Q (9.866937 sec): 3 clusters Score: Raw -20442.960308 + Penalty 348.386808 = -20094.573500 nChanged 4 SP:Iteration 12Q (9.868109 sec): 3 clusters Score: Raw -20443.604739 + Penalty 348.442388 = -20095.162352 nChanged 1 SP:Iteration 13Q (9.869276 sec): 3 clusters Score: Raw -20443.663462 + Penalty 348.442388 = -20095.221075 nChanged 0 SP:Iteration 14F (9.870573 sec): 3 clusters Score: Raw -20443.663462 + Penalty 348.442388 = -20095.221075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.871679 sec): 2 clusters Score: Raw -1609.746974 + Penalty 217.657833 = -1392.089141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.871994 sec): 3 clusters Score: Raw -1606.835406 + Penalty 440.814020 = -1166.021386 nChanged 6 SP:Iteration 1F (9.872304 sec): 3 clusters Score: Raw -1623.434793 + Penalty 445.734629 = -1177.700164 nChanged 2 SP:Iteration 2Q (9.872609 sec): 3 clusters Score: Raw -1630.535964 + Penalty 445.734629 = -1184.801334 nChanged 0 SP:Iteration 3F (9.872919 sec): 3 clusters Score: Raw -1630.535964 + Penalty 445.734629 = -1184.801334 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.876181 sec): 2 clusters Score: Raw -35541.836951 + Penalty 252.146137 = -35289.690814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.878043 sec): 3 clusters Score: Raw -34997.909372 + Penalty 504.116734 = -34493.792638 nChanged 418 SP:Iteration 1F (9.879858 sec): 3 clusters Score: Raw -35272.390976 + Penalty 505.083211 = -34767.307764 nChanged 112 SP:Iteration 2F (9.881664 sec): 3 clusters Score: Raw -35346.578745 + Penalty 507.842225 = -34838.736520 nChanged 70 SP:Iteration 3F (9.883468 sec): 3 clusters Score: Raw -35387.683618 + Penalty 511.906802 = -34875.776816 nChanged 53 SP:Iteration 4F (9.885275 sec): 3 clusters Score: Raw -35419.834151 + Penalty 516.616186 = -34903.217964 nChanged 44 SP:Iteration 5Q (9.887067 sec): 3 clusters Score: Raw -35449.074681 + Penalty 521.803001 = -34927.271680 nChanged 42 SP:Iteration 6Q (9.888901 sec): 3 clusters Score: Raw -35475.854580 + Penalty 526.596214 = -34949.258365 nChanged 37 SP:Iteration 7Q (9.890718 sec): 3 clusters Score: Raw -35496.280005 + Penalty 531.411641 = -34964.868364 nChanged 36 SP:Iteration 8Q (9.892492 sec): 3 clusters Score: Raw -35517.248295 + Penalty 535.951787 = -34981.296509 nChanged 39 SP:Iteration 9Q (9.894272 sec): 3 clusters Score: Raw -35543.493771 + Penalty 539.825613 = -35003.668158 nChanged 27 SP:Iteration 10F (9.896119 sec): 3 clusters Score: Raw -35557.860527 + Penalty 545.701132 = -35012.159395 nChanged 16 SP:Iteration 11Q (9.897893 sec): 3 clusters Score: Raw -35568.926685 + Penalty 551.057941 = -35017.868743 nChanged 18 SP:Iteration 12Q (9.899678 sec): 3 clusters Score: Raw -35581.641233 + Penalty 553.784625 = -35027.856608 nChanged 13 SP:Iteration 13Q (9.901559 sec): 3 clusters Score: Raw -35593.214913 + Penalty 552.546091 = -35040.668822 nChanged 6 SP:Iteration 14Q (9.903366 sec): 3 clusters Score: Raw -35597.767801 + Penalty 554.443087 = -35043.324714 nChanged 3 SP:Iteration 15Q (9.905080 sec): 3 clusters Score: Raw -35603.513084 + Penalty 554.903638 = -35048.609447 nChanged 2 SP:Iteration 16Q (9.906768 sec): 3 clusters Score: Raw -35605.190964 + Penalty 555.285599 = -35049.905365 nChanged 2 SP:Iteration 17Q (9.908442 sec): 3 clusters Score: Raw -35606.593326 + Penalty 556.084281 = -35050.509045 nChanged 1 SP:Iteration 18Q (9.910078 sec): 3 clusters Score: Raw -35606.876041 + Penalty 556.723429 = -35050.152612 nChanged 1 SP:Iteration 19F (9.911889 sec): 3 clusters Score: Raw -35607.119202 + Penalty 556.977913 = -35050.141289 nChanged 1 SP:Iteration 20F (9.913700 sec): 3 clusters Score: Raw -35607.210780 + Penalty 556.431072 = -35050.779708 nChanged 1 SP:Iteration 21Q (9.915339 sec): 3 clusters Score: Raw -35607.110563 + Penalty 556.431072 = -35050.679491 nChanged 0 SP:Iteration 22F (9.917150 sec): 3 clusters Score: Raw -35607.110563 + Penalty 556.431072 = -35050.679491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.918277 sec): 2 clusters Score: Raw -1953.496489 + Penalty 148.191292 = -1805.305197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.918639 sec): 3 clusters Score: Raw -1940.121360 + Penalty 299.446381 = -1640.674980 nChanged 11 SP:Iteration 1F (9.918954 sec): 3 clusters Score: Raw -1953.286250 + Penalty 302.802680 = -1650.483570 nChanged 8 SP:Iteration 2F (9.919270 sec): 3 clusters Score: Raw -1963.287699 + Penalty 307.389556 = -1655.898143 nChanged 3 SP:Iteration 3Q (9.919579 sec): 3 clusters Score: Raw -1964.919314 + Penalty 301.652214 = -1663.267100 nChanged 2 SP:Iteration 4Q (9.919893 sec): 3 clusters Score: Raw -1970.228026 + Penalty 301.652214 = -1668.575812 nChanged 0 SP:Iteration 5F (9.920206 sec): 3 clusters Score: Raw -1970.228026 + Penalty 301.652214 = -1668.575812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.921058 sec): 2 clusters Score: Raw -1137.999858 + Penalty 310.845988 = -827.153870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.921344 sec): 3 clusters Score: Raw -1168.650867 + Penalty 630.212614 = -538.438254 nChanged 1 SP:Iteration 1Q (9.921615 