FileBase PeterP-2014-02-27_dataset1 ElecNo 19 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.13 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13475 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 13475 points ------ Starting initial clusters from distinct float masks Not enough masks (157) to generate starting clusters (300), so starting with (158) clusters instead. Assigned 158 initial classes from 157 unique masks. Deleting Class 75 (1 points): Lose 13.954579 but Gain 1514.010342 Iteration 0F (1.328990 sec): 157 clusters Score: Raw -350715.972219 + Penalty 136485.693286 = -214230.278933 nChanged 2439 Deleting Class 144 (1 points): Lose 11.040825 but Gain 1503.423728 Iteration 1F (2.250909 sec): 152 clusters Score: Raw -354053.231699 + Penalty 135211.610487 = -218841.621212 nChanged 740 Deleting Class 123 (1 points): Lose 13.112236 but Gain 1467.970333 Iteration 2F (3.203984 sec): 151 clusters Score: Raw -355013.974835 + Penalty 133884.887315 = -221129.087520 nChanged 477 Deleting Class 117 (1 points): Lose 14.288106 but Gain 1454.758595 Iteration 3Q (3.314111 sec): 150 clusters Score: Raw -355389.599156 + Penalty 132553.690181 = -222835.908975 nChanged 399 Deleting Class 147 (1 points): Lose 12.297090 but Gain 1444.140292 Iteration 4Q (3.417241 sec): 149 clusters Score: Raw -355670.973023 + Penalty 131142.980977 = -224527.992046 nChanged 369 Deleting Class 3 (1 points): Lose 13.878418 but Gain 1440.430962 Iteration 5Q (3.514586 sec): 148 clusters Score: Raw -355870.924285 + Penalty 129696.720303 = -226174.203982 nChanged 314 Deleting Class 140 (1 points): Lose 11.981536 but Gain 1384.860597 Iteration 6Q (3.610294 sec): 147 clusters Score: Raw -356024.268933 + Penalty 128407.771184 = -227616.497748 nChanged 298 Deleting Class 143 (1 points): Lose 13.740904 but Gain 1343.520735 Iteration 7Q (3.699168 sec): 146 clusters Score: Raw -356174.235409 + Penalty 127271.179254 = -228903.056155 nChanged 299 Deleting Class 135 (1 points): Lose 2.534090 but Gain 1315.614936 Iteration 8Q (3.787683 sec): 145 clusters Score: Raw -356336.159658 + Penalty 126078.207180 = -230257.952478 nChanged 263 Deleting Class 33 (11 points): Lose 243.659893 but Gain 1545.146102 Iteration 9Q (3.872479 sec): 144 clusters Score: Raw -356235.085131 + Penalty 124739.853886 = -231495.231245 nChanged 260 Deleting Class 157 (2 points): Lose 22.543826 but Gain 1384.557834 Iteration 10F (4.748412 sec): 143 clusters Score: Raw -356449.172346 + Penalty 123396.792186 = -233052.380159 nChanged 245 Deleting Class 148 (1 points): Lose 2.114524 but Gain 1286.031090 Iteration 11Q (4.825043 sec): 142 clusters Score: Raw -356587.367219 + Penalty 122201.261005 = -234386.106214 nChanged 215 Deleting Class 134 (1 points): Lose 7.028234 but Gain 1271.293842 Iteration 12Q (4.898946 sec): 141 clusters Score: Raw -356670.071593 + Penalty 121081.562181 = -235588.509412 nChanged 174 Deleting Class 76 (3 points): Lose 43.050991 but Gain 1307.341764 Iteration 13Q (4.970498 sec): 140 clusters Score: Raw -356698.928893 + Penalty 119869.094564 = -236829.834329 nChanged 158 Deleting Class 104 (1 points): Lose 2.134260 but Gain 1261.761036 Iteration 14Q (5.040554 sec): 139 clusters Score: Raw -356792.531505 + Penalty 118663.582005 = -238128.949500 nChanged 142 Deleting Class 125 (3 points): Lose 28.360968 but Gain 1281.885447 Iteration 15Q (5.108157 sec): 138 clusters Score: Raw -356814.354041 + Penalty 117444.949769 = -239369.404272 nChanged 119 Deleting Class 115 (2 points): Lose 28.206084 but Gain 1267.710385 Iteration 16Q (5.174141 sec): 137 clusters Score: Raw -356827.860632 + Penalty 116212.924831 = -240614.935801 nChanged 98 Deleting Class 111 (1 points): Lose 4.638695 but Gain 1235.201445 Iteration 17Q (5.237947 sec): 136 clusters Score: Raw -356871.082023 + Penalty 115030.458583 = -241840.623440 nChanged 83 Deleting Class 114 (1 points): Lose 6.609447 but Gain 1232.057433 Iteration 18Q (5.301785 sec): 135 clusters Score: Raw -356906.737509 + Penalty 113773.876028 = -243132.861481 nChanged 94 Deleting Class 31 (9 points): Lose 149.935908 but Gain 1367.796094 Iteration 19Q (5.365108 sec): 134 clusters Score: Raw -356788.423316 + Penalty 112477.309786 = -244311.113530 nChanged 78 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -356788.423316 + Penalty 112477.309786 = -244311.113530Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 1 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.418170 sec): 2 clusters Score: Raw -34779.573086 + Penalty 143.228537 = -34636.344549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.420707 sec): 3 clusters Score: Raw -33999.778492 + Penalty 288.364700 = -33711.413792 nChanged 552 SP:Iteration 1F (5.423304 sec): 3 clusters Score: Raw -34305.584536 + Penalty 290.302538 = -34015.281998 nChanged 166 SP:Iteration 2F (5.425781 sec): 3 clusters Score: Raw -34406.102235 + Penalty 294.701872 = -34111.400363 nChanged 114 SP:Iteration 3F (5.428224 sec): 3 clusters Score: Raw -34486.220742 + Penalty 301.621961 = -34184.598782 nChanged 84 SP:Iteration 4F (5.430651 sec): 3 clusters Score: Raw -34551.612016 + Penalty 314.209258 = -34237.402758 nChanged 83 SP:Iteration 5F (5.432979 sec): 3 clusters Score: Raw -34632.695702 + Penalty 330.776834 = -34301.918868 nChanged 75 SP:Iteration 6F (5.435304 sec): 3 clusters Score: Raw -34705.348830 + Penalty 344.381268 = -34360.967562 nChanged 49 SP:Iteration 7Q (5.437498 sec): 3 clusters Score: Raw -34752.699022 + Penalty 356.651080 = -34396.047942 nChanged 26 SP:Iteration 8Q (5.439582 sec): 3 clusters Score: Raw -34767.568678 + Penalty 361.840697 = -34405.727981 nChanged 10 SP:Iteration 9Q (5.441642 sec): 3 clusters Score: Raw -34771.998810 + Penalty 364.084294 = -34407.914516 nChanged 9 SP:Iteration 10F (5.443963 sec): 3 clusters Score: Raw -34776.301479 + Penalty 365.929310 = -34410.372169 nChanged 5 SP:Iteration 11Q (5.446001 sec): 3 clusters Score: Raw -34778.090583 + Penalty 366.746046 = -34411.344537 nChanged 2 SP:Iteration 12Q (5.447995 sec): 3 clusters Score: Raw -34779.183996 + Penalty 367.946768 = -34411.237228 nChanged 2 SP:Iteration 13F (5.450270 sec): 3 clusters Score: Raw -34780.778588 + Penalty 371.710890 = -34409.067698 nChanged 4 SP:Iteration 14F (5.452540 sec): 3 clusters Score: Raw -34782.164421 + Penalty 372.454388 = -34409.710034 nChanged 4 SP:Iteration 15Q (5.454517 sec): 3 clusters Score: Raw -34783.285997 + Penalty 373.008293 = -34410.277703 nChanged 4 SP:Iteration 16Q (5.456493 sec): 3 clusters Score: Raw -34784.885599 + Penalty 373.286549 = -34411.599050 nChanged 2 SP:Iteration 17Q (5.458466 sec): 3 clusters Score: Raw -34785.574520 + Penalty 374.221600 = -34411.352920 nChanged 1 SP:Iteration 18F (5.460814 sec): 3 clusters Score: Raw -34785.729294 + Penalty 374.221600 = -34411.507694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 2 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.468527 sec): 2 clusters Score: Raw -43055.773310 + Penalty 92.846475 = -42962.926835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.471584 sec): 3 clusters Score: Raw -42056.987355 + Penalty 192.666527 = -41864.320828 nChanged 730 SP:Iteration 1F (5.474456 sec): 3 clusters Score: Raw -43052.724887 + Penalty 200.799936 = -42851.924951 nChanged 187 SP:Iteration 2F (5.477310 sec): 3 clusters Score: Raw -43274.847485 + Penalty 232.223507 = -43042.623978 nChanged 150 SP:Iteration 3F (5.480156 sec): 3 clusters Score: Raw -43487.619151 + Penalty 256.757420 = -43230.861731 nChanged 61 SP:Iteration 4Q (5.482988 sec): 3 clusters Score: Raw -43534.583262 + Penalty 269.733404 = -43264.849858 nChanged 21 SP:Iteration 5Q (5.485871 sec): 3 clusters Score: Raw -43545.395262 + Penalty 275.232621 = -43270.162641 nChanged 8 SP:Iteration 6Q (5.488710 sec): 3 clusters Score: Raw -43547.929230 + Penalty 277.775980 = -43270.153250 nChanged 3 SP:Iteration 7F (5.491552 sec): 3 clusters Score: Raw -43548.439948 + Penalty 277.189331 = -43271.250617 nChanged 2 SP:Iteration 8Q (5.494352 sec): 3 clusters Score: Raw -43548.642595 + Penalty 277.189331 = -43271.453265 nChanged 0 SP:Iteration 9F (5.497251 sec): 3 clusters Score: Raw -43548.642595 + Penalty 277.189331 = -43271.453265 nChanged 0 Score: Raw -370323.259388 + Penalty 112715.670825 = -257607.588563 Splitting cluster 2 changes total score from -244311.113530 to -257607.588563 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 4 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.321866 sec): 2 clusters Score: Raw -713.004455 + Penalty 259.025416 = -453.979039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.322133 sec): 3 clusters Score: Raw -735.915652 + Penalty 517.726801 = -218.188851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.322609 sec): 2 clusters Score: Raw -362.597553 + Penalty 211.757072 = -150.840480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.322835 sec): 3 clusters Score: Raw -376.339315 + Penalty 424.668002 = 48.328686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.323624 sec): 2 clusters Score: Raw -3817.405229 + Penalty 322.448681 = -3494.956547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.324070 sec): 3 clusters Score: Raw -3795.194195 + Penalty 650.825801 = -3144.368394 nChanged 26 SP:Iteration 1F (6.324491 sec): 3 clusters Score: Raw -3827.236951 + Penalty 657.052393 = -3170.184558 nChanged 9 SP:Iteration 2F (6.324929 sec): 3 clusters Score: Raw -3840.269783 + Penalty 665.198974 = -3175.070809 nChanged 4 SP:Iteration 3Q (6.325344 sec): 3 clusters Score: Raw -3849.839471 + Penalty 670.023807 = -3179.815664 nChanged 3 SP:Iteration 4Q (6.325786 sec): 3 clusters Score: Raw -3855.983953 + Penalty 673.769388 = -3182.214565 nChanged 2 SP:Iteration 5Q (6.326233 sec): 3 clusters Score: Raw -3860.103882 + Penalty 676.026542 = -3184.077340 nChanged 1 SP:Iteration 6Q (6.326676 sec): 3 clusters Score: Raw -3861.872256 + Penalty 676.026542 = -3185.845714 nChanged 0 SP:Iteration 7F (6.327128 sec): 3 clusters Score: Raw -3861.872256 + Penalty 676.026542 = -3185.845714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.327625 sec): 2 clusters Score: Raw -599.492026 + Penalty 269.412962 = -330.079064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.327873 sec): 3 clusters Score: Raw -645.600256 + Penalty 538.705675 = -106.894581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.328627 sec): 2 clusters Score: Raw -2816.169365 + Penalty 288.314373 = -2527.854993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.329034 sec): 3 clusters Score: Raw -2804.344612 + Penalty 580.549989 = -2223.794623 nChanged 9 SP:Iteration 1F (6.329422 sec): 3 clusters Score: Raw -2814.081117 + Penalty 581.948609 = -2232.132508 nChanged 5 SP:Iteration 2Q (6.329809 sec): 3 clusters Score: Raw -2821.098077 + Penalty 583.903842 = -2237.194235 nChanged 3 SP:Iteration 3Q (6.330190 sec): 3 clusters Score: Raw -2826.231190 + Penalty 583.975803 = -2242.255387 nChanged 1 SP:Iteration 4Q (6.330570 sec): 3 clusters Score: Raw -2828.148208 + Penalty 584.338772 = -2243.809436 nChanged 2 SP:Iteration 5Q (6.330964 sec): 3 clusters Score: Raw -2830.803099 + Penalty 582.008788 = -2248.794311 nChanged 1 SP:Iteration 6Q (6.331342 sec): 3 clusters Score: Raw -2832.092598 + Penalty 582.410872 = -2249.681726 nChanged 1 SP:Iteration 7Q (6.331720 sec): 3 clusters Score: Raw -2836.200675 + Penalty 581.238028 = -2254.962647 nChanged 1 SP:Iteration 8Q (6.332099 sec): 3 clusters Score: Raw -2837.390706 + Penalty 581.134441 = -2256.256265 nChanged 1 SP:Iteration 9Q (6.332475 sec): 3 clusters Score: Raw -2839.143362 + Penalty 579.469939 = -2259.673422 nChanged 1 SP:Iteration 10F (6.332861 sec): 3 clusters Score: Raw -2839.621518 + Penalty 579.469939 = -2260.151579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 9 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.333604 sec): 2 clusters Score: Raw -3540.864290 + Penalty 366.911623 = -3173.952667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.334019 sec): 3 clusters Score: Raw -3509.565137 + Penalty 734.155444 = -2775.409692 nChanged 12 SP:Iteration 1F (6.334430 sec): 3 clusters Score: Raw -3524.204128 + Penalty 733.966261 = -2790.237867 nChanged 5 SP:Iteration 2Q (6.334838 sec): 3 clusters Score: Raw -3530.763034 + Penalty 734.926178 = -2795.836857 nChanged 1 SP:Iteration 3Q (6.335245 sec): 3 clusters Score: Raw -3531.588152 + Penalty 734.926178 = -2796.661975 nChanged 0 SP:Iteration 4F (6.335653 sec): 3 clusters Score: Raw -3531.588152 + Penalty 734.926178 = -2796.661975 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.340212 sec): 2 clusters Score: Raw -49798.755434 + Penalty 135.397081 = -49663.358352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.343289 sec): 3 clusters Score: Raw -48896.646891 + Penalty 270.541598 = -48626.105294 nChanged 667 SP:Iteration 1F (6.346262 sec): 3 clusters Score: Raw -49364.651829 + Penalty 270.562399 = -49094.089429 nChanged 142 SP:Iteration 2F (6.349227 sec): 3 clusters Score: Raw -49471.774311 + Penalty 270.972945 = -49200.801366 nChanged 127 SP:Iteration 3F (6.352247 sec): 3 clusters Score: Raw -49566.939666 + Penalty 271.689750 = -49295.249916 nChanged 90 SP:Iteration 4F (6.355316 sec): 3 clusters Score: Raw -49627.659530 + Penalty 272.520794 = -49355.138736 nChanged 71 SP:Iteration 5Q (6.358238 sec): 3 clusters Score: Raw -49668.619297 + Penalty 273.322257 = -49395.297040 nChanged 52 SP:Iteration 6Q (6.361197 sec): 3 clusters Score: Raw -49695.631442 + Penalty 274.579768 = -49421.051674 nChanged 44 SP:Iteration 7Q (6.364084 sec): 3 clusters Score: Raw -49714.421192 + Penalty 275.011758 = -49439.409434 nChanged 42 SP:Iteration 8Q (6.366930 sec): 3 clusters Score: Raw -49737.530172 + Penalty 275.633486 = -49461.896686 nChanged 33 SP:Iteration 9Q (6.369769 sec): 3 clusters Score: Raw -49751.655631 + Penalty 276.383460 = -49475.272170 nChanged 24 SP:Iteration 10F (6.373005 sec): 3 clusters Score: Raw -49760.697365 + Penalty 276.483230 = -49484.214135 nChanged 22 SP:Iteration 11Q (6.376092 sec): 3 clusters Score: Raw -49768.356850 + Penalty 276.943622 = -49491.413229 nChanged 16 SP:Iteration 12Q (6.379134 sec): 3 clusters Score: Raw -49772.683321 + Penalty 277.144728 = -49495.538592 nChanged 12 SP:Iteration 13Q (6.382110 sec): 3 clusters Score: Raw -49776.720103 + Penalty 277.089356 = -49499.630747 nChanged 12 SP:Iteration 14Q (6.385175 sec): 3 clusters Score: Raw -49779.302723 + Penalty 276.356956 = -49502.945767 nChanged 9 SP:Iteration 15Q (6.388051 sec): 3 clusters Score: Raw -49780.390240 + Penalty 276.606651 = -49503.783590 nChanged 4 SP:Iteration 16Q (6.390830 sec): 3 clusters Score: Raw -49781.094427 + Penalty 276.904033 = -49504.190394 nChanged 5 SP:Iteration 17Q (6.393602 sec): 3 clusters Score: Raw -49781.549513 + Penalty 277.139936 = -49504.409578 nChanged 3 SP:Iteration 18Q (6.396370 sec): 3 clusters Score: Raw -49781.715554 + Penalty 277.369220 = -49504.346334 nChanged 3 SP:Iteration 19F (6.399459 sec): 3 clusters Score: Raw -49782.153057 + Penalty 277.509325 = -49504.643732 nChanged 2 SP:Iteration 20F (6.402561 sec): 3 clusters Score: Raw -49782.553161 + Penalty 278.675164 = -49503.877997 nChanged 7 SP:Iteration 21F (6.405719 sec): 3 clusters Score: Raw -49784.073454 + Penalty 278.766880 = -49505.306574 nChanged 9 SP:Iteration 22Q (6.408506 sec): 3 clusters Score: Raw -49786.561988 + Penalty 278.823332 = -49507.738656 nChanged 10 SP:Iteration 23Q (6.411277 sec): 3 clusters Score: Raw -49790.318329 + Penalty 278.835826 = -49511.482502 nChanged 10 SP:Iteration 24Q (6.414036 sec): 3 clusters Score: Raw -49794.286376 + Penalty 278.138886 = -49516.147490 nChanged 11 SP:Iteration 25Q (6.416784 sec): 3 clusters Score: Raw -49799.037332 + Penalty 277.968030 = -49521.069302 nChanged 6 SP:Iteration 26Q (6.419523 sec): 3 clusters Score: Raw -49801.331812 + Penalty 278.356172 = -49522.975640 nChanged 6 SP:Iteration 27Q (6.422282 sec): 3 clusters Score: Raw -49802.599837 + Penalty 278.440419 = -49524.159418 nChanged 8 SP:Iteration 28Q (6.425065 sec): 3 clusters Score: Raw -49804.643893 + Penalty 278.986624 = -49525.657269 nChanged 4 SP:Iteration 29Q (6.427816 sec): 3 clusters Score: Raw -49805.179150 + Penalty 279.299451 = -49525.879699 nChanged 4 SP:Iteration 30F (6.431205 sec): 3 clusters Score: Raw -49805.625298 + Penalty 279.100574 = -49526.524723 nChanged 1 SP:Iteration 31Q (6.434104 sec): 3 clusters Score: Raw -49805.741733 + Penalty 279.014830 = -49526.726903 nChanged 2 SP:Iteration 32Q (6.436925 sec): 3 clusters Score: Raw -49805.972000 + Penalty 278.808179 = -49527.163822 nChanged 5 SP:Iteration 33Q (6.439744 sec): 3 clusters Score: Raw -49807.734317 + Penalty 279.506114 = -49528.228202 nChanged 5 SP:Iteration 34Q (6.442560 