sec): 3 clusters Score: Raw -1171.233568 + Penalty 630.212614 = -541.020954 nChanged 0 SP:Iteration 2F (9.921891 sec): 3 clusters Score: Raw -1171.233568 + Penalty 630.212614 = -541.020954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.923567 sec): 2 clusters Score: Raw -12648.684965 + Penalty 512.558571 = -12136.126393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.924389 sec): 3 clusters Score: Raw -12523.339246 + Penalty 1024.979951 = -11498.359296 nChanged 76 SP:Iteration 1F (9.925158 sec): 3 clusters Score: Raw -12606.521785 + Penalty 1025.668676 = -11580.853108 nChanged 27 SP:Iteration 2F (9.925935 sec): 3 clusters Score: Raw -12631.557952 + Penalty 1027.041921 = -11604.516030 nChanged 16 SP:Iteration 3Q (9.926696 sec): 3 clusters Score: Raw -12656.179087 + Penalty 1027.236874 = -11628.942213 nChanged 9 SP:Iteration 4Q (9.927452 sec): 3 clusters Score: Raw -12666.698543 + Penalty 1028.134805 = -11638.563738 nChanged 6 SP:Iteration 5Q (9.928204 sec): 3 clusters Score: Raw -12673.532344 + Penalty 1028.010374 = -11645.521970 nChanged 4 SP:Iteration 6Q (9.928952 sec): 3 clusters Score: Raw -12676.326179 + Penalty 1028.360736 = -11647.965443 nChanged 2 SP:Iteration 7Q (9.929699 sec): 3 clusters Score: Raw -12677.012060 + Penalty 1028.498377 = -11648.513683 nChanged 2 SP:Iteration 8Q (9.930446 sec): 3 clusters Score: Raw -12679.327033 + Penalty 1028.957883 = -11650.369150 nChanged 1 SP:Iteration 9Q (9.931192 sec): 3 clusters Score: Raw -12680.789326 + Penalty 1029.361659 = -11651.427667 nChanged 2 SP:Iteration 10F (9.931958 sec): 3 clusters Score: Raw -12682.046853 + Penalty 1029.361659 = -11652.685194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.932832 sec): 2 clusters Score: Raw -332.299195 + Penalty 159.506217 = -172.792978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.933063 sec): 3 clusters Score: Raw -330.453409 + Penalty 281.217324 = -49.236085 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 14 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.944689 sec): 2 clusters Score: Raw -83220.380825 + Penalty 421.115559 = -82799.265265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.949412 sec): 3 clusters Score: Raw -81593.879104 + Penalty 850.661994 = -80743.217109 nChanged 1096 SP:Iteration 1F (9.954128 sec): 3 clusters Score: Raw -82186.508984 + Penalty 874.439796 = -81312.069188 nChanged 448 SP:Iteration 2F (9.958727 sec): 3 clusters Score: Raw -82588.508388 + Penalty 925.545791 = -81662.962597 nChanged 310 SP:Iteration 3F (9.963350 sec): 3 clusters Score: Raw -82944.479461 + Penalty 983.975528 = -81960.503934 nChanged 191 SP:Iteration 4F (9.967952 sec): 3 clusters Score: Raw -83152.751426 + Penalty 1048.640398 = -82104.111028 nChanged 76 SP:Iteration 5Q (9.972493 sec): 3 clusters Score: Raw -83244.942482 + Penalty 1104.915680 = -82140.026802 nChanged 29 SP:Iteration 6Q (9.976732 sec): 3 clusters Score: Raw -83284.344428 + Penalty 1162.581389 = -82121.763040 nChanged 14 SP:Iteration 7F (9.981364 sec): 3 clusters Score: Raw -83306.626372 + Penalty 1174.485414 = -82132.140958 nChanged 3 SP:Iteration 8Q (9.985043 sec): 3 clusters Score: Raw -83308.135819 + Penalty 1184.431071 = -82123.704748 nChanged 2 SP:Iteration 9F (9.989635 sec): 3 clusters Score: Raw -83309.921358 + Penalty 1184.431071 = -82125.490288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 16 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.992096 sec): 2 clusters Score: Raw -241.711184 + Penalty 84.146857 = -157.564327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.992335 sec): 3 clusters Score: Raw -238.123002 + Penalty 165.830369 = -72.292633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.993946 sec): 2 clusters Score: Raw -6794.005095 + Penalty 535.758284 = -6258.246811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.994472 sec): 3 clusters Score: Raw -6758.761924 + Penalty 1072.203926 = -5686.557998 nChanged 26 SP:Iteration 1F (9.994986 sec): 3 clusters Score: Raw -6798.175431 + Penalty 1072.451025 = -5725.724406 nChanged 4 SP:Iteration 2Q (9.995495 sec): 3 clusters Score: Raw -6808.526130 + Penalty 1071.868755 = -5736.657375 nChanged 4 SP:Iteration 3Q (9.996001 sec): 3 clusters Score: Raw -6814.457756 + Penalty 1071.735035 = -5742.722720 nChanged 2 SP:Iteration 4Q (9.996506 sec): 3 clusters Score: Raw -6821.509820 + Penalty 1071.640933 = -5749.868887 nChanged 4 SP:Iteration 5Q (9.997009 sec): 3 clusters Score: Raw -6828.317047 + Penalty 1071.344236 = -5756.972811 nChanged 2 SP:Iteration 6Q (9.997530 sec): 3 clusters Score: Raw -6830.965904 + Penalty 1071.344236 = -5759.621668 nChanged 0 SP:Iteration 7F (9.998045 sec): 3 clusters Score: Raw -6830.965904 + Penalty 1071.344236 = -5759.621668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.999375 sec): 2 clusters Score: Raw -3429.873211 + Penalty 608.010667 = -2821.862544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.999773 sec): 3 clusters Score: Raw -3498.939395 + Penalty 1216.003575 = -2282.935821 nChanged 5 SP:Iteration 1Q (10.000151 sec): 3 clusters Score: Raw -3513.223282 + Penalty 1216.044103 = -2297.179179 nChanged 1 SP:Iteration 2Q (10.000522 sec): 3 clusters Score: Raw -3516.079585 + Penalty 1216.044103 = -2300.035483 nChanged 0 SP:Iteration 3F (10.000911 sec): 3 clusters Score: Raw -3516.079585 + Penalty 1216.044103 = -2300.035483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 20 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.001745 sec): 2 clusters Score: Raw -446.911470 + Penalty 165.032487 = -281.878983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.001981 sec): 3 clusters Score: Raw -458.226245 + Penalty 355.991356 = -102.234890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.004408 sec): 2 clusters Score: Raw -19936.993729 + Penalty 599.358086 = -19337.635642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.005717 sec): 3 clusters Score: Raw -19672.205234 + Penalty 1206.148456 = -18466.056778 nChanged 188 SP:Iteration 1F (10.007022 sec): 3 clusters Score: Raw -19836.611812 + Penalty 1218.330531 = -18618.281281 nChanged 62 SP:Iteration 2F (10.008267 sec): 3 clusters Score: Raw -19918.339236 + Penalty 1227.961261 = -18690.377974 nChanged 41 SP:Iteration 3F (10.009489 sec): 3 clusters Score: Raw -19966.238360 + Penalty 1233.303241 = -18732.935119 nChanged 16 SP:Iteration 4Q (10.010740 sec): 3 clusters Score: Raw -19984.488015 + Penalty 1238.207911 = -18746.280105 nChanged 17 SP:Iteration 5Q (10.011969 sec): 3 clusters Score: Raw -20000.804474 + Penalty 1242.699726 = -18758.104748 nChanged 16 SP:Iteration 6Q (10.013184 sec): 3 clusters Score: Raw -20014.625289 + Penalty 1246.531277 = -18768.094012 nChanged 7 SP:Iteration 7Q (10.014374 sec): 3 clusters Score: Raw -20022.239063 + Penalty 1250.281340 = -18771.957724 nChanged 7 SP:Iteration 8Q (10.015556 sec): 3 clusters Score: Raw -20028.818236 + Penalty 1253.517700 = -18775.300535 nChanged 3 SP:Iteration 9Q (10.016737 sec): 3 clusters Score: Raw -20030.605915 + Penalty 1256.330512 = -18774.275402 nChanged 5 SP:Iteration 10F (10.017962 sec): 3 clusters Score: Raw -20034.631152 + Penalty 1260.263852 = -18774.367300 nChanged 4 SP:Iteration 11Q (10.019136 sec): 3 clusters Score: Raw -20038.260534 + Penalty 1259.389104 = -18778.871430 nChanged 2 SP:Iteration 12Q (10.020309 sec): 3 clusters Score: Raw -20038.713728 + Penalty 1259.389104 = -18779.324624 nChanged 0 SP:Iteration 13F (10.021534 sec): 3 clusters Score: Raw -20038.713728 + Penalty 1259.389104 = -18779.324624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.023490 sec): 2 clusters Score: Raw -13086.085933 + Penalty 929.079508 = -12157.006425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.024401 sec): 3 clusters Score: Raw -13031.457249 + Penalty 1857.851786 = -11173.605463 nChanged 85 SP:Iteration 1F (10.025292 sec): 3 clusters Score: Raw -13166.049514 + Penalty 1857.909383 = -11308.140131 nChanged 28 SP:Iteration 2F (10.026181 sec): 3 clusters Score: Raw -13226.501580 + Penalty 1858.433447 = -11368.068133 nChanged 14 SP:Iteration 3Q (10.027037 sec): 3 clusters Score: Raw -13246.728152 + Penalty 1858.530411 = -11388.197741 nChanged 5 SP:Iteration 4Q (10.027886 sec): 3 clusters Score: Raw -13256.954381 + Penalty 1858.450834 = -11398.503548 nChanged 3 SP:Iteration 5Q (10.028734 sec): 3 clusters Score: Raw -13262.685003 + Penalty 1858.385311 = -11404.299692 nChanged 3 SP:Iteration 6Q (10.029579 sec): 3 clusters Score: Raw -13265.469096 + Penalty 1858.403425 = -11407.065671 nChanged 1 SP:Iteration 7Q (10.030425 sec): 3 clusters Score: Raw -13266.638996 + Penalty 1858.377772 = -11408.261224 nChanged 1 SP:Iteration 8Q (10.031271 sec): 3 clusters Score: Raw -13267.918962 + Penalty 1858.356368 = -11409.562594 nChanged 1 SP:Iteration 9Q (10.032117 sec): 3 clusters Score: Raw -13270.140328 + Penalty 1858.298135 = -11411.842193 nChanged 1 SP:Iteration 10F (10.033004 sec): 3 clusters Score: Raw -13271.947899 + Penalty 1858.298135 = -11413.649764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.034727 sec): 2 clusters Score: Raw -7484.859288 + Penalty 642.213546 = -6842.645742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.035289 sec): 3 clusters Score: Raw -7489.069798 + Penalty 1284.330387 = -6204.739410 nChanged 29 SP:Iteration 1F (10.035842 sec): 3 clusters Score: Raw -7534.624322 + Penalty 1284.809833 = -6249.814489 nChanged 4 SP:Iteration 2Q (10.036381 sec): 3 clusters Score: Raw -7542.354903 + Penalty 1284.932122 = -6257.422781 nChanged 4 SP:Iteration 3Q (10.036918 sec): 3 clusters Score: Raw -7551.904940 + Penalty 1285.309805 = -6266.595134 nChanged 1 SP:Iteration 4Q (10.037454 sec): 3 clusters Score: Raw -7552.591202 + Penalty 1285.309805 = -6267.281397 nChanged 0 SP:Iteration 5F (10.038035 sec): 3 clusters Score: Raw -7552.591202 + Penalty 1285.309805 = -6267.281397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.038955 sec): 2 clusters Score: Raw -785.408221 + Penalty 179.740080 = -605.668141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.039213 sec): 3 clusters Score: Raw -796.108069 + Penalty 363.914501 = -432.193568 nChanged 2 SP:Iteration 1F (10.039467 sec): 3 clusters Score: Raw -801.674639 + Penalty 363.914501 = -437.760138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.041214 sec): 2 clusters Score: Raw -8655.434270 + Penalty 841.308790 = -7814.125480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.041829 sec): 3 clusters Score: Raw -8664.002250 + Penalty 1682.734451 = -6981.267799 nChanged 40 SP:Iteration 1F (10.042437 sec): 3 clusters Score: Raw -8744.954030 + Penalty 1682.881613 = -7062.072417 nChanged 7 SP:Iteration 2Q (10.043006 sec): 3 clusters Score: Raw -8770.436495 + Penalty 1682.860521 = -7087.575974 nChanged 3 SP:Iteration 3Q (10.043593 sec): 3 clusters Score: Raw -8780.800025 + Penalty 1682.944421 = -7097.855604 nChanged 2 SP:Iteration 4Q (10.044158 sec): 3 clusters Score: Raw -8785.761994 + Penalty 1683.078433 = -7102.683560 nChanged 1 SP:Iteration 5Q (10.044719 sec): 3 clusters Score: Raw -8790.895858 + Penalty 1683.159091 = -7107.736767 nChanged 1 SP:Iteration 6Q (10.045277 sec): 3 clusters Score: Raw -8793.242771 + Penalty 1683.159091 = -7110.083680 nChanged 0 SP:Iteration 7F (10.045863 sec): 3 clusters Score: Raw -8793.242771 + Penalty 1683.159091 = -7110.083680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 33 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.046960 sec): 2 clusters Score: Raw -2925.911854 + Penalty 499.269410 = -2426.642444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.047335 sec): 3 clusters Score: Raw -2943.500105 + Penalty 998.589096 = -1944.911009 nChanged 9 SP:Iteration 1F (10.047705 sec): 3 clusters Score: Raw -2961.255010 + Penalty 997.838912 = -1963.416098 nChanged 1 SP:Iteration 2Q (10.048065 sec): 3 clusters Score: Raw -2963.910370 + Penalty 997.838912 = -1966.071458 nChanged 0 SP:Iteration 3F (10.048434 sec): 3 clusters Score: Raw -2963.910370 + Penalty 997.838912 = -1966.071458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.049234 sec): 2 clusters Score: Raw -553.974800 + Penalty 202.591091 = -351.383709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.049484 sec): 3 clusters Score: Raw -569.894082 + Penalty 405.182182 = -164.711900 nChanged 1 SP:Iteration 1F (10.049719 sec): 3 clusters Score: Raw -574.627724 + Penalty 405.182182 = -169.445543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 38 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.050504 sec): 2 clusters Score: Raw -707.167055 + Penalty 171.520698 = -535.646358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.050755 sec): 3 clusters Score: Raw -719.681265 + Penalty 335.193553 = -384.487711 nChanged 1 SP:Iteration 1Q (10.050999 sec): 3 clusters Score: Raw -720.970707 + Penalty 335.193553 = -385.777153 nChanged 0 SP:Iteration 2F (10.051247 sec): 3 clusters Score: Raw -720.970707 + Penalty 335.193553 = -385.777153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.051990 sec): 2 clusters Score: Raw -227.247161 + Penalty 129.259689 = -97.987472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.052226 sec): 3 clusters Score: Raw -227.901654 + Penalty 231.768883 = 3.867229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 53 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.053018 sec): 2 clusters Score: Raw -1029.084944 + Penalty 240.995732 = -788.089212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.053275 sec): 3 clusters Score: Raw -1027.753485 + Penalty 490.360799 = -537.392685 nChanged 2 SP:Iteration 1F (10.053527 sec): 3 clusters Score: Raw -1031.535809 + Penalty 490.360799 = -541.175010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.054266 sec): 2 clusters Score: Raw -221.049687 + Penalty 123.234766 = -97.814921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.054487 sec): 3 clusters Score: Raw -218.911186 + Penalty 246.469533 = 27.558347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 64 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.055298 sec): 2 clusters Score: Raw -1432.585952 + Penalty 273.360503 = -1159.225449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.055578 sec): 3 clusters Score: Raw -1432.333266 + Penalty 558.668925 = -873.664341 nChanged 2 SP:Iteration 1F (10.055854 sec): 3 clusters Score: Raw -1436.537140 + Penalty 558.668925 = -877.868215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.056603 sec): 2 clusters Score: Raw -311.684765 + Penalty 174.693759 = -136.991006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.056831 sec): 3 clusters Score: Raw -331.849332 + Penalty 331.677253 = -0.172079 nChanged 0 Deleting Class 33 (84 points): Lose 374.054922 but Gain 1020.284947 Iteration 119Q (10.087415 sec): 27 clusters Score: Raw -268918.969098 + Penalty 19235.196130 = -249683.772969 nChanged 94 Deleting Class 13 (9 points): Lose 17.388488 but Gain 657.314909 Iteration 120F (10.195622 sec): 26 clusters Score: Raw -269093.394081 + Penalty 18587.488245 = -250505.905836 nChanged 31 Deleting Class 43 (6 points): Lose 14.501806 but Gain 653.211335 Iteration 121Q (10.220835 sec): 25 clusters Score: Raw -269107.557438 + Penalty 17888.444917 = -251219.112521 nChanged 26 Deleting Class 53 (26 points): Lose 50.321630 but Gain 669.754621 