sec): 3 clusters Score: Raw -49809.427057 + Penalty 279.690070 = -49529.736986 nChanged 2 SP:Iteration 35Q (6.445376 sec): 3 clusters Score: Raw -49809.652320 + Penalty 279.900151 = -49529.752168 nChanged 3 SP:Iteration 36Q (6.448156 sec): 3 clusters Score: Raw -49810.032312 + Penalty 280.184754 = -49529.847558 nChanged 3 SP:Iteration 37Q (6.450903 sec): 3 clusters Score: Raw -49810.766324 + Penalty 280.098988 = -49530.667336 nChanged 2 SP:Iteration 38Q (6.453591 sec): 3 clusters Score: Raw -49811.192332 + Penalty 278.581605 = -49532.610727 nChanged 2 SP:Iteration 39Q (6.456334 sec): 3 clusters Score: Raw -49811.465042 + Penalty 277.976250 = -49533.488792 nChanged 4 SP:Iteration 40F (6.459462 sec): 3 clusters Score: Raw -49812.947944 + Penalty 277.911153 = -49535.036791 nChanged 3 SP:Iteration 41Q (6.462146 sec): 3 clusters Score: Raw -49814.029050 + Penalty 277.643827 = -49536.385223 nChanged 1 SP:Iteration 42Q (6.464872 sec): 3 clusters Score: Raw -49813.995596 + Penalty 277.738477 = -49536.257119 nChanged 1 SP:Iteration 43F (6.468043 sec): 3 clusters Score: Raw -49813.985659 + Penalty 276.566497 = -49537.419162 nChanged 2 SP:Iteration 44Q (6.470717 sec): 3 clusters Score: Raw -49814.110132 + Penalty 276.637683 = -49537.472449 nChanged 1 SP:Iteration 45Q (6.473393 sec): 3 clusters Score: Raw -49814.194930 + Penalty 276.637683 = -49537.557247 nChanged 0 SP:Iteration 46F (6.476577 sec): 3 clusters Score: Raw -49814.194930 + Penalty 276.637683 = -49537.557247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.477204 sec): 2 clusters Score: Raw -1211.971252 + Penalty 341.088651 = -870.882601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.477489 sec): 3 clusters Score: Raw -1250.674989 + Penalty 682.963840 = -567.711149 nChanged 1 SP:Iteration 1Q (6.477757 sec): 3 clusters Score: Raw -1255.474521 + Penalty 682.963840 = -572.510681 nChanged 0 SP:Iteration 2F (6.478029 sec): 3 clusters Score: Raw -1255.474521 + Penalty 682.963840 = -572.510681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.478580 sec): 2 clusters Score: Raw -1153.435617 + Penalty 63.881768 = -1089.553850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.478865 sec): 3 clusters Score: Raw -1140.717534 + Penalty 127.342511 = -1013.375022 nChanged 9 SP:Iteration 1F (6.479142 sec): 3 clusters Score: Raw -1153.613078 + Penalty 123.955579 = -1029.657499 nChanged 2 SP:Iteration 2Q (6.479419 sec): 3 clusters Score: Raw -1165.540550 + Penalty 114.555083 = -1050.985467 nChanged 1 SP:Iteration 3Q (6.479693 sec): 3 clusters Score: Raw -1169.775951 + Penalty 114.555083 = -1055.220867 nChanged 0 SP:Iteration 4F (6.479970 sec): 3 clusters Score: Raw -1169.775951 + Penalty 114.555083 = -1055.220867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 13 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.483460 sec): 2 clusters Score: Raw -32263.546391 + Penalty 468.235146 = -31795.311245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.485590 sec): 3 clusters Score: Raw -31693.302316 + Penalty 936.470293 = -30756.832023 nChanged 368 SP:Iteration 1F (6.487660 sec): 3 clusters Score: Raw -31876.849213 + Penalty 936.983231 = -30939.865982 nChanged 92 SP:Iteration 2F (6.489727 sec): 3 clusters Score: Raw -31927.881687 + Penalty 938.160178 = -30989.721509 nChanged 63 SP:Iteration 3F (6.491818 sec): 3 clusters Score: Raw -31966.001359 + Penalty 940.387609 = -31025.613750 nChanged 47 SP:Iteration 4Q (6.493872 sec): 3 clusters Score: Raw -31994.370048 + Penalty 942.630664 = -31051.739383 nChanged 40 SP:Iteration 5Q (6.495922 sec): 3 clusters Score: Raw -32018.067547 + Penalty 945.542816 = -31072.524731 nChanged 45 SP:Iteration 6Q (6.497977 sec): 3 clusters Score: Raw -32049.916277 + Penalty 948.641462 = -31101.274815 nChanged 40 SP:Iteration 7Q (6.500029 sec): 3 clusters Score: Raw -32075.520977 + Penalty 951.358518 = -31124.162459 nChanged 34 SP:Iteration 8Q (6.502082 sec): 3 clusters Score: Raw -32099.690901 + Penalty 953.962335 = -31145.728567 nChanged 21 SP:Iteration 9Q (6.504213 sec): 3 clusters Score: Raw -32118.987964 + Penalty 956.446518 = -31162.541446 nChanged 24 SP:Iteration 10F (6.506374 sec): 3 clusters Score: Raw -32134.067884 + Penalty 958.533599 = -31175.534286 nChanged 16 SP:Iteration 11Q (6.508460 sec): 3 clusters Score: Raw -32142.246252 + Penalty 960.680951 = -31181.565300 nChanged 19 SP:Iteration 12Q (6.510489 sec): 3 clusters Score: Raw -32154.206849 + Penalty 963.407475 = -31190.799374 nChanged 17 SP:Iteration 13Q (6.512534 sec): 3 clusters Score: Raw -32165.636919 + Penalty 966.715089 = -31198.921831 nChanged 14 SP:Iteration 14Q (6.514548 sec): 3 clusters Score: Raw -32176.132028 + Penalty 970.760371 = -31205.371657 nChanged 15 SP:Iteration 15Q (6.516549 sec): 3 clusters Score: Raw -32188.585651 + Penalty 976.916161 = -31211.669490 nChanged 17 SP:Iteration 16Q (6.518549 sec): 3 clusters Score: Raw -32203.774849 + Penalty 982.472131 = -31221.302718 nChanged 17 SP:Iteration 17Q (6.520533 sec): 3 clusters Score: Raw -32213.207931 + Penalty 985.938919 = -31227.269011 nChanged 9 SP:Iteration 18Q (6.522595 sec): 3 clusters Score: Raw -32217.031934 + Penalty 989.560061 = -31227.471873 nChanged 10 SP:Iteration 19Q (6.524638 sec): 3 clusters Score: Raw -32222.829992 + Penalty 995.539126 = -31227.290866 nChanged 12 SP:Iteration 20F (6.526770 sec): 3 clusters Score: Raw -32228.790653 + Penalty 999.388946 = -31229.401706 nChanged 10 SP:Iteration 21Q (6.528740 sec): 3 clusters Score: Raw -32234.324159 + Penalty 1005.444312 = -31228.879847 nChanged 9 SP:Iteration 22F (6.530896 sec): 3 clusters Score: Raw -32238.299617 + Penalty 1008.241484 = -31230.058132 nChanged 6 SP:Iteration 23Q (6.532855 sec): 3 clusters Score: Raw -32239.835256 + Penalty 1011.725537 = -31228.109719 nChanged 6 SP:Iteration 24F (6.534947 sec): 3 clusters Score: Raw -32242.631227 + Penalty 1016.307112 = -31226.324114 nChanged 6 SP:Iteration 25F (6.537039 sec): 3 clusters Score: Raw -32244.864540 + Penalty 1018.295298 = -31226.569242 nChanged 2 SP:Iteration 26Q (6.538989 sec): 3 clusters Score: Raw -32245.790074 + Penalty 1020.204766 = -31225.585309 nChanged 2 SP:Iteration 27F (6.541135 sec): 3 clusters Score: Raw -32245.988985 + Penalty 1020.100681 = -31225.888304 nChanged 1 SP:Iteration 28Q (6.543119 sec): 3 clusters Score: Raw -32246.312568 + Penalty 1020.133826 = -31226.178743 nChanged 1 SP:Iteration 29Q (6.545085 sec): 3 clusters Score: Raw -32246.813087 + Penalty 1020.468390 = -31226.344697 nChanged 1 SP:Iteration 30F (6.547186 sec): 3 clusters Score: Raw -32247.122108 + Penalty 1019.792992 = -31227.329116 nChanged 1 SP:Iteration 31Q (6.549132 sec): 3 clusters Score: Raw -32248.108698 + Penalty 1019.792992 = -31228.315706 nChanged 0 SP:Iteration 32F (6.551406 sec): 3 clusters Score: Raw -32248.108698 + Penalty 1019.792992 = -31228.315706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 14 (2646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.564678 sec): 2 clusters Score: Raw -73001.779881 + Penalty 142.297468 = -72859.482413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.569728 sec): 3 clusters Score: Raw -71261.705095 + Penalty 283.248145 = -70978.456949 nChanged 1173 SP:Iteration 1F (6.574575 sec): 3 clusters Score: Raw -71824.434247 + Penalty 281.803571 = -71542.630676 nChanged 461 SP:Iteration 2F (6.579455 sec): 3 clusters Score: Raw -72193.834884 + Penalty 266.196316 = -71927.638568 nChanged 372 SP:Iteration 3F (6.584539 sec): 3 clusters Score: Raw -72564.099883 + Penalty 259.063629 = -72305.036253 nChanged 158 SP:Iteration 4F (6.589451 sec): 3 clusters Score: Raw -72743.000122 + Penalty 254.321983 = -72488.678138 nChanged 95 SP:Iteration 5Q (6.594104 sec): 3 clusters Score: Raw -72901.971050 + Penalty 256.212976 = -72645.758074 nChanged 27 SP:Iteration 6Q (6.598117 sec): 3 clusters Score: Raw -72922.478535 + Penalty 254.026958 = -72668.451577 nChanged 21 SP:Iteration 7Q (6.602099 sec): 3 clusters Score: Raw -72933.216973 + Penalty 251.896251 = -72681.320721 nChanged 13 SP:Iteration 8Q (6.606103 sec): 3 clusters Score: Raw -72940.080901 + Penalty 255.939380 = -72684.141521 nChanged 13 SP:Iteration 9Q (6.610218 sec): 3 clusters Score: Raw -72947.487231 + Penalty 256.797649 = -72690.689582 nChanged 15 SP:Iteration 10F (6.615102 sec): 3 clusters Score: Raw -72958.152238 + Penalty 256.572836 = -72701.579402 nChanged 13 SP:Iteration 11Q (6.619049 sec): 3 clusters Score: Raw -72968.028607 + Penalty 258.394845 = -72709.633762 nChanged 9 SP:Iteration 12Q (6.622973 sec): 3 clusters Score: Raw -72974.600479 + Penalty 259.126032 = -72715.474447 nChanged 6 SP:Iteration 13Q (6.626968 sec): 3 clusters Score: Raw -72977.884879 + Penalty 255.442161 = -72722.442718 nChanged 6 SP:Iteration 14Q (6.631023 sec): 3 clusters Score: Raw -72983.074886 + Penalty 255.110454 = -72727.964431 nChanged 6 SP:Iteration 15Q (6.635129 sec): 3 clusters Score: Raw -72986.325142 + Penalty 249.693193 = -72736.631948 nChanged 5 SP:Iteration 16Q (6.639140 sec): 3 clusters Score: Raw -72988.837171 + Penalty 251.204503 = -72737.632667 nChanged 3 SP:Iteration 17Q (6.643143 sec): 3 clusters Score: Raw -72989.825183 + Penalty 255.293773 = -72734.531410 nChanged 2 SP:Iteration 18F (6.648172 sec): 3 clusters Score: Raw -72989.840047 + Penalty 255.293773 = -72734.546274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.650252 sec): 2 clusters Score: Raw -953.498909 + Penalty 466.014004 = -487.484905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.650515 sec): 3 clusters Score: Raw -1081.751111 + Penalty 933.492348 = -148.258763 nChanged 0 Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 16 (3198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.665294 sec): 2 clusters Score: Raw -94474.389564 + Penalty 337.807483 = -94136.582081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.671267 sec): 3 clusters Score: Raw -92412.907673 + Penalty 684.843925 = -91728.063749 nChanged 1441 SP:Iteration 1F (6.677027 sec): 3 clusters Score: Raw -93245.039141 + Penalty 707.953950 = -92537.085191 nChanged 494 SP:Iteration 2F (6.682977 sec): 3 clusters Score: Raw -93633.244533 + Penalty 729.685088 = -92903.559445 nChanged 339 SP:Iteration 3F (6.689142 sec): 3 clusters Score: Raw -93933.936521 + Penalty 746.412857 = -93187.523664 nChanged 222 SP:Iteration 4F (6.694850 sec): 3 clusters Score: Raw -94130.559932 + Penalty 753.407951 = -93377.151982 nChanged 137 SP:Iteration 5Q (6.700264 sec): 3 clusters Score: Raw -94236.502859 + Penalty 764.355430 = -93472.147429 nChanged 106 SP:Iteration 6Q (6.705579 sec): 3 clusters Score: Raw -94314.027403 + Penalty 767.805568 = -93546.221835 nChanged 71 SP:Iteration 7Q (6.711097 sec): 3 clusters Score: Raw -94363.369468 + Penalty 773.673876 = -93589.695592 nChanged 57 SP:Iteration 8Q (6.716931 sec): 3 clusters Score: Raw -94399.707384 + Penalty 780.230733 = -93619.476650 nChanged 56 SP:Iteration 9Q (6.722697 sec): 3 clusters Score: Raw -94440.553673 + Penalty 779.952446 = -93660.601227 nChanged 51 SP:Iteration 10F (6.729428 sec): 3 clusters Score: Raw -94485.387463 + Penalty 779.658910 = -93705.728553 nChanged 40 SP:Iteration 11Q (6.735231 sec): 3 clusters Score: Raw -94516.365853 + Penalty 778.953489 = -93737.412363 nChanged 15 SP:Iteration 12Q (6.741280 sec): 3 clusters Score: Raw -94525.361193 + Penalty 782.219327 = -93743.141867 nChanged 12 SP:Iteration 13Q (6.746917 sec): 3 clusters Score: Raw -94534.538027 + Penalty 784.059077 = -93750.478950 nChanged 6 SP:Iteration 14Q (6.752483 sec): 3 clusters Score: Raw -94540.760273 + Penalty 767.718240 = -93773.042033 nChanged 7 SP:Iteration 15Q (6.758024 sec): 3 clusters Score: Raw -94544.761384 + Penalty 765.773115 = -93778.988270 nChanged 2 SP:Iteration 16Q (6.763690 sec): 3 clusters Score: Raw -94545.231673 + Penalty 765.773115 = -93779.458558 nChanged 0 SP:Iteration 17F (6.770264 sec): 3 clusters Score: Raw -94550.625577 + Penalty 748.725432 = -93801.900145 nChanged 3 SP:Iteration 18Q (6.775959 sec): 3 clusters Score: Raw -94569.084347 + Penalty 701.952731 = -93867.131616 nChanged 13 SP:Iteration 19Q (6.781741 sec): 3 clusters Score: Raw -94592.529166 + Penalty 675.202900 = -93917.326266 nChanged 11 SP:Iteration 20F (6.788443 sec): 3 clusters Score: Raw -94609.364136 + Penalty 649.710460 = -93959.653675 nChanged 10 SP:Iteration 21Q (6.794449 sec): 3 clusters Score: Raw -94628.168906 + Penalty 625.696039 = -94002.472867 nChanged 13 SP:Iteration 22Q (6.799996 sec): 3 clusters Score: Raw -94638.612238 + Penalty 605.158789 = -94033.453449 nChanged 10 SP:Iteration 23Q (6.805520 sec): 3 clusters Score: Raw -94644.532652 + Penalty 591.261650 = -94053.271001 nChanged 9 SP:Iteration 24Q (6.811248 sec): 3 clusters Score: Raw -94648.958850 + Penalty 586.260968 = -94062.697882 nChanged 5 SP:Iteration 25Q (6.816772 sec): 3 clusters Score: Raw -94651.809821 + Penalty 581.227904 = -94070.581917 nChanged 6 SP:Iteration 26Q (6.822367 sec): 3 clusters Score: Raw -94654.922079 + Penalty 565.016006 = -94089.906074 nChanged 6 SP:Iteration 27Q (6.828017 sec): 3 clusters Score: Raw -94661.188999 + Penalty 566.816124 = -94094.372875 nChanged 4 SP:Iteration 28Q (6.833524 sec): 3 clusters Score: Raw -94661.938053 + Penalty 566.114537 = -94095.823516 nChanged 5 SP:Iteration 29Q (6.839252 sec): 3 clusters Score: Raw -94663.534651 + Penalty 566.311938 = -94097.222713 nChanged 4 SP:Iteration 30F (6.845811 sec): 3 clusters Score: Raw -94665.186893 + Penalty 562.122788 = -94103.064105 nChanged 1 SP:Iteration 31Q (6.851479 sec): 3 clusters Score: Raw -94665.955014 + Penalty 563.057153 = -94102.897860 nChanged 1 SP:Iteration 32F (6.858120 sec): 3 clusters Score: Raw -94666.053365 + Penalty 563.057153 = -94102.996212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.860881 sec): 2 clusters Score: Raw -479.666592 + Penalty 189.170271 = -290.496321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.861128 sec): 3 clusters Score: Raw -506.250481 + Penalty 378.340542 = -127.909938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.861850 sec): 2 clusters Score: Raw -2813.732413 + Penalty 583.352620 = -2230.379793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.862240 sec): 3 clusters Score: Raw -2899.825838 + Penalty 1165.797415 = -1734.028423 nChanged 9 SP:Iteration 1F (6.862623 sec): 3 clusters Score: Raw -2929.729010 + Penalty 1165.797415 = -1763.931594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.863434 sec): 2 clusters Score: Raw -3750.202141 + Penalty 532.140621 = -3218.061520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.863885 sec): 3 clusters Score: Raw -3775.457366 + Penalty 1063.204505 = -2712.252861 nChanged 15 SP:Iteration 1F (6.864314 sec): 3 clusters Score: Raw -3809.119285 + Penalty 1060.976631 = -2748.142654 nChanged 3 SP:Iteration 2Q (6.864744 sec): 3 clusters Score: Raw -3816.035313 + Penalty 1059.369248 = -2756.666065 nChanged 2 SP:Iteration 3Q (6.865156 sec): 3 clusters Score: Raw -3820.732179 + Penalty 1059.910913 = -2760.821266 nChanged 1 SP:Iteration 4Q (6.865580 sec): 3 clusters Score: Raw -3822.311322 + Penalty 1059.907493 = -2762.403829 nChanged 1 SP:Iteration 5Q (6.865990 sec): 3 clusters Score: Raw -3826.348405 + Penalty 1059.907493 = -2766.440911 nChanged 0 SP:Iteration 6F (6.866430 sec): 3 clusters Score: Raw -3826.348405 + Penalty 1059.907493 = -2766.440911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.866895 sec): 2 clusters Score: Raw -226.519989 + Penalty 98.988865 = -127.531124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.867115 sec): 3 clusters Score: Raw -237.769590 + Penalty 178.426412 = -59.343178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.867580 sec): 2 clusters Score: Raw -328.617341 + Penalty 270.438261 = -58.179080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.867801 sec): 3 clusters Score: Raw -335.125663 + Penalty 540.876521 = 205.750858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.868254 sec): 2 clusters Score: Raw -77.035427 + Penalty 78.981672 = 1.946245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.868476 sec): 2 clusters Score: Raw -77.035427 + Penalty 78.981672 = 1.946245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 23 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.868942 sec): 2 clusters Score: Raw -331.148666 + Penalty 221.130823 = -110.017842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.869165 sec): 3 clusters Score: Raw -342.860477 + Penalty 441.212018 = 98.351541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.870547 sec): 2 clusters Score: Raw -6075.415383 + Penalty 89.980273 = -5985.435110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.871164 sec): 3 clusters Score: Raw -5972.291047 + Penalty 199.275222 = -5773.015825 nChanged 83 SP:Iteration 1F (6.871744 sec): 3 clusters Score: Raw -6049.696288 + Penalty 207.718534 = -5841.977754 nChanged 12 SP:Iteration 2F (6.872331 sec): 3 clusters Score: Raw -6058.022622 + Penalty 207.300821 = -5850.721801 nChanged 3 SP:Iteration 3Q (6.872892 sec): 3 clusters Score: Raw -6059.583137 + Penalty 205.977377 = -5853.605760 nChanged 3 SP:Iteration 4Q (6.873454 sec): 3 clusters Score: Raw -6062.206504 + Penalty 203.249272 = -5858.957232 nChanged 5 SP:Iteration 5Q (6.874014 sec): 3 clusters Score: Raw -6068.628283 + Penalty 204.413056 = -5864.215227 nChanged 2 SP:Iteration 6Q (6.874568 sec): 3 clusters Score: Raw -6070.131473 + Penalty 205.723282 = -5864.408191 nChanged 1 SP:Iteration 7Q (6.875117 sec): 3 clusters Score: Raw -6070.431149 + Penalty 205.723282 = -5864.707867 nChanged 0 SP:Iteration 8F (6.875678 sec): 3 clusters Score: Raw -6070.431149 + Penalty 205.723282 = -5864.707867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.876175 sec): 2 clusters Score: Raw -32.978915 + Penalty 0.000000 = -32.978915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.876374 sec): 2 clusters Score: Raw -32.978915 + Penalty 0.000000 = -32.978915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.876854 sec): 2 clusters Score: Raw -387.002119 + Penalty 178.267989 = -208.734130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.877084 sec): 3 clusters Score: Raw -393.478266 + Penalty 339.014706 = -54.463561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.877556 sec): 2 clusters Score: Raw -369.218213 + Penalty 178.345063 = -190.873151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.877784 sec): 3 clusters Score: Raw -377.744304 + Penalty 339.019884 = -38.724420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.878262 sec): 2 clusters Score: Raw -340.145408 + Penalty 162.499605 = -177.645803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.878494 sec): 3 clusters Score: Raw -364.372621 + Penalty 329.084235 = -35.288386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.878979 sec): 2 clusters Score: Raw -647.303790 + Penalty 376.655929 = -270.647862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.879218 sec): 3 clusters Score: Raw -707.252580 + Penalty 755.457490 = 48.204909 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 30 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.882602 sec): 2 clusters Score: Raw -18240.005224 + Penalty 506.377039 = -17733.628185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.884020 sec): 3 clusters Score: Raw -18016.823187 + Penalty 1012.966643 = -17003.856544 nChanged 159 SP:Iteration 1F (6.885342 sec): 3 clusters Score: Raw -18100.889794 + Penalty 1012.633753 = -17088.256040 nChanged 39 SP:Iteration 2F (6.886644 sec): 3 clusters Score: Raw -18130.706492 + Penalty 1013.149068 = -17117.557424 nChanged 20 SP:Iteration 3Q (6.887931 sec): 3 clusters Score: Raw -18148.323185 + Penalty 1014.044807 = -17134.278378 nChanged 18 SP:Iteration 4Q (6.889194 sec): 3 clusters Score: Raw -18165.693592 + Penalty 1014.155743 = -17151.537849 nChanged 18 SP:Iteration 5Q (6.890463 sec): 3 clusters Score: Raw -18179.559990 + Penalty 1014.792238 = -17164.767752 nChanged 18 SP:Iteration 6Q (6.891749 sec): 3 clusters Score: Raw -18193.408490 + Penalty 1018.139804 = -17175.268686 nChanged 15 SP:Iteration 7Q (6.893017 sec): 3 clusters Score: Raw -18203.371245 + Penalty 1022.768275 = -17180.602970 nChanged 16 SP:Iteration 8Q (6.894288 sec): 3 clusters Score: Raw -18216.038342 + Penalty 1027.675007 = -17188.363335 nChanged 13 SP:Iteration 9Q (6.895566 sec): 3 clusters Score: Raw -18225.024579 + Penalty 1031.221397 = -17193.803182 nChanged 8 SP:Iteration 10F (6.896851 sec): 3 clusters Score: Raw -18229.627857 + Penalty 1034.524021 = -17195.103835 nChanged 8 SP:Iteration 11Q (6.898130 sec): 3 clusters Score: Raw -18234.304543 + Penalty 1040.422377 = -17193.882165 nChanged 11 SP:Iteration 12F (6.899394 sec): 3 clusters Score: Raw -18244.557943 + Penalty 1043.389991 = -17201.167951 nChanged 10 SP:Iteration 13Q (6.900653 sec): 3 clusters Score: Raw -18254.095494 + Penalty 1045.858681 = -17208.236813 nChanged 11 SP:Iteration 14Q (6.901953 sec): 3 clusters Score: Raw -18262.777629 + Penalty 1051.862783 = -17210.914846 nChanged 14 SP:Iteration 15Q (6.903232 sec): 3 clusters Score: Raw -18272.615796 + Penalty 1052.017117 = -17220.598678 nChanged 7 SP:Iteration 16Q (6.904512 sec): 3 clusters Score: Raw -18277.883002 + Penalty 1050.779945 = -17227.103057 nChanged 7 SP:Iteration 17Q (6.905808 sec): 3 clusters Score: Raw -18282.589819 + Penalty 1048.194352 = -17234.395467 nChanged 5 SP:Iteration 18Q (6.907107 sec): 3 clusters Score: Raw -18288.834563 + Penalty 1052.717594 = -17236.116969 nChanged 6 SP:Iteration 19Q (6.908393 sec): 3 clusters Score: Raw -18297.289897 + Penalty 1056.613319 = -17240.676578 nChanged 9 SP:Iteration 20F (6.909715 sec): 3 clusters Score: Raw -18306.032483 + Penalty 1060.087130 = -17245.945353 nChanged 8 SP:Iteration 21Q (6.910987 sec): 3 clusters Score: Raw -18317.851065 + Penalty 1064.135432 = -17253.715633 nChanged 4 SP:Iteration 22Q (6.912247 sec): 3 clusters Score: Raw -18322.874126 + Penalty 1065.934351 = -17256.939776 nChanged 6 SP:Iteration 23Q (6.913508 sec): 3 clusters Score: Raw -18332.087112 + Penalty 1070.618701 = -17261.468411 nChanged 5 SP:Iteration 24Q (6.914755 sec): 3 clusters Score: Raw -18340.337846 + Penalty 1076.680113 = -17263.657733 nChanged 4 SP:Iteration 25Q (6.915889 sec): 3 clusters Score: Raw -18350.251959 + Penalty 1076.680113 = -17273.571846 nChanged 0 SP:Iteration 26F (6.917208 sec): 3 clusters Score: Raw -18350.251959 + Penalty 1076.680113 = -17273.571846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.917758 sec): 2 clusters Score: Raw -362.479141 + Penalty 148.731510 = -213.747630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.917999 sec): 3 clusters Score: Raw -375.948536 + Penalty 298.559860 = -77.388676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.918467 sec): 2 clusters Score: Raw -303.369193 + Penalty 177.058267 = -126.310925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.918690 sec): 3 clusters Score: Raw -310.466794 + Penalty 320.881962 = 10.415168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.919168 sec): 2 clusters Score: Raw -197.044371 + Penalty 151.985156 = -45.059215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.919387 sec): 3 clusters Score: Raw -202.268131 + Penalty 337.442526 = 135.174395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.919866 sec): 2 clusters Score: Raw -398.480829 + Penalty 176.913680 = -221.567149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.920098 sec): 3 clusters Score: Raw -413.331836 + Penalty 351.853772 = -61.478065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.920544 sec): 2 clusters Score: Raw -72.330244 + Penalty 64.342054 = -7.988190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.920736 sec): 2 clusters Score: Raw -72.330244 + Penalty 64.342054 = -7.988190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.921239 sec): 2 clusters Score: Raw -779.737820 + Penalty 344.706875 = -435.030945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.921492 sec): 3 clusters Score: Raw -845.992319 + Penalty 693.111207 = -152.881113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.921976 sec): 2 clusters Score: Raw -436.537746 + Penalty 225.079078 = -211.458668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.922212 sec): 3 clusters Score: Raw -461.980183 + Penalty 451.723630 = -10.256553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.922664 sec): 2 clusters Score: Raw -102.037798 + Penalty 59.130626 = -42.907172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.922871 sec): 3 clusters Score: Raw -96.638187 + Penalty 107.758953 = 11.120766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.923354 sec): 2 clusters Score: Raw -437.872124 + Penalty 281.496975 = -156.375149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.923587 sec): 3 clusters Score: Raw -471.234935 + Penalty 570.350314 = 99.115378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.924208 sec): 2 clusters Score: Raw -2059.641265 + Penalty 473.132339 = -1586.508926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.924546 sec): 3 clusters Score: Raw -2128.496648 + Penalty 947.227720 = -1181.268928 nChanged 4 SP:Iteration 1F (6.924875 sec): 3 clusters Score: Raw -2139.040181 + Penalty 947.142071 = -1191.898110 nChanged 1 SP:Iteration 2Q (6.925191 sec): 3 clusters Score: Raw -2144.987925 + Penalty 947.142071 = -1197.845854 nChanged 0 SP:Iteration 3F (6.925520 sec): 3 clusters Score: Raw -2144.987925 + Penalty 947.142071 = -1197.845854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.926004 sec): 2 clusters Score: Raw -524.782192 + Penalty 249.364808 = -275.417384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.926241 sec): 3 clusters Score: Raw -560.088234 + Penalty 498.729616 = -61.358617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.926705 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.926899 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.927368 sec): 2 clusters Score: Raw -320.660124 + Penalty 128.025337 = -192.634787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.927594 sec): 3 clusters Score: Raw -324.270785 + Penalty 256.050674 = -68.220112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.928104 sec): 2 clusters Score: Raw -800.187789 + Penalty 319.013317 = -481.174473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.928358 sec): 3 clusters Score: Raw -855.191905 + Penalty 648.174977 = -207.016929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.928821 sec): 2 clusters Score: Raw -274.293588 + Penalty 143.915334 = -130.378254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.929044 sec): 3 clusters Score: Raw -280.382422 + Penalty 287.830667 = 7.448246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.929495 sec): 2 clusters Score: Raw -155.325098 + Penalty 154.175630 = -1.149468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.929709 sec): 3 clusters Score: Raw -150.504262 + Penalty 308.351260 = 157.846998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.930179 sec): 2 clusters Score: Raw -381.146614 + Penalty 240.759492 = -140.387122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.930406 sec): 3 clusters Score: Raw -400.821861 + Penalty 494.640274 = 93.818413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.930903 sec): 2 clusters Score: Raw -705.856310 + Penalty 301.768225 = -404.088085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.931152 sec): 3 clusters Score: Raw -745.709696 + Penalty 607.535246 = -138.174451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.931605 sec): 2 clusters Score: Raw -152.031259 + Penalty 137.589703 = -14.441556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.931800 sec): 2 clusters Score: Raw -152.031259 + Penalty 137.589703 = -14.441556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.932257 sec): 2 clusters Score: Raw -179.523321 + Penalty 138.187866 = -41.335455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.932472 sec): 3 clusters Score: Raw -179.100393 + Penalty 268.464669 = 89.364276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.932918 sec): 2 clusters Score: Raw -72.963401 + Penalty 52.281413 = -20.681987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.933122 sec): 3 clusters Score: Raw -64.732585 + Penalty 104.562827 = 39.830242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.933594 sec): 2 clusters Score: Raw -163.584587 + Penalty 85.771785 = -77.812802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.933810 sec): 3 clusters Score: Raw -162.064982 + Penalty 185.325492 = 23.260510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.934281 sec): 2 clusters Score: Raw -308.446449 + Penalty 98.387247 = -210.059202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.934510 sec): 3 clusters Score: Raw -319.484764 + Penalty 193.576464 = -125.908301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.935127 sec): 2 clusters Score: Raw -1128.261362 + Penalty 231.183509 = -897.077853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.935405 sec): 3 clusters Score: Raw -1146.879062 + Penalty 474.383879 = -672.495182 nChanged 1 SP:Iteration 1Q (6.935673 sec): 3 clusters Score: Raw -1148.317821 + Penalty 480.955854 = -667.361967 nChanged 1 SP:Iteration 2F (6.935946 sec): 3 clusters Score: Raw -1151.105864 + Penalty 489.683953 = -661.421911 nChanged 1 SP:Iteration 3F (6.936220 sec): 3 clusters Score: Raw -1152.629157 + Penalty 489.683953 = -662.945204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.936786 sec): 2 clusters Score: Raw -770.250888 + Penalty 315.044926 = -455.205962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.937035 sec): 3 clusters Score: Raw -808.682366 + Penalty 636.222507 = -172.459859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.937485 sec): 2 clusters Score: Raw -112.239795 + Penalty 101.577812 = -10.661983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.937696 sec): 3 clusters Score: Raw -105.383507 + Penalty 201.776062 = 96.392555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.938160 sec): 2 clusters Score: Raw -234.974177 + Penalty 201.150983 = -33.823194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.938377 sec): 3 clusters Score: Raw -233.153321 + Penalty 398.600247 = 165.446926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.938857 sec): 2 clusters Score: Raw -498.307223 + Penalty 302.076408 = -196.230815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.939089 sec): 3 clusters Score: Raw -542.894600 + Penalty 602.080592 = 59.185992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.939551 sec): 2 clusters Score: Raw -300.125655 + Penalty 255.880948 = -44.244707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.939771 sec): 3 clusters Score: Raw -298.858001 + Penalty 510.570983 = 211.712981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.940251 sec): 2 clusters Score: Raw -510.119499 + Penalty 304.839801 = -205.279699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.940483 sec): 3 clusters Score: Raw -555.941423 + Penalty 602.936321 = 46.994898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.940965 sec): 2 clusters Score: Raw -280.305599 + Penalty 166.072776 = -114.232824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941187 sec): 3 clusters Score: Raw -285.013592 + Penalty 311.782994 = 26.769402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.941629 sec): 2 clusters Score: Raw -35.323047 + Penalty 0.000000 = -35.323047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941820 sec): 2 clusters Score: Raw -35.323047 + Penalty 0.000000 = -35.323047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.942282 sec): 2 clusters Score: Raw -292.873880 + Penalty 181.731606 = -111.142275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.942505 sec): 3 clusters Score: Raw -299.112458 + Penalty 362.477219 = 63.364761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.942974 sec): 2 clusters Score: Raw -432.478841 + Penalty 259.603668 = -172.875173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.943201 sec): 3 clusters Score: Raw -447.727782 + Penalty 514.550065 = 66.822283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.943687 sec): 2 clusters Score: Raw -513.030705 + Penalty 157.270380 = -355.760325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.943929 sec): 3 clusters Score: Raw -535.048461 + Penalty 311.246834 = -223.801627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.944398 sec): 2 clusters Score: Raw -348.551164 + Penalty 146.511382 = -202.039782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.944625 sec): 3 clusters Score: Raw -357.273250 + Penalty 288.965968 = -68.307282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.945082 sec): 2 clusters Score: Raw -198.558449 + Penalty 155.552113 = -43.006335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.945298 sec): 3 clusters Score: Raw -191.340514 + Penalty 315.592161 = 124.251647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.945755 sec): 2 clusters Score: Raw -186.164719 + Penalty 70.993759 = -115.170960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.945967 sec): 3 clusters Score: Raw -188.040523 + Penalty 141.987518 = -46.053005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.946421 sec): 2 clusters Score: Raw -182.640780 + Penalty 143.104042 = -39.536737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.946636 sec): 3 clusters Score: Raw -179.552694 + Penalty 290.861663 = 111.308970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.947086 sec): 2 clusters Score: Raw -115.640247 + Penalty 119.023603 = 3.383356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.947295 sec): 3 clusters Score: Raw -108.179113 + Penalty 251.543226 = 143.364112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.947767 sec): 2 clusters Score: Raw -231.338747 + Penalty 161.521863 = -69.816884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.947987 sec): 3 clusters Score: Raw -226.130040 + Penalty 335.202777 = 109.072737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.948437 sec): 2 clusters Score: Raw -86.605895 + Penalty 51.741039 = -34.864856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.948638 sec): 3 clusters Score: Raw -84.649089 + Penalty 82.453009 = -2.196080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.949392 sec): 2 clusters Score: Raw -2231.862553 + Penalty 234.751382 = -1997.111171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.949720 sec): 3 clusters Score: Raw -2225.276018 + Penalty 470.231623 = -1755.044395 nChanged 13 SP:Iteration 1F (6.950045 sec): 3 clusters Score: Raw -2241.573229 + Penalty 470.444375 = -1771.128854 nChanged 2 SP:Iteration 2Q (6.950365 sec): 3 clusters Score: Raw -2243.829132 + Penalty 470.444375 = -1773.384757 nChanged 0 SP:Iteration 3F (6.950687 sec): 3 clusters Score: Raw -2243.829132 + Penalty 470.444375 = -1773.384757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.951223 sec): 2 clusters Score: Raw -353.083600 + Penalty 169.949172 = -183.134428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.951428 sec): 2 clusters Score: Raw -353.083600 + Penalty 169.949172 = -183.134428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.951912 sec): 2 clusters Score: Raw -608.511933 + Penalty 364.826616 = -243.685317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.952152 sec): 3 clusters Score: Raw -696.616539 + Penalty 730.088415 = 33.471875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.952593 sec): 2 clusters Score: Raw -33.962231 + Penalty 0.000000 = -33.962231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.952784 sec): 2 clusters Score: Raw -33.962231 + Penalty 0.000000 = -33.962231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 81 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.953253 sec): 2 clusters Score: Raw -428.285234 + Penalty 257.284209 = -171.001026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.953479 sec): 3 clusters Score: Raw -431.988723 + Penalty 515.878758 = 83.890034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.953931 sec): 2 clusters Score: Raw -110.074281 + Penalty 83.856205 = -26.218076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.954141 sec): 3 clusters Score: Raw -102.844515 + Penalty 177.622910 = 74.778395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.954602 sec): 2 clusters Score: Raw -306.959268 + Penalty 248.598929 = -58.360339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.954822 sec): 3 clusters Score: Raw -302.591402 + Penalty 501.006118 = 198.414716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.955293 sec): 2 clusters Score: Raw -178.258349 + Penalty 126.655124 = -51.603225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.955505 sec): 3 clusters Score: Raw -172.052027 + Penalty 239.135478 = 67.083451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.955947 sec): 2 clusters Score: Raw -34.757491 + Penalty 0.000000 = -34.757491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.956136 sec): 2 clusters Score: Raw -34.757491 + Penalty 0.000000 = -34.757491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.956600 sec): 2 clusters Score: Raw -317.103480 + Penalty 203.591831 = -113.511649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.956822 sec): 3 clusters Score: Raw -310.515624 + Penalty 422.312304 = 111.796681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.957284 sec): 2 clusters Score: Raw -259.451792 + Penalty 192.911234 = -66.540557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.957504 sec): 3 clusters Score: Raw -256.314286 + Penalty 384.268112 = 127.953826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.957971 sec): 2 clusters Score: Raw -379.076367 + Penalty 297.579624 = -81.496743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.958195 sec): 3 clusters Score: Raw -390.136826 + Penalty 587.343408 = 197.206582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.958647 sec): 2 clusters Score: Raw -160.772881 + Penalty 126.148716 = -34.624165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.958858 sec): 3 clusters Score: Raw -151.192162 + Penalty 252.297432 = 101.105270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 90 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.959307 sec): 2 clusters Score: Raw -113.835575 + Penalty 93.266703 = -20.568872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.959516 sec): 3 clusters Score: Raw -106.948418 + Penalty 183.175237 = 76.226819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.959963 sec): 2 clusters Score: Raw -70.001865 + Penalty 45.216203 = -24.785662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.960169 sec): 3 clusters Score: Raw -63.874189 + Penalty 90.432406 = 26.558218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.960626 sec): 2 clusters Score: Raw -227.705026 + Penalty 161.813215 = -65.891812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.960843 sec): 3 clusters Score: Raw -226.334141 + Penalty 303.208883 = 76.874742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.961306 sec): 2 clusters Score: Raw -281.490633 + Penalty 190.415580 = -91.075053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.961528 sec): 3 clusters Score: Raw -297.761343 + Penalty 384.978027 = 87.216684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.961984 sec): 2 clusters Score: Raw -33.828718 + Penalty 0.000000 = -33.828718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.962174 sec): 2 clusters Score: Raw -33.828718 + Penalty 0.000000 = -33.828718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.962619 sec): 2 clusters Score: Raw -75.100120 + Penalty 66.032959 = -9.067161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.962812 sec): 2 clusters Score: Raw -75.100120 + Penalty 66.032959 = -9.067161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.963263 sec): 2 clusters Score: Raw -146.381576 + Penalty 101.153596 = -45.227980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.963476 sec): 3 clusters Score: Raw -138.976209 + Penalty 202.307191 = 63.330982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.963931 sec): 2 clusters Score: Raw -192.306748 + Penalty 155.089154 = -37.217595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.964148 sec): 3 clusters Score: Raw -186.160346 + Penalty 310.901138 = 124.740792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.964592 sec): 2 clusters Score: Raw -73.808670 + Penalty 53.031140 = -20.777530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.964796 sec): 3 clusters Score: Raw -65.354008 + Penalty 106.062280 = 40.708272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.965251 sec): 2 clusters Score: Raw -139.652793 + Penalty 126.912479 = -12.740314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.965464 sec): 3 clusters Score: Raw -136.285125 + Penalty 284.025227 = 147.740102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.965920 sec): 2 clusters Score: Raw -213.483574 + Penalty 196.777492 = -16.706081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.966134 sec): 3 clusters Score: Raw -203.702997 + Penalty 396.727794 = 193.024797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.966593 sec): 2 clusters Score: Raw -254.304383 + Penalty 175.422954 = -78.881428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.966814 sec): 3 clusters Score: Raw -255.197500 + Penalty 352.146131 = 96.948632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.967253 sec): 2 clusters Score: Raw -33.930442 + Penalty 0.000000 = -33.930442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.967440 sec): 2 clusters Score: Raw -33.930442 + Penalty 0.000000 = -33.930442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.967893 sec): 2 clusters Score: Raw -116.530548 + Penalty 115.214033 = -1.316514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.968104 sec): 3 clusters Score: Raw -109.788917 + Penalty 229.481484 = 119.692567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.968576 sec): 2 clusters Score: Raw -235.450109 + Penalty 156.427605 = -79.022503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.968795 sec): 3 clusters Score: Raw -233.529202 + Penalty 310.792280 = 77.263078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.969235 sec): 2 clusters Score: Raw -36.020974 + Penalty 0.000000 = -36.020974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.969422 sec): 2 clusters Score: Raw -36.020974 + Penalty 0.000000 = -36.020974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.969872 sec): 2 clusters Score: Raw -159.080205 + Penalty 151.424468 = -7.655737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.970086 sec): 3 clusters Score: Raw -154.063010 + Penalty 302.848935 = 148.785925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.970530 sec): 2 clusters Score: Raw -75.077355 + Penalty 70.738721 = -4.338634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.970722 sec): 2 clusters Score: Raw -75.077355 + Penalty 70.738721 = -4.338634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.971178 sec): 2 clusters Score: Raw -212.620569 + Penalty 192.382370 = -20.238200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.971393 sec): 3 clusters Score: Raw -198.496645 + Penalty 385.091143 = 186.594498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.971845 sec): 2 clusters Score: Raw -132.618995 + Penalty 73.170566 = -59.448429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.972057 sec): 3 clusters Score: Raw -129.224413 + Penalty 161.967038 = 32.742625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.972502 sec): 2 clusters Score: Raw -75.802350 + Penalty 79.564396 = 3.762046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.972708 sec): 3 clusters Score: Raw -67.659396 + Penalty 159.128792 = 91.469396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.973148 sec): 2 clusters Score: Raw -34.218122 + Penalty 0.000000 = -34.218122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.973337 sec): 2 clusters Score: Raw -34.218122 + Penalty 0.000000 = -34.218122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.973793 sec): 2 clusters Score: Raw -170.668958 + Penalty 104.055858 = -66.613100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.974008 sec): 3 clusters Score: Raw -168.178936 + Penalty 207.817184 = 39.638248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.974448 sec): 2 clusters Score: Raw -33.693840 + Penalty 0.000000 = -33.693840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.974637 sec): 2 clusters Score: Raw -33.693840 + Penalty 0.000000 = -33.693840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.975097 sec): 2 clusters Score: Raw -116.765243 + Penalty 115.007401 = -1.757843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.975309 sec): 3 clusters Score: Raw -110.479134 + Penalty 212.227692 = 101.748558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.975760 sec): 2 clusters Score: Raw -158.298977 + Penalty 153.389263 = -4.909714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.975972 sec): 3 clusters Score: Raw -150.619510 + Penalty 306.778526 = 156.159016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.976435 sec): 2 clusters Score: Raw -253.240850 + Penalty 173.383595 = -79.857256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.976655 sec): 3 clusters Score: Raw -253.697280 + Penalty 336.302671 = 82.605391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.977110 sec): 2 clusters Score: Raw -196.851134 + Penalty 189.448090 = -7.403045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.977327 sec): 3 clusters Score: Raw -191.177837 + Penalty 379.757128 = 188.579291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.977767 sec): 2 clusters Score: Raw -35.971082 + Penalty 0.000000 = -35.971082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.977960 sec): 2 clusters Score: Raw -35.971082 + Penalty 0.000000 = -35.971082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.978402 sec): 2 clusters Score: Raw -34.928158 + Penalty 0.000000 = -34.928158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.978591 sec): 2 clusters Score: Raw -34.928158 + Penalty 0.000000 = -34.928158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.979040 sec): 2 clusters Score: Raw -126.977836 + Penalty 133.547839 = 6.570004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.979250 sec): 3 clusters Score: Raw -115.935168 + Penalty 262.664292 = 146.729124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.979691 sec): 2 clusters Score: Raw -34.198793 + Penalty 0.000000 = -34.198793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.979882 sec): 2 clusters Score: Raw -34.198793 + Penalty 0.000000 = -34.198793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.980338 sec): 2 clusters Score: Raw -209.283663 + Penalty 181.442012 = -27.841651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.980553 sec): 3 clusters Score: Raw -197.433785 + Penalty 364.171821 = 166.738036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.980993 sec): 2 clusters Score: Raw -34.876377 + Penalty 0.000000 = -34.876377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.981182 sec): 2 clusters Score: Raw -34.876377 + Penalty 0.000000 = -34.876377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.981634 sec): 2 clusters Score: Raw -34.383729 + Penalty 0.000000 = -34.383729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.981824 sec): 2 clusters Score: Raw -34.383729 + Penalty 0.000000 = -34.383729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982289 sec): 2 clusters Score: Raw -319.252231 + Penalty 224.861508 = -94.390724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.982511 sec): 3 clusters Score: Raw -324.442028 + Penalty 449.627169 = 125.185141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982949 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983134 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.983573 sec): 2 clusters Score: Raw -35.490432 + Penalty 0.000000 = -35.490432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983763 sec): 2 clusters Score: Raw -35.490432 + Penalty 0.000000 = -35.490432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.984202 sec): 2 clusters Score: Raw -33.738420 + Penalty 0.000000 = -33.738420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.984391 sec): 2 clusters Score: Raw -33.738420 + Penalty 0.000000 = -33.738420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.984833 sec): 2 clusters Score: Raw -81.872276 + Penalty 90.737484 = 8.865207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.985025 sec): 2 clusters Score: Raw -81.872276 + Penalty 90.737484 = 8.865207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.985463 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.985650 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986094 sec): 2 clusters Score: Raw -82.452396 + Penalty 87.536253 = 5.083857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986298 sec): 3 clusters Score: Raw -71.708860 + Penalty 175.072505 = 103.363645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986738 sec): 2 clusters Score: Raw -35.225219 + Penalty 0.000000 = -35.225219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986928 sec): 2 clusters Score: Raw -35.225219 + Penalty 0.000000 = -35.225219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.987371 sec): 2 clusters Score: Raw -78.514570 + Penalty 70.627254 = -7.887316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.987564 sec): 2 clusters Score: Raw -78.514570 + Penalty 70.627254 = -7.887316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.988005 sec): 2 clusters Score: Raw -34.405513 + Penalty 0.000000 = -34.405513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.988206 sec): 2 clusters Score: Raw -34.405513 + Penalty 0.000000 = -34.405513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.988650 sec): 2 clusters Score: Raw -72.760282 + Penalty 63.215520 = -9.544762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.988842 sec): 2 clusters Score: Raw -72.760282 + Penalty 63.215520 = -9.544762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.989281 sec): 2 clusters Score: Raw -34.047871 + Penalty 0.000000 = -34.047871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.989470 sec): 2 clusters Score: Raw -34.047871 + Penalty 0.000000 = -34.047871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.989909 sec): 2 clusters Score: Raw -34.804839 + Penalty 0.000000 = -34.804839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.990098 sec): 2 clusters Score: Raw -34.804839 + Penalty 0.000000 = -34.804839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.990534 sec): 2 clusters Score: Raw -33.129208 + Penalty 0.000000 = -33.129208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.990721 sec): 2 clusters Score: Raw -33.129208 + Penalty 0.000000 = -33.129208 nChanged 0 Deleting Class 141 (2 points): Lose 31.516532 but Gain 1244.736588 Iteration 20F (7.830964 sec): 134 clusters Score: Raw -357331.818648 + Penalty 111569.702821 = -245762.115827 nChanged 99 Deleting Class 145 (2 points): Lose 16.093880 but Gain 1200.822109 Iteration 21Q (7.894918 sec): 133 clusters Score: Raw -357368.971229 + Penalty 110375.183830 = -246993.787399 nChanged 59 Deleting Class 138 (1 points): Lose 7.049517 but Gain 1184.066133 Iteration 22Q (7.956075 sec): 132 clusters Score: Raw -357381.165016 + Penalty 109153.491560 = -248227.673455 nChanged 46 Deleting Class 146 (1 points): Lose 9.698171 but Gain 1186.569776 Iteration 23Q (8.016748 sec): 131 clusters Score: Raw -357385.969869 + Penalty 108006.386188 = -249379.583680 nChanged 45 Deleting Class 88 (9 points): Lose 131.444486 but Gain 1287.789644 Iteration 24Q (8.077723 sec): 130 clusters Score: Raw -357272.459982 + Penalty 106838.748931 = -250433.711051 nChanged 44 Deleting Class 128 (1 points): Lose 11.310326 but Gain 1150.557757 Iteration 25Q (8.138077 sec): 129 clusters Score: Raw -357320.797984 + Penalty 105796.724403 = -251524.073580 nChanged 32 Deleting Class 21 (8 points): Lose 99.043731 but Gain 1236.623808 Iteration 26Q (8.197726 sec): 128 clusters Score: Raw -357247.380751 + Penalty 104608.141296 = -252639.239455 nChanged 34 Deleting Class 127 (1 points): Lose 4.213318 but Gain 1139.543949 Iteration 27Q (8.256278 sec): 127 clusters Score: Raw -357278.133479 + Penalty 103473.090763 = -253805.042716 nChanged 19 Deleting Class 129 (3 points): Lose 27.671707 but Gain 1155.868953 Iteration 28Q (8.315383 sec): 126 clusters Score: Raw -357254.811249 + Penalty 102236.140932 = -255018.670317 nChanged 19 Deleting Class 83 (7 points): Lose 89.752844 but Gain 1214.766075 Iteration 29Q (8.372928 sec): 125 clusters Score: Raw -357184.333673 + Penalty 100878.272609 = -256306.061063 nChanged 28 Deleting Class 100 (5 points): Lose 42.259942 but Gain 1162.565363 Iteration 30F (9.130295 sec): 124 clusters Score: Raw -357193.155603 + Penalty 99751.112206 = -257442.043397 nChanged 38 Deleting Class 64 (1 points): Lose 14.715046 but Gain 1134.514858 Iteration 31Q (9.188288 sec): 123 clusters Score: Raw -357253.600689 + Penalty 98703.017167 = -258550.583521 nChanged 32 Deleting Class 15 (26 points): Lose 240.867560 but Gain 1360.038506 Iteration 32Q (9.246156 sec): 122 clusters Score: Raw -357041.507093 + Penalty 97563.689579 = -259477.817514 nChanged 61 Deleting Class 61 (7 points): Lose 131.877123 but Gain 1250.349293 Iteration 33Q (9.305437 sec): 121 clusters Score: Raw -357060.458992 + Penalty 96424.606576 = -260635.852417 nChanged 38 Deleting Class 79 (18 points): Lose 122.412237 but Gain 1224.959197 Iteration 34Q (9.363862 sec): 120 clusters Score: Raw -356995.317915 + Penalty 95196.354594 = -261798.963321 nChanged 51 Deleting Class 29 (19 points): Lose 171.885167 but Gain 1264.001974 Iteration 35Q (9.423497 sec): 119 clusters Score: Raw -356907.726364 + Penalty 94008.903793 = -262898.822571 nChanged 59 Deleting Class 130 (2 points): Lose 35.798067 but Gain 1105.870358 Iteration 36Q (9.481751 sec): 118 clusters Score: Raw -356947.795550 + Penalty 92976.596127 = -263971.199423 nChanged 35 Deleting Class 22 (2 points): Lose 16.472192 but Gain 1083.470391 Iteration 37Q (9.540013 sec): 117 clusters Score: Raw -356963.519604 + Penalty 91932.157846 = -265031.361758 nChanged 23 Deleting Class 109 (6 points): Lose 58.956737 but Gain 1125.294402 Iteration 38Q (9.597338 sec): 116 clusters Score: Raw -356921.041765 + Penalty 90862.730194 = -266058.311571 nChanged 28 Deleting Class 112 (2 points): Lose 26.535066 but Gain 1091.464197 Iteration 39Q (9.653881 sec): 115 clusters Score: Raw -356916.718779 + Penalty 89793.218840 = -267123.499939 nChanged 18 Deleting Class 126 (5 points): Lose 63.708169 but Gain 1119.263104 Iteration 40F (10.354746 sec): 114 clusters Score: Raw -356882.381866 + Penalty 88762.942632 = -268119.439234 nChanged 28 Deleting Class 131 (6 points): Lose 75.392766 but Gain 1125.592809 Iteration 41Q (10.410656 sec): 113 clusters Score: Raw -356850.703807 + Penalty 87663.636612 = -269187.067195 nChanged 29 Deleting Class 106 (1 points): Lose 4.534110 but Gain 1044.142132 Iteration 42Q (10.467729 sec): 112 clusters Score: Raw -356874.442545 + Penalty 86661.215306 = -270213.227239 nChanged 14 Deleting Class 132 (1 points): Lose 6.881764 but Gain 1042.420254 Iteration 43Q (10.525113 sec): 111 clusters Score: Raw -356878.374034 + Penalty 85628.943691 = -271249.430343 nChanged 9 Deleting Class 85 (1 points): Lose 5.500168 but Gain 1035.836111 Iteration 44Q (10.579923 sec): 110 clusters Score: Raw -356876.901595 + Penalty 84606.112859 = -272270.788737 nChanged 8 Deleting Class 133 (1 points): Lose 7.610742 but Gain 1037.262855 Iteration 45Q (10.635532 sec): 109 clusters Score: Raw -356873.358588 + Penalty 83613.044355 = -273260.314233 nChanged 4 Deleting Class 60 (13 points): Lose 90.614104 but Gain 1119.835418 Iteration 46Q (10.690479 sec): 108 clusters Score: Raw -356794.503910 + Penalty 82606.599718 = -274187.904192 nChanged 16 Deleting Class 48 (5 points): Lose 57.615443 but Gain 1117.443869 Iteration 47Q (10.746206 sec): 107 clusters Score: Raw -356789.689129 + Penalty 81498.804726 = -275290.884403 nChanged 9 Deleting Class 62 (15 points): Lose 90.745283 but Gain 1111.254943 Iteration 48Q (10.800069 sec): 106 clusters Score: Raw -356712.925404 + Penalty 80409.966471 = -276302.958934 nChanged 24 Deleting Class 122 (4 points): Lose 38.530095 but Gain 1052.096775 Iteration 49Q (10.855277 sec): 105 clusters Score: Raw -356706.370426 + Penalty 79376.468490 = -277329.901936 nChanged 14 Deleting Class 72 (3 points): Lose 18.890438 but Gain 1030.160343 Iteration 50F (11.491717 sec): 104 clusters Score: Raw -356703.519998 + Penalty 78366.414280 = -278337.105718 nChanged 14 Deleting Class 59 (6 points): Lose 63.667215 but Gain 1067.477269 Iteration 51Q (11.547664 sec): 103 clusters Score: Raw -356663.674847 + Penalty 77311.951573 = -279351.723274 nChanged 18 Deleting Class 136 (10 points): Lose 73.033709 but Gain 1067.100494 Iteration 52Q (11.602561 sec): 102 clusters Score: Raw -356605.991220 + Penalty 76273.330324 = -280332.660896 nChanged 23 Deleting Class 121 (3 points): Lose 25.383935 but Gain 995.399734 Iteration 53Q (11.656496 sec): 101 clusters Score: Raw -356610.743373 + Penalty 75289.655990 = -281321.087383 nChanged 11 Deleting Class 66 (11 points): Lose 59.656507 but Gain 1029.429949 Iteration 54Q (11.710095 sec): 100 clusters Score: Raw -356563.900324 + Penalty 74304.167870 = -282259.732454 nChanged 16 Deleting Class 113 (1 points): Lose 3.575779 but Gain 972.419843 Iteration 55Q (11.764290 sec): 99 clusters Score: Raw -356597.682386 + Penalty 73337.731125 = -283259.951261 nChanged 5 Deleting Class 103 (3 points): Lose 34.967442 but Gain 997.188158 Iteration 56Q (11.816794 sec): 98 clusters Score: Raw -356565.362995 + Penalty 72347.843462 = -284217.519532 nChanged 5 Deleting Class 107 (4 points): Lose 83.285307 but Gain 1038.620245 Iteration 57Q (11.869320 sec): 97 clusters Score: Raw -356488.950765 + Penalty 71370.221327 = -285118.729439 nChanged 9 Deleting Class 149 (2 points): Lose 14.963658 but Gain 968.864509 Iteration 58Q (11.921653 sec): 96 clusters Score: Raw -356518.704843 + Penalty 70419.463456 = -286099.241387 nChanged 5 Deleting Class 139 (1 points): Lose 0.801451 but Gain 953.735973 Iteration 59Q (11.973901 sec): 95 clusters Score: Raw -356527.094644 + Penalty 69472.480501 = -287054.614143 nChanged 3 Deleting Class 41 (16 points): Lose 102.101766 but Gain 1053.511319 Iteration 60F (12.551107 sec): 94 clusters Score: Raw -356431.668030 + Penalty 68475.099699 = -287956.568332 nChanged 19 Deleting Class 108 (2 points): Lose 19.156456 but Gain 970.393606 Iteration 61Q (12.605347 sec): 93 clusters Score: Raw -356464.375500 + Penalty 67512.822015 = -288951.553486 nChanged 8 Deleting Class 94 (1 points): Lose 6.209735 but Gain 949.736709 Iteration 62Q (12.658284 sec): 92 clusters Score: Raw -356467.357034 + Penalty 66589.136686 = -289878.220349 nChanged 3 Deleting Class 51 (5 points): Lose 51.240259 but Gain 989.049264 Iteration 63Q (12.711355 sec): 91 clusters Score: Raw -356422.395306 + Penalty 65620.185268 = -290802.210038 nChanged 8 Deleting Class 150 (1 points): Lose 7.186709 but Gain 936.710780 Iteration 64Q (12.763860 sec): 90 clusters Score: Raw -356427.535247 + Penalty 64772.881849 = -291654.653397 nChanged 7 Deleting Class 38 (24 points): Lose 150.645080 but Gain 1077.467264 Iteration 65Q (12.815440 sec): 89 clusters Score: Raw -356290.354620 + Penalty 63734.599509 = -292555.755111 nChanged 30 Deleting Class 81 (11 points): Lose 93.483126 but Gain 1020.232385 Iteration 66Q (12.867444 sec): 88 clusters Score: Raw -356268.651779 + Penalty 62742.024001 = -293526.627778 nChanged 23 Deleting Class 153 (1 points): Lose 3.214894 but Gain 928.862343 Iteration 67Q (12.919240 sec): 87 clusters Score: Raw -356298.942673 + Penalty 61808.421908 = -294490.520766 nChanged 17 Deleting Class 37 (3 points): Lose 50.073098 but Gain 971.948686 Iteration 68Q (12.970207 sec): 86 clusters Score: Raw -356264.004219 + Penalty 60948.521491 = -295315.482729 nChanged 12 Deleting Class 57 (25 points): Lose 107.718332 but Gain 1011.692414 Iteration 69Q (13.021443 sec): 85 clusters Score: Raw -356188.440932 + Penalty 60040.848038 = -296147.592893 nChanged 31 Deleting Class 49 (11 points): Lose 52.763642 but Gain 954.705431 Iteration 70F (13.540573 sec): 84 clusters Score: Raw -356188.811423 + Penalty 59150.349133 = -297038.462290 nChanged 20 Deleting Class 97 (6 points): Lose 45.344455 but Gain 945.794307 Iteration 71Q (13.592024 sec): 83 clusters Score: Raw -356164.431730 + Penalty 58204.559436 = -297959.872294 nChanged 13 Deleting Class 86 (8 points): Lose 33.811478 but Gain 930.957422 Iteration 72Q (13.643553 sec): 82 clusters Score: Raw -356144.206884 + Penalty 57278.551887 = -298865.654998 nChanged 14 Deleting Class 101 (8 points): Lose 45.208637 but Gain 942.166210 Iteration 73Q (13.694711 sec): 81 clusters Score: Raw -356110.870376 + Penalty 56374.588063 = -299736.282313 nChanged 13 Deleting Class 87 (7 points): Lose 53.622597 but Gain 942.650977 Iteration 74Q (13.745419 sec): 80 clusters Score: Raw -356075.606265 + Penalty 55434.399435 = -300641.206830 nChanged 14 Deleting Class 69 (5 points): Lose 38.806903 but Gain 919.004998 Iteration 75Q (13.795453 sec): 79 clusters Score: Raw -356047.449158 + Penalty 54579.521436 = -301467.927723 nChanged 12 Deleting Class 63 (8 points): Lose 40.841606 but Gain 929.344216 Iteration 76Q (13.846151 sec): 78 clusters Score: Raw -356019.344246 + Penalty 53720.562072 = -302298.782173 nChanged 14 Deleting Class 92 (7 points): Lose 32.801402 but Gain 908.644073 Iteration 77Q (13.895123 sec): 77 clusters Score: Raw -355999.186834 + Penalty 52813.635189 = -303185.551645 nChanged 14 Deleting Class 23 (9 points): Lose 81.432343 but Gain 956.953907 Iteration 78Q (13.945751 sec): 76 clusters Score: Raw -355926.604400 + Penalty 51871.409200 = -304055.195200 nChanged 12 Deleting Class 95 (2 points): Lose 33.700288 but Gain 905.839979 Iteration 79Q (13.995248 sec): 75 clusters Score: Raw -355911.058809 + Penalty 50986.086753 = -304924.972056 nChanged 7 Deleting Class 58 (3 points): Lose 21.717432 but Gain 879.165396 Iteration 80F (14.454967 sec): 74 clusters Score: Raw -355912.587092 + Penalty 50112.332803 = -305800.254289 nChanged 9 Deleting Class 46 (29 points): Lose 138.580995 but Gain 986.205297 Iteration 81Q (14.504462 sec): 73 clusters Score: Raw -355779.699930 + Penalty 49209.349822 = -306570.350108 nChanged 30 Deleting Class 50 (21 points): Lose 95.265586 but Gain 942.476465 Iteration 82Q (14.553657 sec): 72 clusters Score: Raw -355752.274492 + Penalty 48298.924329 = -307453.350163 nChanged 35 Deleting Class 151 (2 points): Lose 27.505165 but Gain 867.190360 Iteration 83Q (14.603586 sec): 71 clusters Score: Raw -355774.301758 + Penalty 47480.072440 = -308294.229319 nChanged 14 Deleting Class 42 (65 points): Lose 301.503202 but Gain 1140.143090 Iteration 84Q (14.652322 sec): 70 clusters Score: Raw -355481.028223 + Penalty 46389.259532 = -309091.768691 nChanged 69 Deleting Class 89 (4 points): Lose 27.381545 but Gain 865.253894 Iteration 85Q (14.702347 sec): 69 clusters Score: Raw -355625.388340 + Penalty 45530.483400 = -310094.904940 nChanged 22 Deleting Class 99 (4 points): Lose 32.691331 but Gain 870.492543 Iteration 86Q (14.750452 sec): 68 clusters Score: Raw -355615.219056 + Penalty 44664.841773 = -310950.377283 nChanged 10 Deleting Class 80 (1 points): Lose 2.051885 but Gain 839.590570 Iteration 87Q (14.797407 sec): 67 clusters Score: Raw -355621.257014 + Penalty 43825.670048 = -311795.586966 nChanged 5 Deleting Class 152 (1 points): Lose 0.962962 but Gain 834.896592 Iteration 88Q (14.845412 sec): 66 clusters Score: Raw -355624.636038 + Penalty 42991.174426 = -312633.461611 nChanged 2 Deleting Class 65 (9 points): Lose 42.284227 but Gain 869.765378 Iteration 89Q (14.891842 sec): 65 clusters Score: Raw -355584.554774 + Penalty 42126.575336 = -313457.979438 nChanged 10 Deleting Class 93 (9 points): Lose 85.561430 but Gain 905.516530 Iteration 90F (15.288470 sec): 64 clusters Score: Raw -355511.406389 + Penalty 41255.764865 = -314255.641524 nChanged 13 Deleting Class 71 (5 points): Lose 27.468901 but Gain 845.461545 Iteration 91Q (15.336175 sec): 63 clusters Score: Raw -355519.481737 + Penalty 40429.868819 = -315089.612918 nChanged 12 Deleting Class 102 (1 points): Lose 6.167357 but Gain 822.252710 Iteration 92Q (15.386609 sec): 62 clusters Score: Raw -355525.795175 + Penalty 39616.804996 = -315908.990179 nChanged 8 Deleting Class 73 (6 points): Lose 45.649049 but Gain 857.171636 Iteration 93Q (15.433130 sec): 61 clusters Score: Raw -355483.231569 + Penalty 38766.271757 = -316716.959811 nChanged 9 Deleting Class 124 (7 points): Lose 36.519341 but Gain 847.230156 Iteration 94Q (15.480059 sec): 60 clusters Score: Raw -355460.370123 + Penalty 37921.956073 = -317538.414050 nChanged 12 Deleting Class 11 (34 points): Lose 107.685181 but Gain 917.710193 Iteration 95Q (15.528038 sec): 59 clusters Score: Raw -355363.904995 + Penalty 37015.929064 = -318347.975932 nChanged 37 Deleting Class 5 (10 points): Lose 72.120856 but Gain 874.456923 Iteration 96Q (15.575387 sec): 58 clusters Score: Raw -355338.902483 + Penalty 36184.357474 = -319154.545009 nChanged 20 Deleting Class 90 (4 points): Lose 24.915712 but Gain 826.066254 Iteration 97Q (15.622118 sec): 57 clusters Score: Raw -355351.675395 + Penalty 35378.679391 = -319972.996004 nChanged 16 Deleting Class 84 (6 points): Lose 41.571707 but Gain 835.724476 Iteration 98Q (15.668895 sec): 56 clusters Score: Raw -355326.949270 + Penalty 34536.328035 = -320790.621235 nChanged 10 Deleting Class 35 (7 points): Lose 66.443109 but Gain 855.084331 Iteration 99Q (15.715492 sec): 55 clusters Score: Raw -355276.768274 + Penalty 33815.236064 = -321461.532210 nChanged 9 Deleting Class 7 (19 points): Lose 106.445697 but Gain 894.742225 Iteration 100F (16.055541 sec): 54 clusters Score: Raw -355214.635557 + Penalty 32927.194037 = -322287.441520 nChanged 21 Deleting Class 43 (16 points): Lose 81.825868 but Gain 866.495940 Iteration 101Q (16.100695 sec): 53 clusters Score: Raw -355174.990083 + Penalty 32080.878389 = -323094.111694 nChanged 19 Deleting Class 18 (116 points): Lose 470.374280 but Gain 1247.018737 Iteration 102Q (16.146173 sec): 52 clusters Score: Raw -354732.812245 + Penalty 31015.062513 = -323717.749732 nChanged 125 Deleting Class 52 (5 points): Lose 42.869782 but Gain 816.416677 Iteration 103Q (16.193796 sec): 51 clusters Score: Raw -355036.800995 + Penalty 30231.242399 = -324805.558597 nChanged 43 Deleting Class 96 (5 points): Lose 52.065371 but Gain 823.754062 Iteration 104Q (16.239646 sec): 50 clusters