Iteration 122Q (10.244866 sec): 24 clusters Score: Raw -269077.682200 + Penalty 17215.143056 = -251862.539144 nChanged 33 Deleting Class 64 (37 points): Lose 65.066867 but Gain 685.470019 Iteration 123Q (10.268959 sec): 23 clusters Score: Raw -269054.600141 + Penalty 16540.920384 = -252513.679757 nChanged 43 Deleting Class 77 (10 points): Lose 88.819541 but Gain 686.960894 Iteration 124Q (10.293868 sec): 22 clusters Score: Raw -269010.793003 + Penalty 15451.659761 = -253559.133243 nChanged 13 Deleting Class 36 (15 points): Lose 94.023790 but Gain 672.596362 Iteration 125Q (10.318291 sec): 21 clusters Score: Raw -268954.457318 + Penalty 15193.894079 = -253760.563240 nChanged 25 Deleting Class 63 (5 points): Lose 16.116919 but Gain 568.175976 Iteration 126Q (10.341148 sec): 20 clusters Score: Raw -268998.735349 + Penalty 14617.849973 = -254380.885375 nChanged 16 Deleting Class 19 (106 points): Lose 646.378250 but Gain 1189.600163 Iteration 127Q (10.363595 sec): 19 clusters Score: Raw -268367.429351 + Penalty 13444.403480 = -254923.025870 nChanged 114 Deleting Class 20 (14 points): Lose 71.641042 but Gain 586.746367 Iteration 128Q (10.387418 sec): 18 clusters Score: Raw -268672.262857 + Penalty 12886.829559 = -255785.433298 nChanged 49 Deleting Class 18 (189 points): Lose 455.324811 but Gain 929.989160 Iteration 129Q (10.409933 sec): 17 clusters Score: Raw -268288.723494 + Penalty 12008.144829 = -256280.578665 nChanged 207 Deleting Class 11 (91 points): Lose 434.592915 but Gain 900.971810 Iteration 130F (10.478988 sec): 16 clusters Score: Raw -268181.385622 + Penalty 11144.978766 = -257036.406856 nChanged 132 Deleting Class 38 (31 points): Lose 152.276292 but Gain 631.083749 Iteration 131Q (10.501180 sec): 15 clusters Score: Raw -268318.388284 + Penalty 10658.175162 = -257660.213122 nChanged 89 Deleting Class 26 (23 points): Lose 87.989089 but Gain 497.757023 Iteration 132Q (10.524240 sec): 14 clusters Score: Raw -268362.205773 + Penalty 10195.265308 = -258166.940465 nChanged 69 Deleting Class 16 (7 points): Lose 34.812368 but Gain 398.223580 Iteration 133Q (10.546254 sec): 13 clusters Score: Raw -268408.889070 + Penalty 9799.368717 = -258609.520354 nChanged 42 Deleting Class 30 (271 points): Lose 1182.842367 but Gain 1383.188769 Iteration 134Q (10.567038 sec): 12 clusters Score: Raw -267264.040776 + Penalty 8488.994034 = -258775.046742 nChanged 288 Deleting Class 9 (70 points): Lose 150.503751 but Gain 331.466709 Iteration 135Q (10.588154 sec): 11 clusters Score: Raw -267884.865906 + Penalty 8151.086553 = -259733.779353 nChanged 111 Deleting Class 12 (309 points): Lose 724.507408 but Gain 824.725654 Iteration 136Q (10.608354 sec): 10 clusters Score: Raw -267284.970635 + Penalty 7357.295985 = -259927.674650 nChanged 337 Deleting Class 2 (112 points): Lose 273.262082 but Gain 335.810117 Iteration 137Q (10.629033 sec): 9 clusters Score: Raw -267587.967674 + Penalty 7009.339385 = -260578.628288 nChanged 171 Iteration 138Q (10.647845 sec): 9 clusters Score: Raw -267799.927576 + Penalty 7013.986821 = -260785.940755 nChanged 43 Iteration 139Q (10.666345 sec): 9 clusters Score: Raw -267815.488733 + Penalty 7021.755739 = -260793.732993 nChanged 29 Iteration 140F (10.704555 sec): 9 clusters Score: Raw -267827.137857 + Penalty 7032.904542 = -260794.233315 nChanged 23 Iteration 141Q (10.724293 sec): 9 clusters Score: Raw -267834.068356 + Penalty 7038.789278 = -260795.279078 nChanged 13 Iteration 142Q (10.743899 sec): 9 clusters Score: Raw -267837.498120 + Penalty 7041.244619 = -260796.253501 nChanged 7 Iteration 143Q (10.763225 sec): 9 clusters Score: Raw -267839.000694 + Penalty 7044.433469 = -260794.567225 nChanged 7 Iteration 144F (10.801516 sec): 9 clusters Score: Raw -267840.793590 + Penalty 7046.306707 = -260794.486883 nChanged 8 Iteration 145F (10.839871 sec): 9 clusters Score: Raw -267842.339150 + Penalty 7049.030871 = -260793.308279 nChanged 7 Iteration 146F (10.878037 sec): 9 clusters Score: Raw -267844.489047 + Penalty 7050.955370 = -260793.533677 nChanged 4 Iteration 147Q (10.897616 sec): 9 clusters Score: Raw -267845.664565 + Penalty 7051.102524 = -260794.562041 nChanged 1 Iteration 148Q (10.916987 sec): 9 clusters Score: Raw -267845.800372 + Penalty 7051.290841 = -260794.509531 nChanged 1 Iteration 149F (10.955382 sec): 9 clusters Score: Raw -267845.848033 + Penalty 7051.290841 = -260794.557192 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -267845.848033 + Penalty 7051.290841 = -260794.557192Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (2149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.980229 sec): 2 clusters Score: Raw -77917.334832 + Penalty 436.473669 = -77480.861163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.984197 sec): 3 clusters Score: Raw -76586.713300 + Penalty 875.147028 = -75711.566271 nChanged 914 SP:Iteration 1F (10.988105 sec): 3 clusters Score: Raw -77102.430236 + Penalty 880.869571 = -76221.560665 nChanged 272 SP:Iteration 2F (10.992002 sec): 3 clusters Score: Raw -77311.706648 + Penalty 889.882155 = -76421.824492 nChanged 209 SP:Iteration 3F (10.995896 sec): 3 clusters Score: Raw -77433.783144 + Penalty 898.303869 = -76535.479275 nChanged 127 SP:Iteration 4F (10.999797 sec): 3 clusters Score: Raw -77518.930555 + Penalty 909.568108 = -76609.362446 nChanged 97 SP:Iteration 5Q (11.003730 sec): 3 clusters Score: Raw -77599.191468 + Penalty 922.631708 = -76676.559760 nChanged 79 SP:Iteration 6Q (11.007634 sec): 3 clusters Score: Raw -77664.722232 + Penalty 936.225922 = -76728.496310 nChanged 65 SP:Iteration 7Q (11.011439 sec): 3 clusters Score: Raw -77728.614669 + Penalty 947.285467 = -76781.329202 nChanged 50 SP:Iteration 8Q (11.015156 sec): 3 clusters Score: Raw -77769.200476 + Penalty 959.484864 = -76809.715613 nChanged 47 SP:Iteration 9Q (11.018812 sec): 3 clusters Score: Raw -77808.334832 + Penalty 974.422051 = -76833.912782 nChanged 42 SP:Iteration 10F (11.022725 sec): 3 clusters Score: Raw -77846.727024 + Penalty 987.362058 = -76859.364966 nChanged 37 SP:Iteration 11Q (11.026502 sec): 3 clusters Score: Raw -77875.876725 + Penalty 994.962327 = -76880.914398 nChanged 28 SP:Iteration 12Q (11.030289 sec): 3 clusters Score: Raw -77892.179555 + Penalty 1001.601362 = -76890.578193 nChanged 25 SP:Iteration 13Q (11.033743 sec): 3 clusters Score: Raw -77904.662705 + Penalty 1006.335772 = -76898.326933 nChanged 17 SP:Iteration 14Q (11.037158 sec): 3 clusters Score: Raw -77915.056496 + Penalty 1013.796875 = -76901.259621 nChanged 16 SP:Iteration 15Q (11.040553 sec): 3 clusters Score: Raw -77926.962470 + Penalty 1016.818604 = -76910.143866 nChanged 14 SP:Iteration 16Q (11.043930 sec): 3 clusters Score: Raw -77932.681780 + Penalty 1020.347543 = -76912.334237 nChanged 12 SP:Iteration 17Q (11.047310 sec): 3 clusters Score: Raw -77938.317873 + Penalty 1023.939941 = -76914.377932 nChanged 15 SP:Iteration 18Q (11.050656 sec): 3 clusters Score: Raw -77948.375690 + Penalty 1030.653306 = -76917.722384 nChanged 12 SP:Iteration 19Q (11.053977 sec): 3 clusters Score: Raw -77957.232052 + Penalty 1031.834733 = -76925.397319 nChanged 6 SP:Iteration 20F (11.057855 sec): 3 clusters Score: Raw -77959.537250 + Penalty 1033.166870 = -76926.370380 nChanged 2 SP:Iteration 21Q (11.061276 sec): 3 clusters Score: Raw -77960.043467 + Penalty 1033.638821 = -76926.404645 nChanged 1 SP:Iteration 22Q (11.064608 sec): 3 clusters Score: Raw -77960.109874 + Penalty 1034.274666 = -76925.835208 nChanged 1 SP:Iteration 23F (11.068488 sec): 3 clusters Score: Raw -77960.160199 + Penalty 1034.274666 = -76925.885533 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.073063 sec): 2 clusters Score: Raw -26208.205215 + Penalty 197.476891 = -26010.728325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.074707 sec): 3 clusters Score: Raw -25732.817584 + Penalty 419.262533 = -25313.555051 nChanged 326 SP:Iteration 1F (11.076298 sec): 3 clusters Score: Raw -26042.819594 + Penalty 425.437001 = -25617.382594 nChanged 103 SP:Iteration 2F (11.077865 sec): 3 clusters Score: Raw -26128.465593 + Penalty 426.408759 = -25702.056835 nChanged 28 SP:Iteration 3Q (11.079418 sec): 3 clusters Score: Raw -26149.552335 + Penalty 429.061450 = -25720.490885 nChanged 22 SP:Iteration 4Q (11.080951 sec): 3 clusters Score: Raw -26171.839060 + Penalty 435.143895 = -25736.695164 nChanged 12 SP:Iteration 5Q (11.082467 sec): 3 clusters Score: Raw -26182.550838 + Penalty 437.324150 = -25745.226689 nChanged 8 SP:Iteration 6Q (11.083913 sec): 3 clusters Score: Raw -26190.642954 + Penalty 442.344114 = -25748.298840 nChanged 4 SP:Iteration 7Q (11.085322 sec): 3 clusters Score: Raw -26196.673369 + Penalty 431.497031 = -25765.176338 nChanged 4 SP:Iteration 8Q (11.086696 sec): 3 clusters Score: Raw -26199.618219 + Penalty 431.497031 = -25768.121189 nChanged 0 SP:Iteration 9F (11.088302 sec): 3 clusters Score: Raw -26199.618219 + Penalty 431.497031 = -25768.121189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.089843 sec): 2 clusters Score: Raw -3296.862978 + Penalty 308.145989 = -2988.716988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.090322 sec): 3 clusters Score: Raw -3277.924992 + Penalty 616.546058 = -2661.378934 nChanged 24 SP:Iteration 1F (11.090760 sec): 3 clusters Score: Raw -3318.404377 + Penalty 619.503612 = -2698.900765 nChanged 8 SP:Iteration 2F (11.091198 sec): 3 clusters Score: Raw -3328.810290 + Penalty 621.645616 = -2707.164674 nChanged 5 SP:Iteration 3Q (11.091625 sec): 3 clusters Score: Raw -3338.041426 + Penalty 622.724882 = -2715.316544 nChanged 3 SP:Iteration 4Q (11.092049 sec): 3 clusters Score: Raw -3340.496376 + Penalty 622.724882 = -2717.771494 nChanged 0 SP:Iteration 5F (11.092485 sec): 3 clusters Score: Raw -3340.496376 + Penalty 622.724882 = -2717.771494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.097189 sec): 2 clusters Score: Raw -36564.017340 + Penalty 252.787505 = -36311.229834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.099092 sec): 3 clusters Score: Raw -36031.899386 + Penalty 506.974772 = -35524.924614 nChanged 405 SP:Iteration 1F (11.100998 sec): 3 clusters Score: Raw -36296.493119 + Penalty 504.482405 = -35792.010714 nChanged 