Score: Raw -355029.010288 + Penalty 29482.929204 = -325546.081084 nChanged 30 Deleting Class 39 (26 points): Lose 148.656326 but Gain 898.912816 Iteration 105Q (16.284383 sec): 49 clusters Score: Raw -354917.833565 + Penalty 28632.516986 = -326285.316579 nChanged 44 Deleting Class 120 (1 points): Lose 4.653916 but Gain 753.388711 Iteration 106Q (16.329078 sec): 48 clusters Score: Raw -354977.387354 + Penalty 27903.402930 = -327073.984424 nChanged 22 Deleting Class 25 (1 points): Lose 7.575973 but Gain 745.508511 Iteration 107Q (16.373489 sec): 47 clusters Score: Raw -354991.982730 + Penalty 27187.726318 = -327804.256412 nChanged 13 Deleting Class 34 (9 points): Lose 33.893018 but Gain 766.227874 Iteration 108Q (16.417151 sec): 46 clusters Score: Raw -354969.275095 + Penalty 26463.936362 = -328505.338733 nChanged 23 Deleting Class 98 (2 points): Lose 9.430313 but Gain 727.481053 Iteration 109Q (16.460628 sec): 45 clusters Score: Raw -354979.527679 + Penalty 25748.516149 = -329231.011530 nChanged 13 Deleting Class 53 (2 points): Lose 2.678717 but Gain 717.196308 Iteration 110F (16.740759 sec): 44 clusters Score: Raw -354985.974729 + Penalty 25056.086260 = -329929.888469 nChanged 13 Deleting Class 82 (3 points): Lose 19.595901 but Gain 725.783247 Iteration 111Q (16.784669 sec): 43 clusters Score: Raw -354974.139761 + Penalty 24319.881910 = -330654.257851 nChanged 10 Deleting Class 105 (8 points): Lose 53.918541 but Gain 749.974267 Iteration 112Q (16.827151 sec): 42 clusters Score: Raw -354927.905370 + Penalty 23582.285553 = -331345.619816 nChanged 13 Deleting Class 155 (1 points): Lose 17.331189 but Gain 708.938307 Iteration 113Q (16.869725 sec): 41 clusters Score: Raw -354924.757252 + Penalty 22869.976709 = -332054.780544 nChanged 6 Deleting Class 4 (28 points): Lose 142.667947 but Gain 829.827483 Iteration 114Q (16.912212 sec): 40 clusters Score: Raw -354792.944709 + Penalty 22102.982500 = -332689.962209 nChanged 38 Deleting Class 78 (10 points): Lose 18.982406 but Gain 701.809994 Iteration 115Q (16.954374 sec): 39 clusters Score: Raw -354851.162154 + Penalty 21399.532318 = -333451.629836 nChanged 24 Deleting Class 27 (10 points): Lose 30.073652 but Gain 703.734888 Iteration 116Q (16.997464 sec): 38 clusters Score: Raw -354860.027052 + Penalty 20717.497893 = -334142.529159 nChanged 28 Deleting Class 9 (127 points): Lose 397.607251 but Gain 1060.945939 Iteration 117Q (17.039154 sec): 37 clusters Score: Raw -354496.868933 + Penalty 19771.179586 = -334725.689347 nChanged 142 Deleting Class 17 (18 points): Lose 90.255846 but Gain 746.502948 Iteration 118Q (17.081931 sec): 36 clusters Score: Raw -354625.337892 + Penalty 19122.167967 = -335503.169925 nChanged 71 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -354625.337892 + Penalty 19122.167967 = -335503.169925Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 1 (1113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.110340 sec): 2 clusters Score: Raw -31707.436441 + Penalty 149.580525 = -31557.855916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.112567 sec): 3 clusters Score: Raw -30989.570979 + Penalty 303.566307 = -30686.004672 nChanged 475 SP:Iteration 1F (17.114769 sec): 3 clusters Score: Raw -31297.977008 + Penalty 302.763748 = -30995.213260 nChanged 197 SP:Iteration 2F (17.116932 sec): 3 clusters Score: Raw -31458.942678 + Penalty 296.342089 = -31162.600589 nChanged 92 SP:Iteration 3F (17.119062 sec): 3 clusters Score: Raw -31528.866817 + Penalty 289.559839 = -31239.306977 nChanged 55 SP:Iteration 4Q (17.121167 sec): 3 clusters Score: Raw -31573.000134 + Penalty 285.147972 = -31287.852162 nChanged 44 SP:Iteration 5Q (17.123260 sec): 3 clusters Score: Raw -31610.408337 + Penalty 272.713398 = -31337.694938 nChanged 35 SP:Iteration 6Q (17.125306 sec): 3 clusters Score: Raw -31636.137443 + Penalty 274.453678 = -31361.683765 nChanged 31 SP:Iteration 7Q (17.127304 sec): 3 clusters Score: Raw -31656.445547 + Penalty 269.975087 = -31386.470460 nChanged 22 SP:Iteration 8Q (17.129282 sec): 3 clusters Score: Raw -31675.557175 + Penalty 271.998603 = -31403.558572 nChanged 22 SP:Iteration 9Q (17.131239 sec): 3 clusters Score: Raw -31701.325792 + Penalty 291.283624 = -31410.042168 nChanged 17 SP:Iteration 10F (17.133320 sec): 3 clusters Score: Raw -31719.630538 + Penalty 294.809566 = -31424.820971 nChanged 3 SP:Iteration 11Q (17.135416 sec): 3 clusters Score: Raw -31722.257133 + Penalty 303.525110 = -31418.732022 nChanged 4 SP:Iteration 12F (17.137544 sec): 3 clusters Score: Raw -31727.444139 + Penalty 305.835320 = -31421.608819 nChanged 2 SP:Iteration 13Q (17.139548 sec): 3 clusters Score: Raw -31729.926260 + Penalty 310.775444 = -31419.150815 nChanged 1 SP:Iteration 14F (17.141629 sec): 3 clusters Score: Raw -31731.407391 + Penalty 310.775444 = -31420.631946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.142271 sec): 2 clusters Score: Raw -1563.533298 + Penalty 116.002297 = -1447.531000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.142594 sec): 3 clusters Score: Raw -1537.877391 + Penalty 234.841504 = -1303.035888 nChanged 14 SP:Iteration 1F (17.142903 sec): 3 clusters Score: Raw -1556.300804 + Penalty 236.191138 = -1320.109666 nChanged 5 SP:Iteration 2F (17.143211 sec): 3 clusters Score: Raw -1563.341663 + Penalty 236.965366 = -1326.376297 nChanged 1 SP:Iteration 3Q (17.143514 sec): 3 clusters Score: Raw -1563.954032 + Penalty 236.965366 = -1326.988666 nChanged 0 SP:Iteration 4F (17.143821 sec): 3 clusters Score: Raw -1563.954032 + Penalty 236.965366 = -1326.988666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 3 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.151237 sec): 2 clusters Score: Raw -42728.135537 + Penalty 89.790132 = -42638.345405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.154228 sec): 3 clusters Score: Raw -41744.040296 + Penalty 183.113254 = -41560.927041 nChanged 689 SP:Iteration 1F (17.157115 sec): 3 clusters Score: Raw -42277.427281 + Penalty 187.710291 = -42089.716991 nChanged 142 SP:Iteration 2F (17.159974 sec): 3 clusters Score: Raw -42385.580929 + Penalty 192.825044 = -42192.755885 nChanged 107 SP:Iteration 3F (17.162925 sec): 3 clusters Score: Raw -42482.052842 + Penalty 196.835899 = -42285.216942 nChanged 72 SP:Iteration 4Q (17.165707 sec): 3 clusters Score: Raw -42536.974446 + Penalty 200.426738 = -42336.547708 nChanged 49 SP:Iteration 5Q (17.168478 sec): 3 clusters Score: Raw -42559.591487 + Penalty 203.457359 = -42356.134129 nChanged 44 SP:Iteration 6Q (17.171290 sec): 3 clusters Score: Raw -42577.508535 + Penalty 207.123929 = -42370.384606 nChanged 44 SP:Iteration 7Q (17.174013 sec): 3 clusters Score: Raw -42600.152958 + Penalty 210.227532 = -42389.925426 nChanged 38 SP:Iteration 8Q (17.176757 sec): 3 clusters Score: Raw -42615.731538 + Penalty 214.374843 = -42401.356695 nChanged 31 SP:Iteration 9Q (17.179573 sec): 3 clusters Score: Raw -42629.057963 + Penalty 217.552754 = -42411.505208 nChanged 35 SP:Iteration 10F (17.182653 sec): 3 clusters Score: Raw -42644.102600 + Penalty 221.167532 = -42422.935068 nChanged 25 SP:Iteration 11Q (17.185524 sec): 3 clusters Score: Raw -42651.088261 + Penalty 224.527229 = -42426.561032 nChanged 21 SP:Iteration 12Q (17.188220 sec): 3 clusters Score: Raw -42657.196116 + Penalty 228.690821 = -42428.505295 nChanged 20 SP:Iteration 13Q (17.190798 sec): 3 clusters Score: Raw -42662.745138 + Penalty 232.660943 = -42430.084195 nChanged 17 SP:Iteration 14Q (17.193343 sec): 3 clusters Score: Raw -42666.581905 + Penalty 235.810725 = -42430.771180 nChanged 13 SP:Iteration 15Q (17.195966 sec): 3 clusters Score: Raw -42669.519930 + Penalty 236.885349 = -42432.634582 nChanged 19 SP:Iteration 16Q (17.198480 sec): 3 clusters Score: Raw -42676.847733 + Penalty 238.270514 = -42438.577219 nChanged 19 SP:Iteration 17Q (17.201035 sec): 3 clusters Score: Raw -42684.843704 + Penalty 243.830777 = -42441.012927 nChanged 28 SP:Iteration 18Q (17.203680 sec): 3 clusters Score: Raw -42697.690419 + Penalty 250.705871 = -42446.984548 nChanged 19 SP:Iteration 19Q (17.206207 sec): 3 clusters Score: Raw -42705.214275 + Penalty 254.395537 = -42450.818738 nChanged 14 SP:Iteration 20F (17.209014 sec): 3 clusters Score: Raw -42709.440300 + Penalty 255.812033 = -42453.628266 nChanged 10 SP:Iteration 21Q (17.211481 sec): 3 clusters Score: Raw -42711.727560 + Penalty 259.623308 = -42452.104252 nChanged 8 SP:Iteration 22F (17.214363 sec): 3 clusters Score: Raw -42713.710281 + Penalty 261.370390 = -42452.339891 nChanged 7 SP:Iteration 23Q (17.216783 sec): 3 clusters Score: Raw -42715.503139 + Penalty 266.389833 = -42449.113306 nChanged 10 SP:Iteration 24F (17.219577 sec): 3 clusters Score: Raw -42718.920814 + Penalty 271.458053 = -42447.462761 nChanged 16 SP:Iteration 25F (17.222367 sec): 3 clusters Score: Raw -42726.923637 + Penalty 276.551613 = -42450.372023 nChanged 13 SP:Iteration 26Q (17.224707 sec): 3 clusters Score: Raw -42734.134833 + Penalty 282.987788 = -42451.147045 nChanged 11 SP:Iteration 27Q (17.227031 sec): 3 clusters Score: Raw -42739.328807 + Penalty 279.895510 = -42459.433297 nChanged 6 SP:Iteration 28Q (17.229332 sec): 3 clusters Score: Raw -42741.771470 + Penalty 279.724792 = -42462.046679 nChanged 2 SP:Iteration 29Q (17.231620 sec): 3 clusters Score: Raw -42742.668161 + Penalty 282.784567 = -42459.883594 nChanged 2 SP:Iteration 30F (17.234446 sec): 3 clusters Score: Raw -42743.758949 + Penalty 285.236235 = -42458.522714 nChanged 2 SP:Iteration 31F (17.237284 sec): 3 clusters Score: Raw -42745.329005 + Penalty 285.236235 = -42460.092769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.238804 sec): 2 clusters Score: Raw -3446.591724 + Penalty 343.490889 = -3103.100835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.239216 sec): 3 clusters Score: Raw -3438.061318 + Penalty 692.006227 = -2746.055091 nChanged 19 SP:Iteration 1F (17.239614 sec): 3 clusters Score: Raw -3475.638686 + Penalty 693.276434 = -2782.362252 nChanged 3 SP:Iteration 2Q (17.240003 sec): 3 clusters Score: Raw -3480.114535 + Penalty 694.841215 = -2785.273320 nChanged 1 SP:Iteration 3Q (17.240394 sec): 3 clusters Score: Raw -3480.293889 + Penalty 694.841215 = -2785.452675 nChanged 0 SP:Iteration 4F (17.240817 sec): 3 clusters Score: Raw -3480.293889 + Penalty 694.841215 = -2785.452675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.241899 sec): 2 clusters Score: Raw -2726.445732 + Penalty 413.335190 = -2313.110542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.242295 sec): 3 clusters Score: Raw -2757.714350 + Penalty 827.373611 = -1930.340739 nChanged 9 SP:Iteration 1F (17.242683 sec): 3 clusters Score: Raw -2787.221677 + Penalty 836.764922 = -1950.456754 nChanged 7 SP:Iteration 2F (17.243070 sec): 3 clusters Score: Raw -2802.636156 + Penalty 835.907876 = -1966.728281 nChanged 2 SP:Iteration 3Q (17.243440 sec): 3 clusters Score: Raw -2806.702260 + Penalty 835.907876 = -1970.794384 nChanged 0 SP:Iteration 4F (17.243827 sec): 3 clusters Score: Raw -2806.702260 + Penalty 835.907876 = -1970.794384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.251058 sec): 2 clusters Score: Raw -50329.103045 + Penalty 135.484629 = -50193.618417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.254066 sec): 3 clusters Score: Raw -49365.453260 + Penalty 270.649034 = -49094.804226 nChanged 681 SP:Iteration 1F (17.256952 sec): 3 clusters Score: Raw -49703.971215 + Penalty 270.180754 = -49433.790462 nChanged 111 SP:Iteration 2F (17.259839 sec): 3 clusters Score: Raw -49768.629484 + Penalty 269.222371 = -49499.407113 nChanged 124 SP:Iteration 3F (17.262739 sec): 3 clusters Score: Raw -49855.347908 + Penalty 267.541644 = -49587.806264 nChanged 117 SP:Iteration 4F (17.265729 sec): 3 clusters Score: Raw -49960.579586 + Penalty 265.628620 = -49694.950966 nChanged 111 SP:Iteration 5F (17.268707 sec): 3 clusters Score: Raw -50080.944659 + Penalty 264.734148 = -49816.210512 nChanged 83 SP:Iteration 6F (17.271640 sec): 3 clusters Score: Raw -50157.124847 + Penalty 263.397035 = -49893.727812 nChanged 42 SP:Iteration 7Q (17.274457 sec): 3 clusters Score: Raw -50186.322389 + Penalty 263.135803 = -49923.186586 nChanged 28 SP:Iteration 8Q (17.277219 sec): 3 clusters Score: Raw -50199.960390 + Penalty 262.931730 = -49937.028660 nChanged 29 SP:Iteration 9Q (17.279879 sec): 3 clusters Score: Raw -50215.975350 + Penalty 263.292992 = -49952.682358 nChanged 30 SP:Iteration 10F (17.282830 sec): 3 clusters Score: Raw -50234.209373 + Penalty 264.257261 = -49969.952112 nChanged 28 SP:Iteration 11Q (17.285453 sec): 3 clusters Score: Raw -50253.035698 + Penalty 262.714394 = -49990.321304 nChanged 25 SP:Iteration 12Q (17.288182 sec): 3 clusters Score: Raw -50266.194276 + Penalty 262.129306 = -50004.064971 nChanged 20 SP:Iteration 13Q (17.290869 sec): 3 clusters Score: Raw -50277.413671 + Penalty 261.303258 = -50016.110413 nChanged 15 SP:Iteration 14Q (17.293402 sec): 3 clusters Score: Raw -50284.195305 + Penalty 261.025334 = -50023.169971 nChanged 12 SP:Iteration 15Q (17.295909 sec): 3 clusters Score: Raw -50290.232127 + Penalty 260.473871 = -50029.758256 nChanged 13 SP:Iteration 16Q (17.298493 sec): 3 clusters Score: Raw -50294.917019 + Penalty 260.533021 = -50034.383998 nChanged 9 SP:Iteration 17Q (17.301010 sec): 3 clusters Score: Raw -50296.871619 + Penalty 261.210609 = -50035.661011 nChanged 5 SP:Iteration 18Q (17.303553 sec): 3 clusters Score: Raw -50298.067070 + Penalty 261.384804 = -50036.682266 nChanged 1 SP:Iteration 19Q (17.306086 sec): 3 clusters Score: Raw -50298.252445 + Penalty 259.971977 = -50038.280467 nChanged 1 SP:Iteration 20F (17.309007 sec): 3 clusters Score: Raw -50298.401469 + Penalty 260.145423 = -50038.256047 nChanged 1 SP:Iteration 21F (17.311925 sec): 3 clusters Score: Raw -50299.156655 + Penalty 260.382537 = -50038.774119 nChanged 3 SP:Iteration 22Q (17.314448 sec): 3 clusters Score: Raw -50300.355618 + Penalty 260.953195 = -50039.402423 nChanged 3 SP:Iteration 23Q (17.316977 sec): 3 clusters Score: Raw -50301.153838 + Penalty 261.358536 = -50039.795302 nChanged 5 SP:Iteration 24Q (17.319453 sec): 3 clusters Score: Raw -50305.003778 + Penalty 260.815182 = -50044.188596 nChanged 6 SP:Iteration 25Q (17.321927 sec): 3 clusters Score: Raw -50308.251786 + Penalty 261.321185 = -50046.930601 nChanged 4 SP:Iteration 26Q (17.324363 sec): 3 clusters Score: Raw -50308.938803 + Penalty 261.532124 = -50047.406679 nChanged 1 SP:Iteration 27Q (17.326792 sec): 3 clusters Score: Raw -50308.916486 + Penalty 261.620679 = -50047.295806 nChanged 1 SP:Iteration 28F (17.329729 sec): 3 clusters Score: Raw -50308.983141 + Penalty 261.127413 = -50047.855729 nChanged 2 SP:Iteration 29Q (17.332162 sec): 3 clusters Score: Raw -50309.059024 + Penalty 259.994297 = -50049.064727 nChanged 1 SP:Iteration 30F (17.335080 sec): 3 clusters Score: Raw -50309.096245 + Penalty 260.221667 = -50048.874579 nChanged 1 SP:Iteration 31F (17.338037 sec): 3 clusters Score: Raw -50309.170303 + Penalty 260.379234 = -50048.791069 nChanged 2 SP:Iteration 32F (17.341067 sec): 3 clusters Score: Raw -50309.396353 + Penalty 260.562938 = -50048.833415 nChanged 2 SP:Iteration 33Q (17.343508 sec): 3 clusters Score: Raw -50309.703209 + Penalty 260.866241 = -50048.836968 nChanged 2 SP:Iteration 34Q (17.345928 sec): 3 clusters Score: Raw -50310.352952 + Penalty 261.171239 = -50049.181713 nChanged 1 SP:Iteration 35Q (17.348369 sec): 3 clusters Score: Raw -50310.884110 + Penalty 261.394522 = -50049.489588 nChanged 2 SP:Iteration 36Q (17.350886 sec): 3 clusters Score: Raw -50311.162021 + Penalty 262.047824 = -50049.114198 nChanged 2 SP:Iteration 37F (17.353890 sec): 3 clusters Score: Raw -50312.512605 + Penalty 262.403463 = -50050.109142 nChanged 1 SP:Iteration 38Q (17.356349 sec): 3 clusters Score: Raw -50312.886062 + Penalty 262.462689 = -50050.423374 nChanged 2 SP:Iteration 39Q (17.358756 sec): 3 clusters Score: Raw -50313.585656 + Penalty 263.379924 = -50050.205732 nChanged 3 SP:Iteration 40F (17.361536 sec): 3 clusters Score: Raw -50313.968852 + Penalty 263.444281 = -50050.524572 nChanged 3 SP:Iteration 41Q (17.363796 sec): 3 clusters Score: Raw -50314.653590 + Penalty 263.851716 = -50050.801873 nChanged 1 SP:Iteration 42Q (17.366077 sec): 3 clusters Score: Raw -50314.658441 + Penalty 261.678512 = -50052.979929 nChanged 1 SP:Iteration 43Q (17.368338 sec): 3 clusters Score: Raw -50314.623897 + Penalty 262.317134 = -50052.306763 nChanged 1 SP:Iteration 44F (17.371125 sec): 3 clusters Score: Raw -50315.262378 + Penalty 262.136618 = -50053.125760 nChanged 2 SP:Iteration 45Q (17.373457 sec): 3 clusters Score: Raw -50316.085007 + Penalty 262.038410 = -50054.046597 nChanged 2 SP:Iteration 