121 SP:Iteration 2F (11.102896 sec): 3 clusters Score: Raw -36411.868266 + Penalty 501.679968 = -35910.188298 nChanged 78 SP:Iteration 3F (11.104754 sec): 3 clusters Score: Raw -36468.650323 + Penalty 500.432236 = -35968.218088 nChanged 52 SP:Iteration 4F (11.106610 sec): 3 clusters Score: Raw -36502.367921 + Penalty 498.940887 = -36003.427034 nChanged 43 SP:Iteration 5Q (11.108446 sec): 3 clusters Score: Raw -36526.314975 + Penalty 497.870512 = -36028.444463 nChanged 25 SP:Iteration 6Q (11.110278 sec): 3 clusters Score: Raw -36537.772833 + Penalty 496.949995 = -36040.822838 nChanged 19 SP:Iteration 7Q (11.112114 sec): 3 clusters Score: Raw -36549.017583 + Penalty 496.219488 = -36052.798095 nChanged 21 SP:Iteration 8Q (11.113945 sec): 3 clusters Score: Raw -36559.204331 + Penalty 496.099317 = -36063.105014 nChanged 14 SP:Iteration 9Q (11.115774 sec): 3 clusters Score: Raw -36564.674469 + Penalty 495.616764 = -36069.057704 nChanged 13 SP:Iteration 10F (11.117634 sec): 3 clusters Score: Raw -36568.534771 + Penalty 495.775668 = -36072.759103 nChanged 6 SP:Iteration 11Q (11.119466 sec): 3 clusters Score: Raw -36571.217897 + Penalty 496.474125 = -36074.743772 nChanged 4 SP:Iteration 12Q (11.121299 sec): 3 clusters Score: Raw -36573.444809 + Penalty 496.488940 = -36076.955869 nChanged 4 SP:Iteration 13Q (11.123129 sec): 3 clusters Score: Raw -36574.275652 + Penalty 496.934452 = -36077.341200 nChanged 2 SP:Iteration 14Q (11.125036 sec): 3 clusters Score: Raw -36575.358475 + Penalty 497.088842 = -36078.269633 nChanged 1 SP:Iteration 15Q (11.126902 sec): 3 clusters Score: Raw -36575.724371 + Penalty 497.242376 = -36078.481995 nChanged 2 SP:Iteration 16Q (11.128797 sec): 3 clusters Score: Raw -36576.281539 + Penalty 497.292118 = -36078.989421 nChanged 2 SP:Iteration 17Q (11.130771 sec): 3 clusters Score: Raw -36576.540126 + Penalty 497.292118 = -36079.248008 nChanged 0 SP:Iteration 18F (11.132700 sec): 3 clusters Score: Raw -36576.540126 + Penalty 497.292118 = -36079.248008 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 14 (2701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.146204 sec): 2 clusters Score: Raw -87076.254478 + Penalty 442.747204 = -86633.507274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.151180 sec): 3 clusters Score: Raw -85351.948197 + Penalty 909.962173 = -84441.986024 nChanged 1155 SP:Iteration 1F (11.156016 sec): 3 clusters Score: Raw -86032.344333 + Penalty 993.336103 = -85039.008230 nChanged 548 SP:Iteration 2F (11.160833 sec): 3 clusters Score: Raw -86660.217003 + Penalty 1059.766235 = -85600.450769 nChanged 247 SP:Iteration 3F (11.165677 sec): 3 clusters Score: Raw -86896.980984 + Penalty 1092.635403 = -85804.345581 nChanged 116 SP:Iteration 4Q (11.170392 sec): 3 clusters Score: Raw -87005.492703 + Penalty 1111.318580 = -85894.174123 nChanged 60 SP:Iteration 5Q (11.174963 sec): 3 clusters Score: Raw -87057.342555 + Penalty 1121.407114 = -85935.935441 nChanged 41 SP:Iteration 6Q (11.179289 sec): 3 clusters Score: Raw -87083.023217 + Penalty 1127.058725 = -85955.964492 nChanged 23 SP:Iteration 7Q (11.183881 sec): 3 clusters Score: Raw -87094.342069 + Penalty 1132.419357 = -85961.922713 nChanged 17 SP:Iteration 8Q (11.188875 sec): 3 clusters Score: Raw -87100.745083 + Penalty 1136.713035 = -85964.032048 nChanged 13 SP:Iteration 9Q (11.193683 sec): 3 clusters Score: Raw -87105.082203 + Penalty 1137.229357 = -85967.852846 nChanged 9 SP:Iteration 10F (11.199151 sec): 3 clusters Score: Raw -87108.398391 + Penalty 1137.898163 = -85970.500228 nChanged 4 SP:Iteration 11Q (11.204029 sec): 3 clusters Score: Raw -87110.174322 + Penalty 1138.467492 = -85971.706830 nChanged 1 SP:Iteration 12Q (11.208741 sec): 3 clusters Score: Raw -87110.220074 + Penalty 1138.467492 = -85971.752582 nChanged 0 SP:Iteration 13F (11.214108 sec): 3 clusters Score: Raw -87110.220074 + Penalty 1138.467492 = -85971.752582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.218948 sec): 2 clusters Score: Raw -24401.593874 + Penalty 642.645133 = -23758.948741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.220787 sec): 3 clusters Score: Raw -24061.369360 + Penalty 1287.478703 = -22773.890657 nChanged 231 SP:Iteration 1F (11.222640 sec): 3 clusters Score: Raw -24222.310817 + Penalty 1291.883463 = -22930.427354 nChanged 72 SP:Iteration 2F (11.224453 sec): 3 clusters Score: Raw -24281.200534 + Penalty 1296.572927 = -22984.627607 nChanged 41 SP:Iteration 3F (11.226263 sec): 3 clusters Score: Raw -24320.986439 + Penalty 1302.953757 = -23018.032682 nChanged 41 SP:Iteration 4F (11.228129 sec): 3 clusters Score: Raw -24362.551595 + Penalty 1306.268204 = -23056.283391 nChanged 27 SP:Iteration 5Q (11.229922 sec): 3 clusters Score: Raw -24388.550709 + Penalty 1308.170499 = -23080.380209 nChanged 24 SP:Iteration 6Q (11.231661 sec): 3 clusters Score: Raw -24411.342886 + Penalty 1308.958869 = -23102.384017 nChanged 21 SP:Iteration 7Q (11.233271 sec): 3 clusters Score: Raw -24424.915399 + Penalty 1315.133144 = -23109.782254 nChanged 17 SP:Iteration 8Q (11.234756 sec): 3 clusters Score: Raw -24437.261635 + Penalty 1324.098769 = -23113.162866 nChanged 18 SP:Iteration 9Q (11.236302 sec): 3 clusters Score: Raw -24451.075078 + Penalty 1338.341675 = -23112.733403 nChanged 14 SP:Iteration 10F (11.237961 sec): 3 clusters Score: Raw -24461.891540 + Penalty 1353.409677 = -23108.481863 nChanged 11 SP:Iteration 11F (11.239396 sec): 3 clusters Score: Raw -24470.462871 + Penalty 1361.144413 = -23109.318459 nChanged 13 SP:Iteration 12Q (11.240830 sec): 3 clusters Score: Raw -24479.965310 + Penalty 1364.309495 = -23115.655815 nChanged 4 SP:Iteration 13Q (11.242319 sec): 3 clusters Score: Raw -24482.262506 + Penalty 1364.552499 = -23117.710008 nChanged 2 SP:Iteration 14Q (11.243785 sec): 3 clusters Score: Raw -24483.365209 + Penalty 1364.552499 = -23118.812710 nChanged 0 SP:Iteration 15F (11.245308 sec): 3 clusters Score: Raw -24483.365209 + Penalty 1364.552499 = -23118.812710 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 22 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.247527 sec): 2 clusters Score: Raw -20623.491278 + Penalty 962.518075 = -19660.973203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.248884 sec): 3 clusters Score: Raw -20441.933522 + Penalty 1925.929273 = -18516.004249 nChanged 175 SP:Iteration 1F (11.250220 sec): 3 clusters Score: Raw -20624.476928 + Penalty 1925.968657 = -18698.508271 nChanged 48 SP:Iteration 2F (11.251557 sec): 3 clusters Score: Raw -20684.688301 + Penalty 1926.848138 = -18757.840163 nChanged 30 SP:Iteration 3Q (11.253221 sec): 3 clusters Score: Raw -20734.972071 + Penalty 1928.265591 = -18806.706480 nChanged 25 SP:Iteration 4Q (11.254512 sec): 3 clusters Score: Raw -20761.722430 + Penalty 1929.305179 = -18832.417251 nChanged 10 SP:Iteration 5Q (11.255825 sec): 3 clusters Score: Raw -20773.128809 + Penalty 1929.389308 = -18843.739500 nChanged 5 SP:Iteration 6Q (11.257125 sec): 3 clusters Score: Raw -20778.290935 + Penalty 1930.347358 = -18847.943576 nChanged 5 SP:Iteration 7Q (11.258429 sec): 3 clusters Score: Raw -20783.521087 + Penalty 1930.166299 = -18853.354788 nChanged 6 SP:Iteration 8Q (11.259732 sec): 3 clusters Score: Raw -20795.404007 + Penalty 1930.502270 = -18864.901737 nChanged 4 SP:Iteration 9Q (11.261031 sec): 3 clusters Score: Raw -20798.562774 + Penalty 1930.579405 = -18867.983370 nChanged 4 SP:Iteration 10F (11.262383 sec): 3 clusters Score: Raw -20803.245176 + Penalty 1930.669863 = -18872.575313 nChanged 5 SP:Iteration 11Q (11.263684 sec): 3 clusters Score: Raw -20807.810289 + Penalty 1930.542433 = -18877.267856 nChanged 2 SP:Iteration 12Q (11.264983 sec): 3 clusters Score: Raw -20809.599349 + Penalty 1930.109145 = -18879.490204 nChanged 2 SP:Iteration 13Q (11.266279 sec): 3 clusters Score: Raw -20813.401070 + Penalty 1930.254293 = -18883.146777 nChanged 3 SP:Iteration 14Q (11.267579 sec): 3 clusters Score: Raw -20816.768606 + Penalty 1930.254293 = -18886.514313 nChanged 2 SP:Iteration 15Q (11.268893 sec): 3 clusters Score: Raw -20817.596843 + Penalty 1930.368121 = -18887.228722 nChanged 1 SP:Iteration 16Q (11.270207 sec): 3 clusters Score: Raw -20818.373415 + Penalty 1930.368121 = -18888.005294 nChanged 0 SP:Iteration 17F (11.271539 sec): 3 clusters Score: Raw -20818.373415 + Penalty 1930.368121 = -18888.005294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.273892 sec): 2 clusters Score: Raw -15876.929581 + Penalty 773.014825 = -15103.914756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.274839 sec): 3 clusters Score: Raw -15768.336804 + Penalty 1546.319569 = -14222.017235 nChanged 91 SP:Iteration 1F (11.275794 sec): 3 clusters Score: Raw -15853.920874 + Penalty 1546.264874 = -14307.656000 nChanged 19 SP:Iteration 2Q (11.276725 sec): 3 clusters Score: Raw -15873.441208 + Penalty 1546.779318 = -14326.661891 nChanged 15 SP:Iteration 3Q (11.277653 sec): 3 clusters Score: Raw -15888.703606 + Penalty 1547.036622 = -14341.666984 nChanged 5 SP:Iteration 4Q (11.278575 sec): 3 clusters Score: Raw -15893.053252 + Penalty 1546.755594 = -14346.297658 nChanged 5 SP:Iteration 5Q (11.279495 sec): 3 clusters Score: Raw -15898.972286 + Penalty 1546.471357 = -14352.500929 nChanged 2 SP:Iteration 6Q (11.280414 sec): 3 clusters Score: Raw -15901.241705 + Penalty 1546.207236 = -14355.034469 nChanged 3 SP:Iteration 7Q (11.281331 sec): 3 clusters Score: Raw -15903.601735 + Penalty 1546.113474 = -14357.488261 nChanged 1 SP:Iteration 8Q (11.282248 sec): 3 clusters Score: Raw -15903.932317 + Penalty 1546.113474 = -14357.818844 nChanged 0 SP:Iteration 9F (11.283181 sec): 3 clusters Score: Raw -15903.932317 + Penalty 1546.113474 = -14357.818844 nChanged 0 Time taken for this iteration:11.048695 seconds. 300->9 Clusters: Score -260794.557192, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 150 (time per iteration =75.293607 ms) Total iterations: 934 (time per iteration =12.092121 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1062047500.000000 (time per metric unit =10.634215ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 26551187500.000000 (time per metric unit=425.368583ps) That took 11.294041 seconds.