46Q (17.375762 sec): 3 clusters Score: Raw -50316.859927 + Penalty 262.776115 = -50054.083812 nChanged 2 SP:Iteration 47Q (17.378005 sec): 3 clusters Score: Raw -50317.272778 + Penalty 263.644691 = -50053.628088 nChanged 2 SP:Iteration 48F (17.380879 sec): 3 clusters Score: Raw -50317.249151 + Penalty 263.621584 = -50053.627567 nChanged 1 SP:Iteration 49F (17.383751 sec): 3 clusters Score: Raw -50317.185137 + Penalty 263.559660 = -50053.625478 nChanged 1 SP:Iteration 50F (17.386603 sec): 3 clusters Score: Raw -50317.060612 + Penalty 264.095788 = -50052.964824 nChanged 1 SP:Iteration 51F (17.389421 sec): 3 clusters Score: Raw -50317.087827 + Penalty 264.095788 = -50052.992039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.391323 sec): 2 clusters Score: Raw -285.108321 + Penalty 54.594456 = -230.513865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.391558 sec): 3 clusters Score: Raw -288.680054 + Penalty 109.188913 = -179.491141 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 13 (1053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.395325 sec): 2 clusters Score: Raw -32828.295928 + Penalty 531.677385 = -32296.618543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.397491 sec): 3 clusters Score: Raw -32286.519624 + Penalty 1061.808275 = -31224.711349 nChanged 365 SP:Iteration 1F (17.399569 sec): 3 clusters Score: Raw -32502.557044 + Penalty 1058.910381 = -31443.646663 nChanged 112 SP:Iteration 2F (17.401596 sec): 3 clusters Score: Raw -32584.421100 + Penalty 1056.438240 = -31527.982859 nChanged 65 SP:Iteration 3F (17.403686 sec): 3 clusters Score: Raw -32635.156919 + Penalty 1054.102988 = -31581.053931 nChanged 48 SP:Iteration 4Q (17.405752 sec): 3 clusters Score: Raw -32668.750846 + Penalty 1052.787681 = -31615.963165 nChanged 54 SP:Iteration 5F (17.407802 sec): 3 clusters Score: Raw -32705.890612 + Penalty 1051.619911 = -31654.270702 nChanged 46 SP:Iteration 6Q (17.409856 sec): 3 clusters Score: Raw -32753.478010 + Penalty 1052.966898 = -31700.511112 nChanged 37 SP:Iteration 7Q (17.411879 sec): 3 clusters Score: Raw -32782.477739 + Penalty 1059.815110 = -31722.662629 nChanged 34 SP:Iteration 8Q (17.413815 sec): 3 clusters Score: Raw -32808.670553 + Penalty 1071.303699 = -31737.366854 nChanged 30 SP:Iteration 9Q (17.415744 sec): 3 clusters Score: Raw -32840.273505 + Penalty 1084.759349 = -31755.514156 nChanged 22 SP:Iteration 10F (17.417744 sec): 3 clusters Score: Raw -32860.951906 + Penalty 1099.006497 = -31761.945410 nChanged 16 SP:Iteration 11Q (17.419575 sec): 3 clusters Score: Raw -32872.130173 + Penalty 1105.814677 = -31766.315496 nChanged 10 SP:Iteration 12Q (17.421386 sec): 3 clusters Score: Raw -32876.365201 + Penalty 1106.127884 = -31770.237317 nChanged 5 SP:Iteration 13Q (17.423182 sec): 3 clusters Score: Raw -32879.382319 + Penalty 1107.319824 = -31772.062495 nChanged 4 SP:Iteration 14Q (17.424974 sec): 3 clusters Score: Raw -32882.765827 + Penalty 1113.132101 = -31769.633726 nChanged 7 SP:Iteration 15F (17.426966 sec): 3 clusters Score: Raw -32887.500128 + Penalty 1122.119329 = -31765.380799 nChanged 6 SP:Iteration 16F (17.428961 sec): 3 clusters Score: Raw -32892.111544 + Penalty 1139.773655 = -31752.337889 nChanged 8 SP:Iteration 17F (17.430960 sec): 3 clusters Score: Raw -32900.732117 + Penalty 1147.939425 = -31752.792692 nChanged 6 SP:Iteration 18Q (17.432716 sec): 3 clusters Score: Raw -32905.542818 + Penalty 1150.157561 = -31755.385257 nChanged 8 SP:Iteration 19Q (17.434459 sec): 3 clusters Score: Raw -32912.162125 + Penalty 1151.931442 = -31760.230683 nChanged 8 SP:Iteration 20F (17.436447 sec): 3 clusters Score: Raw -32917.944303 + Penalty 1170.954497 = -31746.989806 nChanged 8 SP:Iteration 21F (17.438432 sec): 3 clusters Score: Raw -32925.467716 + Penalty 1177.162876 = -31748.304841 nChanged 4 SP:Iteration 22Q (17.440206 sec): 3 clusters Score: Raw -32930.917739 + Penalty 1192.885654 = -31738.032086 nChanged 5 SP:Iteration 23F (17.442248 sec): 3 clusters Score: Raw -32948.104307 + Penalty 1215.023303 = -31733.081005 nChanged 7 SP:Iteration 24F (17.444263 sec): 3 clusters Score: Raw -32960.935194 + Penalty 1228.080049 = -31732.855145 nChanged 4 SP:Iteration 25F (17.446238 sec): 3 clusters Score: Raw -32966.000249 + Penalty 1234.635749 = -31731.364500 nChanged 2 SP:Iteration 26F (17.448211 sec): 3 clusters Score: Raw -32968.063264 + Penalty 1240.341363 = -31727.721901 nChanged 3 SP:Iteration 27F (17.450189 sec): 3 clusters Score: Raw -32973.979708 + Penalty 1248.427012 = -31725.552696 nChanged 1 SP:Iteration 28F (17.452162 sec): 3 clusters Score: Raw -32976.159520 + Penalty 1248.427012 = -31727.732508 nChanged 0 Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 14 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.466810 sec): 2 clusters Score: Raw -82088.384023 + Penalty 152.771152 = -81935.612871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.472528 sec): 3 clusters Score: Raw -80131.174309 + Penalty 303.955913 = -79827.218396 nChanged 1367 SP:Iteration 1F (17.478079 sec): 3 clusters Score: Raw -81023.396465 + Penalty 301.727519 = -80721.668946 nChanged 465 SP:Iteration 2F (17.483627 sec): 3 clusters Score: Raw -81382.416025 + Penalty 293.355742 = -81089.060283 nChanged 256 SP:Iteration 3F (17.489286 sec): 3 clusters Score: Raw -81557.024849 + Penalty 280.894980 = -81276.129869 nChanged 157 SP:Iteration 4F (17.495105 sec): 3 clusters Score: Raw -81672.241054 + Penalty 267.293424 = -81404.947630 nChanged 136 SP:Iteration 5Q (17.500551 sec): 3 clusters Score: Raw -81788.874313 + Penalty 262.934450 = -81525.939863 nChanged 113 SP:Iteration 6Q (17.506151 sec): 3 clusters Score: Raw -81879.250218 + Penalty 254.197708 = -81625.052510 nChanged 101 SP:Iteration 7Q (17.511523 sec): 3 clusters Score: Raw -81986.058435 + Penalty 251.189005 = -81734.869430 nChanged 65 SP:Iteration 8Q (17.516401 sec): 3 clusters Score: Raw -82093.649695 + Penalty 247.439494 = -81846.210202 nChanged 15 SP:Iteration 9Q (17.520921 sec): 3 clusters Score: Raw -82131.831465 + Penalty 248.005078 = -81883.826386 nChanged 11 SP:Iteration 10F (17.526283 sec): 3 clusters Score: Raw -82134.953641 + Penalty 246.652099 = -81888.301543 nChanged 8 SP:Iteration 11Q (17.530623 sec): 3 clusters Score: Raw -82137.082647 + Penalty 239.643802 = -81897.438845 nChanged 9 SP:Iteration 12Q (17.534951 sec): 3 clusters Score: Raw -82140.587745 + Penalty 240.087257 = -81900.500488 nChanged 4 SP:Iteration 13Q (17.539289 sec): 3 clusters Score: Raw -82141.292793 + Penalty 238.863575 = -81902.429218 nChanged 2 SP:Iteration 14Q (17.543702 sec): 3 clusters Score: Raw -82141.555101 + Penalty 236.566531 = -81904.988570 nChanged 2 SP:Iteration 15Q (17.548142 sec): 3 clusters Score: Raw -82141.953738 + Penalty 236.099611 = -81905.854127 nChanged 1 SP:Iteration 16Q (17.553094 sec): 3 clusters Score: Raw -82141.985845 + Penalty 236.099611 = -81905.886233 nChanged 0 SP:Iteration 17F (17.559166 sec): 3 clusters Score: Raw -82141.985845 + Penalty 236.099611 = -81905.886233 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 16 (3591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.578251 sec): 2 clusters Score: Raw -106388.140339 + Penalty 398.805133 = -105989.335205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.585108 sec): 3 clusters Score: Raw -104102.009722 + Penalty 819.064077 = -103282.945645 nChanged 1614 SP:Iteration 1F (17.592078 sec): 3 clusters Score: Raw -105159.423841 + Penalty 860.347817 = -104299.076023 nChanged 551 SP:Iteration 2F (17.598716 sec): 3 clusters Score: Raw -105526.005563 + Penalty 907.394122 = -104618.611441 nChanged 330 SP:Iteration 3F (17.605346 sec): 3 clusters Score: Raw -105823.960391 + Penalty 964.362735 = -104859.597656 nChanged 254 SP:Iteration 4F (17.612181 sec): 3 clusters Score: Raw -106081.846260 + Penalty 1027.128142 = -105054.718118 nChanged 162 SP:Iteration 5Q (17.619213 sec): 3 clusters Score: Raw -106247.546479 + Penalty 1081.087205 = -105166.459274 nChanged 105 SP:Iteration 6Q (17.626099 sec): 3 clusters Score: Raw -106351.683278 + Penalty 1144.131092 = -105207.552185 nChanged 73 SP:Iteration 7Q (17.632628 sec): 3 clusters Score: Raw -106427.027683 + Penalty 1171.052468 = -105255.975215 nChanged 42 SP:Iteration 8Q (17.638755 sec): 3 clusters Score: Raw -106467.527285 + Penalty 1195.086185 = -105272.441101 nChanged 18 SP:Iteration 9Q (17.644690 sec): 3 clusters Score: Raw -106488.577846 + Penalty 1212.668778 = -105275.909069 nChanged 15 SP:Iteration 10F (17.651880 sec): 3 clusters Score: Raw -106505.460106 + Penalty 1223.192676 = -105282.267430 nChanged 8 SP:Iteration 11Q (17.657574 sec): 3 clusters Score: Raw -106511.605997 + Penalty 1235.335391 = -105276.270606 nChanged 6 SP:Iteration 12F (17.664581 sec): 3 clusters Score: Raw -106520.381084 + Penalty 1257.422490 = -105262.958593 nChanged 9 SP:Iteration 13F (17.671384 sec): 3 clusters Score: Raw -106534.411239 + Penalty 1260.335520 = -105274.075719 nChanged 5 SP:Iteration 14Q (17.676917 sec): 3 clusters Score: Raw -106541.409228 + Penalty 1260.335520 = -105281.073708 nChanged 0 SP:Iteration 15F (17.683627 sec): 3 clusters Score: Raw -106541.409228 + Penalty 1260.335520 = -105281.073708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.687483 sec): 2 clusters Score: Raw -6252.758700 + Penalty 673.792371 = -5578.966329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.688114 sec): 3 clusters Score: Raw -6230.066724 + Penalty 1347.006527 = -4883.060196 nChanged 36 SP:Iteration 1F (17.688731 sec): 3 clusters Score: Raw -6298.672726 + Penalty 1347.737029 = -4950.935697 nChanged 12 SP:Iteration 2F (17.689354 sec): 3 clusters Score: Raw -6327.341264 + Penalty 1348.918079 = -4978.423185 nChanged 8 SP:Iteration 3Q (17.689947 sec): 3 clusters Score: Raw -6338.866187 + Penalty 1348.031261 = -4990.834926 nChanged 2 SP:Iteration 4Q (17.690602 sec): 3 clusters Score: Raw -6341.672860 + Penalty 1348.031261 = -4993.641599 nChanged 0 SP:Iteration 5F (17.691238 sec): 3 clusters Score: Raw -6341.672860 + Penalty 1348.031261 = -4993.641599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.691761 sec): 2 clusters Score: Raw -361.021234 + Penalty 176.461776 = -184.559458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.691994 sec): 3 clusters Score: Raw -380.256543 + Penalty 376.710319 = -3.546224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.692754 sec): 2 clusters Score: Raw -3505.405837 + Penalty 93.933146 = -3411.472690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.693182 sec): 3 clusters Score: Raw -3443.644230 + Penalty 197.997824 = -3245.646405 nChanged 41 SP:Iteration 1F (17.693602 sec): 3 clusters Score: Raw -3492.068931 + Penalty 231.676454 = -3260.392477 nChanged 14 SP:Iteration 2F (17.694029 sec): 3 clusters Score: Raw -3504.597393 + Penalty 252.634125 = -3251.963268 nChanged 5 SP:Iteration 3F (17.694454 sec): 3 clusters Score: Raw -3510.464994 + Penalty 296.026802 = -3214.438192 nChanged 2 SP:Iteration 4F (17.694880 sec): 3 clusters Score: Raw -3512.101447 + Penalty 296.026802 = -3216.074645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.695371 sec): 2 clusters Score: Raw -511.247298 + Penalty 220.209416 = -291.037882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.695610 sec): 3 clusters Score: Raw -526.980846 + Penalty 458.620099 = -68.360747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.696104 sec): 2 clusters Score: Raw -544.090032 + Penalty 215.363923 = -328.726109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.696349 sec): 3 clusters Score: Raw -575.559518 + Penalty 425.148664 = -150.410853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 30 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.699656 sec): 2 clusters Score: Raw -18641.312989 + Penalty 543.197338 = -18098.115650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.700912 sec): 3 clusters Score: Raw -18383.372019 + Penalty 1084.003291 = -17299.368727 nChanged 154 SP:Iteration 1F (17.702148 sec): 3 clusters Score: Raw -18485.315034 + Penalty 1081.915047 = -17403.399987 nChanged 62 SP:Iteration 2F (17.703417 sec): 3 clusters Score: Raw -18545.382299 + Penalty 1077.536885 = -17467.845415 nChanged 29 SP:Iteration 3Q (17.704662 sec): 3 clusters Score: Raw -18582.206824 + Penalty 1073.275216 = -17508.931608 nChanged 30 SP:Iteration 4F (17.705914 sec): 3 clusters Score: Raw -18614.631989 + Penalty 1069.215848 = -17545.416141 nChanged 22 SP:Iteration 5Q (17.707170 sec): 3 clusters Score: Raw -18628.652495 + Penalty 1067.527842 = -17561.124653 nChanged 16 SP:Iteration 6Q (17.708451 sec): 3 clusters Score: Raw -18640.331813 + Penalty 1064.197026 = -17576.134787 nChanged 13 SP:Iteration 7Q (17.709689 sec): 3 clusters Score: Raw -18649.413209 + Penalty 1063.389569 = -17586.023640 nChanged 12 SP:Iteration 8Q (17.710922 sec): 3 clusters Score: Raw -18659.249712 + Penalty 1064.227327 = -17595.022385 nChanged 8 SP:Iteration 9Q (17.712149 sec): 3 clusters Score: Raw -18663.561763 + Penalty 1064.019297 = -17599.542465 nChanged 4 SP:Iteration 10F (17.713402 sec): 3 clusters Score: Raw -18666.318102 + Penalty 1063.980609 = -17602.337493 nChanged 6 SP:Iteration 11Q (17.714637 sec): 3 clusters Score: Raw -18673.532925 + Penalty 1062.846217 = -17610.686708 nChanged 7 SP:Iteration 12Q (17.715866 sec): 3 clusters Score: Raw -18677.424693 + Penalty 1063.080326 = -17614.344368 nChanged 4 SP:Iteration 13Q (17.717093 sec): 3 clusters Score: Raw -18678.973194 + Penalty 1062.733430 = -17616.239764 nChanged 3 SP:Iteration 14Q (17.718327 sec): 3 clusters Score: Raw -18679.881972 + Penalty 1062.535694 = -17617.346278 nChanged 4 SP:Iteration 15Q (17.719559 sec): 3 clusters Score: Raw -18683.080217 + Penalty 1061.546140 = -17621.534077 nChanged 3 SP:Iteration 16Q (17.720783 sec): 3 clusters Score: Raw -18686.438663 + Penalty 1061.720237 = -17624.718426 nChanged 1 SP:Iteration 17Q (17.722014 sec): 3 clusters Score: Raw -18686.698942 + Penalty 1062.013421 = -17624.685521 nChanged 1 SP:Iteration 18F (17.723281 sec): 3 clusters Score: Raw -18686.818390 + Penalty 1062.013421 = -17624.804969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.723889 sec): 2 clusters Score: Raw -787.509524 + Penalty 263.309741 = -524.199783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.724148 sec): 3 clusters Score: Raw -811.104207 + Penalty 526.324385 = -284.779822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.724627 sec): 2 clusters Score: Raw -409.516292 + Penalty 187.415341 = -222.100951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.724859 sec): 3 clusters Score: Raw -425.698766 + Penalty 373.164847 = -52.533920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.725309 sec): 2 clusters Score: Raw -102.037798 + Penalty 59.130626 = -42.907172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.725516 sec): 3 clusters Score: Raw -95.634892 + Penalty 113.240257 = 17.605365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.725965 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.726160 sec): 2 clusters Score: Raw -66.772124 + Penalty 41.567565 = -25.204559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.726631 sec): 2 clusters Score: Raw -388.485665 + Penalty 157.283868 = -231.201797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.726861 sec): 3 clusters Score: Raw -391.135361 + Penalty 335.573497 = -55.561865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.727325 sec): 2 clusters Score: Raw -274.293588 + Penalty 143.915334 = -130.378254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.727545 sec): 3 clusters Score: Raw -282.560526 + Penalty 271.001223 = -11.559304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.728020 sec): 2 clusters Score: Raw -163.584587 + Penalty 85.771785 = -77.812802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.728237 sec): 3 clusters Score: Raw -162.630604 + Penalty 163.613779 = 0.983175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.728707 sec): 2 clusters Score: Raw -308.140032 + Penalty 107.545918 = -200.594114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.728935 sec): 3 clusters Score: Raw -325.287616 + Penalty 211.535219 = -113.752397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.729567 sec): 2 clusters Score: Raw -1887.366362 + Penalty 321.741711 = -1565.624651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.729894 sec): 3 clusters Score: Raw -1915.777116 + Penalty 643.835168 = -1271.941948 nChanged 3 SP:Iteration 1Q (17.730210 sec): 3 clusters Score: Raw -1921.933695 + Penalty 644.209490 = -1277.724205 nChanged 1 SP:Iteration 2Q (17.730524 sec): 3 clusters Score: Raw -1922.643469 + Penalty 643.622076 = -1279.021392 nChanged 1 SP:Iteration 3Q (17.730837 sec): 3 clusters Score: Raw -1926.505920 + Penalty 643.622076 = -1282.883844 nChanged 0 SP:Iteration 4F (17.731159 sec): 3 clusters Score: Raw -1926.505920 + Penalty 643.622076 = -1282.883844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.731643 sec): 2 clusters Score: Raw -425.321497 + Penalty 156.769053 = -268.552444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.731877 sec): 3 clusters Score: Raw -442.249986 + Penalty 313.574232 = -128.675754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.732357 sec): 2 clusters Score: Raw -429.165290 + Penalty 183.766983 = -245.398308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.732589 sec): 3 clusters Score: Raw -452.865666 + Penalty 369.216043 = -83.649622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.733046 sec): 2 clusters Score: Raw -186.164719 + Penalty 70.993759 = -115.170960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.733262 sec): 3 clusters Score: Raw -189.049031 + Penalty 141.987518 = -47.061513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.734068 sec): 2 clusters Score: Raw -3573.069841 + Penalty 158.094449 = -3414.975391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.734537 sec): 3 clusters Score: Raw -3515.224905 + Penalty 316.670227 = -3198.554678 nChanged 39 SP:Iteration 1F (17.734998 sec): 3 clusters Score: Raw -3537.352434 + Penalty 319.827285 = -3217.525150 nChanged 10 SP:Iteration 2F (17.735457 sec): 3 clusters Score: Raw -3549.426035 + Penalty 329.708452 = -3219.717583 nChanged 13 SP:Iteration 3F (17.735917 sec): 3 clusters Score: Raw -3570.122731 + Penalty 340.029156 = -3230.093575 nChanged 15 SP:Iteration 4F (17.736367 sec): 3 clusters Score: Raw -3592.941400 + Penalty 351.662940 = -3241.278461 nChanged 9 SP:Iteration 5F (17.736817 sec): 3 clusters Score: Raw -3613.938904 + Penalty 350.241534 = -3263.697370 nChanged 4 SP:Iteration 6Q (17.737233 sec): 3 clusters Score: Raw -3621.297428 + Penalty 352.816283 = -3268.481145 nChanged 1 SP:Iteration 7Q (17.737666 sec): 3 clusters Score: Raw -3621.963667 + Penalty 355.173397 = -3266.790270 nChanged 1 SP:Iteration 8F (17.738116 sec): 3 clusters Score: Raw -3623.135203 + Penalty 355.173397 = -3267.961806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.738725 sec): 2 clusters Score: Raw -2284.916067 + Penalty 239.676015 = -2045.240052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.739057 sec): 3 clusters Score: Raw -2280.145333 + Penalty 475.579451 = -1804.565882 nChanged 11 SP:Iteration 1F (17.739378 sec): 3 clusters Score: Raw -2306.447179 + Penalty 475.322549 = -1831.124629 nChanged 5 SP:Iteration 2F (17.739700 sec): 3 clusters Score: Raw -2314.565534 + Penalty 475.322549 = -1839.242985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.740151 sec): 2 clusters Score: Raw -70.001865 + Penalty 45.216203 = -24.785662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.740359 sec): 3 clusters Score: Raw -63.874189 + Penalty 90.432406 = 26.558218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.740815 sec): 2 clusters Score: Raw -169.132440 + Penalty 99.668521 = -69.463919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.741031 sec): 3 clusters Score: Raw -167.613513 + Penalty 206.493918 = 38.880405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.741487 sec): 2 clusters Score: Raw -170.668958 + Penalty 104.055858 = -66.613100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.741701 sec): 3 clusters Score: Raw -166.795752 + Penalty 238.691657 = 71.895906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.742140 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.742327 sec): 2 clusters Score: Raw -32.902257 + Penalty 0.000000 = -32.902257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.742766 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.742954 sec): 2 clusters Score: Raw -32.412725 + Penalty 0.000000 = -32.412725 nChanged 0 Deleting Class 26 (17 points): Lose 96.145580 but Gain 739.048249 Iteration 119Q (17.793006 sec): 35 clusters Score: Raw -354600.652171 + Penalty 18585.499779 = -336015.152392 nChanged 53 Deleting Class 32 (23 points): Lose 164.586555 but Gain 798.504021 Iteration 120F (18.010753 sec): 34 clusters Score: Raw -354506.706337 + Penalty 17811.760273 = -336694.946064 nChanged 41 Deleting Class 36 (13 points): Lose 61.438138 but Gain 694.772353 Iteration 121Q (18.051715 sec): 33 clusters Score: Raw -354495.083273 + Penalty 17140.854498 = -337354.228776 nChanged 25 Deleting Class 28 (25 points): Lose 105.195346 but Gain 724.436503 Iteration 122Q (18.091882 sec): 32 clusters Score: Raw -354420.170927 + Penalty 16450.048789 = -337970.122137 nChanged 32 Deleting Class 47 (8 points): Lose 40.413209 but Gain 658.076737 Iteration 123Q (18.133023 sec): 31 clusters Score: Raw -354425.582562 + Penalty 15877.936099 = -338547.646463 nChanged 18 Deleting Class 91 (2 points): Lose 9.351337 but Gain 620.275769 Iteration 124Q (18.172928 sec): 30 clusters Score: Raw -354435.975195 + Penalty 15313.983652 = -339121.991543 nChanged 11 Deleting Class 118 (5 points): Lose 10.484558 but Gain 614.764090 Iteration 125Q (18.212829 sec): 29 clusters Score: Raw -354436.234288 + Penalty 14708.590033 = -339727.644255 nChanged 14 Deleting Class 137 (1 points): Lose 1.944024 but Gain 605.779429 Iteration 126Q (18.251943 sec): 28 clusters Score: Raw -354441.684062 + Penalty 14111.033078 = -340330.650984 nChanged 6 Deleting Class 68 (18 points): Lose 103.410143 but Gain 705.336965 Iteration 127Q (18.290806 sec): 27 clusters Score: Raw -354345.412511 + Penalty 13417.688978 = -340927.723534 nChanged 20 Deleting Class 142 (1 points): Lose 2.242119 but Gain 585.841789 Iteration 128Q (18.330457 sec): 26 clusters Score: Raw -354379.355120 + Penalty 12838.931993 = -341540.423127 nChanged 3 Deleting Class 45 (14 points): Lose 61.940635 but Gain 633.089866 Iteration 129Q (18.369326 sec): 25 clusters Score: Raw -354322.939764 + Penalty 12222.321927 = -342100.617838 nChanged 15 Deleting Class 20 (15 points): Lose 118.045960 but Gain 685.361755 Iteration 130F (18.529543 sec): 24 clusters Score: Raw -354229.678411 + Penalty 12312.635505 = -341917.042906 nChanged 23 Deleting Class 110 (5 points): Lose 27.009652 but Gain 588.843616 Iteration 131F (18.685171 sec): 23 clusters Score: Raw -354234.977464 + Penalty 10994.179208 = -343240.798256 nChanged 19 Deleting Class 44 (2 points): Lose 9.887892 but Gain 570.223757 Iteration 132Q (18.725520 sec): 22 clusters Score: Raw -354255.669736 + Penalty 10445.006843 = -343810.662893 nChanged 24 Deleting Class 40 (3 points): Lose 14.376992 but Gain 511.781060 Iteration 133Q (18.763367 sec): 21 clusters Score: Raw -354267.428823 + Penalty 9955.449548 = -344311.979275 nChanged 19 Deleting Class 54 (5 points): Lose 24.315951 but Gain 506.741420 Iteration 134Q (18.801443 sec): 20 clusters Score: Raw -354264.510413 + Penalty 9457.958817 = -344806.551596 nChanged 20 Deleting Class 6 (102 points): Lose 227.074865 but Gain 709.478303 Iteration 135Q (18.839339 sec): 19 clusters Score: Raw -354051.963701 + Penalty 8763.759647 = -345288.204053 nChanged 114 Deleting Class 70 (8 points): Lose 29.209504 but Gain 509.060011 Iteration 136Q (18.876270 sec): 18 clusters Score: Raw -354179.298907 + Penalty 8299.400879 = -345879.898028 nChanged 45 Deleting Class 55 (13 points): Lose 77.724513 but Gain 551.991206 Iteration 137Q (18.912690 sec): 17 clusters Score: Raw -354135.169604 + Penalty 7760.836670 = -346374.332934 nChanged 39 Deleting Class 56 (65 points): Lose 268.839575 but Gain 736.255770 Iteration 138Q (18.949986 sec): 16 clusters Score: Raw -353900.319082 + Penalty 7052.463926 = -346847.855156 nChanged 95 Deleting Class 67 (15 points): Lose 121.797552 but Gain 550.452450 Iteration 139Q (18.985685 sec): 15 clusters Score: Raw -353921.383534 + Penalty 6498.282084 = -347423.101450 nChanged 48 Deleting Class 12 (10 points): Lose 27.575054 but Gain 225.449379 Iteration 140F (19.085554 sec): 14 clusters Score: Raw -353933.651495 + Penalty 6266.666637 = -347666.984859 nChanged 40 Deleting Class 19 (256 points): Lose 1121.242617 but Gain 1179.939794 Iteration 141Q (19.121351 sec): 13 clusters Score: Raw -352839.769648 + Penalty 6714.473110 = -346125.296538 nChanged 270 Deleting Class 24 (113 points): Lose 185.367159 but Gain 229.067030 Iteration 142F (19.208477 sec): 12 clusters Score: Raw -353415.799793 + Penalty 5096.396686 = -348319.403107 nChanged 184 Iteration 143Q (19.244403 sec): 12 clusters Score: Raw -353622.516037 + Penalty 5109.187563 = -348513.328474 nChanged 45 Iteration 144Q (19.279085 sec): 12 clusters Score: Raw -353635.569416 + Penalty 5118.641845 = -348516.927571 nChanged 32 Iteration 145Q (19.314381 sec): 12 clusters Score: Raw -353644.323797 + Penalty 5127.191793 = -348517.132004 nChanged 25 Iteration 146Q (19.349094 sec): 12 clusters Score: Raw -353650.549886 + Penalty 5135.607337 = -348514.942549 nChanged 24 Iteration 147F (19.431587 sec): 12 clusters Score: Raw -353660.710632 + Penalty 5144.217552 = -348516.493079 nChanged 30 Iteration 148Q (19.466056 sec): 12 clusters Score: Raw -353668.352793 + Penalty 5156.248630 = -348512.104163 nChanged 22 Iteration 149F (19.549058 sec): 12 clusters Score: Raw -353676.209077 + Penalty 5162.376482 = -348513.832595 nChanged 26 Iteration 150F (19.631981 sec): 12 clusters Score: Raw -353684.146989 + Penalty 5168.288390 = -348515.858599 nChanged 24 Iteration 151Q (19.667885 sec): 12 clusters Score: Raw -353689.256967 + Penalty 5172.523224 = -348516.733742 nChanged 16 Iteration 152Q (19.703001 sec): 12 clusters Score: Raw -353695.405255 + Penalty 5174.626811 = -348520.778444 nChanged 17 Iteration 153Q (19.737626 sec): 12 clusters Score: Raw -353701.636100 + Penalty 5175.959855 = -348525.676245 nChanged 12 Iteration 154Q (19.772526 sec): 12 clusters Score: Raw -353705.610581 + Penalty 5178.751328 = -348526.859252 nChanged 10 Iteration 155Q (19.807130 sec): 12 clusters Score: Raw -353707.386086 + Penalty 5180.418817 = -348526.967270 nChanged 5 Iteration 156Q (19.841883 sec): 12 clusters Score: Raw -353708.963416 + Penalty 5180.781354 = -348528.182062 nChanged 3 Iteration 157Q (19.876704 sec): 12 clusters Score: Raw -353709.634167 + Penalty 5181.308059 = -348528.326107 nChanged 3 Iteration 158Q (19.911541 sec): 12 clusters Score: Raw -353710.058935 + Penalty 5181.401384 = -348528.657550 nChanged 1 Iteration 159Q (19.946157 sec): 12 clusters Score: Raw -353710.119014 + Penalty 5181.919946 = -348528.199068 nChanged 3 Iteration 160F (20.028836 sec): 12 clusters Score: Raw -353710.892324 + Penalty 5182.220869 = -348528.671454 nChanged 3 Iteration 161Q (20.063906 sec): 12 clusters Score: Raw -353711.172984 + Penalty 5183.199822 = -348527.973162 nChanged 7 Iteration 162F (20.146428 sec): 12 clusters Score: Raw -353712.023728 + Penalty 5187.668276 = -348524.355452 nChanged 5 Iteration 163F (20.229464 sec): 12 clusters Score: Raw -353714.768039 + Penalty 5194.740826 = -348520.027213 nChanged 8 Iteration 164F (20.312649 sec): 12 clusters Score: Raw -353716.442458 + Penalty 5198.206165 = -348518.236294 nChanged 10 Iteration 165F (20.395744 sec): 12 clusters Score: Raw -353718.272729 + Penalty 5202.415302 = -348515.857427 nChanged 7 Iteration 166F (20.478768 sec): 12 clusters Score: Raw -353719.869860 + Penalty 5210.810204 = -348509.059657 nChanged 8 Iteration 167F (20.562733 sec): 12 clusters Score: Raw -353723.052283 + Penalty 5211.454792 = -348511.597490 nChanged 2 Iteration 168Q (20.597739 sec): 12 clusters Score: Raw -353724.351366 + Penalty 5211.730930 = -348512.620436 nChanged 2 Iteration 169Q (20.632389 sec): 12 clusters Score: Raw -353724.442913 + Penalty 5212.048865 = -348512.394047 nChanged 2 Iteration 170F (20.716513 sec): 12 clusters Score: Raw -353724.606901 + Penalty 5212.602724 = -348512.004177 nChanged 3 Iteration 171F (20.799849 sec): 12 clusters Score: Raw -353724.660641 + Penalty 5212.852955 = -348511.807686 nChanged 1 Iteration 172F (20.883106 sec): 12 clusters Score: Raw -353724.774807 + Penalty 5212.852955 = -348511.921852 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -353724.774807 + Penalty 5212.852955 = -348511.921852Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 1 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.912697 sec): 2 clusters Score: Raw -32508.946763 + Penalty 155.695416 = -32353.251347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.915032 sec): 3 clusters Score: Raw -31786.956322 + Penalty 315.940976 = -31471.015346 nChanged 513 SP:Iteration 1F (20.917280 sec): 3 clusters Score: Raw -32165.268904 + Penalty 328.614311 = -31836.654592 nChanged 186 SP:Iteration 2F (20.919630 sec): 3 clusters Score: Raw -32355.104278 + Penalty 351.869034 = -32003.235243 nChanged 83 SP:Iteration 3F (20.922104 sec): 3 clusters Score: Raw -32420.764808 + Penalty 378.460492 = -32042.304316 nChanged 58 SP:Iteration 4F (20.924470 sec): 3 clusters Score: Raw -32490.551334 + Penalty 420.279478 = -32070.271856 nChanged 47 SP:Iteration 5Q (20.926666 sec): 3 clusters Score: Raw -32548.290049 + Penalty 442.418141 = -32105.871908 nChanged 16 SP:Iteration 6Q (20.928744 sec): 3 clusters Score: Raw -32563.104080 + Penalty 455.834014 = -32107.270066 nChanged 8 SP:Iteration 7Q (20.930780 sec): 3 clusters Score: Raw -32568.970608 + Penalty 465.016778 = -32103.953830 nChanged 2 SP:Iteration 8F (20.933054 sec): 3 clusters Score: Raw -32570.936920 + Penalty 469.455363 = -32101.481556 nChanged 1 SP:Iteration 9F (20.935319 sec): 3 clusters Score: Raw -32572.925659 + Penalty 478.651022 = -32094.274637 nChanged 2 SP:Iteration 10F (20.937581 sec): 3 clusters Score: Raw -32574.516526 + Penalty 482.130354 = -32092.386172 nChanged 1 SP:Iteration 11F (20.939841 sec): 3 clusters Score: Raw -32575.021632 + Penalty 487.547099 = -32087.474532 nChanged 1 SP:Iteration 12F (20.942103 sec): 3 clusters Score: Raw -32575.091735 + Penalty 487.547099 = -32087.544636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.942766 sec): 2 clusters Score: Raw -1638.521809 + Penalty 159.910763 = -1478.611046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.943096 sec): 3 clusters Score: Raw -1631.780456 + Penalty 322.846408 = -1308.934048 nChanged 12 SP:Iteration 1F (20.943413 sec): 3 clusters Score: Raw -1651.665222 + Penalty 340.450652 = -1311.214570 nChanged 6 SP:Iteration 2F (20.943731 sec): 3 clusters Score: Raw -1660.511111 + Penalty 345.087224 = -1315.423887 nChanged 1 SP:Iteration 3Q (20.944042 sec): 3 clusters Score: Raw -1661.270021 + Penalty 357.310347 = -1303.959674 nChanged 2 SP:Iteration 4F (20.944369 sec): 3 clusters Score: Raw -1665.995554 + Penalty 392.517308 = -1273.478247 nChanged 4 SP:Iteration 5F (20.944685 sec): 3 clusters Score: Raw -1679.214883 + Penalty 398.928804 = -1280.286079 nChanged 1 SP:Iteration 6Q (20.944982 sec): 3 clusters Score: Raw -1685.307164 + Penalty 398.928804 = -1286.378361 nChanged 0 SP:Iteration 7F (20.945297 sec): 3 clusters Score: Raw -1685.307164 + Penalty 398.928804 = -1286.378361 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 3 (1542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.952725 sec): 2 clusters Score: Raw -43149.343581 + Penalty 91.900221 = -43057.443360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.955765 sec): 3 clusters Score: Raw -42204.833775 + Penalty 188.154359 = -42016.679416 nChanged 712 SP:Iteration 1F (20.958714 sec): 3 clusters Score: Raw -42778.574827 + Penalty 192.068468 = -42586.506359 nChanged 156 SP:Iteration 2F (20.961662 sec): 3 clusters Score: Raw -42869.842036 + Penalty 196.324349 = -42673.517687 nChanged 87 SP:Iteration 3F (20.964638 sec): 3 clusters Score: Raw -42919.438245 + Penalty 198.987371 = -42720.450874 nChanged 57 SP:Iteration 4Q (20.967545 sec): 3 clusters Score: Raw -42934.243814 + Penalty 201.732108 = -42732.511706 nChanged 31 SP:Iteration 5Q (20.970649 sec): 3 clusters Score: Raw -42942.091174 + Penalty 204.803008 = -42737.288166 nChanged 29 SP:Iteration 6Q (20.973643 sec): 3 clusters Score: Raw -42951.887575 + Penalty 208.236320 = -42743.651255 nChanged 43 SP:Iteration 7Q (20.976689 sec): 3 clusters Score: Raw -42971.513011 + Penalty 212.017031 = -42759.495980 nChanged 50 SP:Iteration 8Q (20.979874 sec): 3 clusters Score: Raw -42996.329105 + Penalty 213.592496 = -42782.736608 nChanged 53 SP:Iteration 9Q (20.982995 sec): 3 clusters Score: Raw -43029.209227 + Penalty 218.955539 = -42810.253689 nChanged 51 SP:Iteration 10F (20.986011 sec): 3 clusters Score: Raw -43060.679247 + Penalty 221.190614 = -42839.488633 nChanged 41 SP:Iteration 11Q (20.989035 sec): 3 clusters Score: Raw -43086.133811 + Penalty 224.609833 = -42861.523978 nChanged 29 SP:Iteration 12Q (20.992064 sec): 3 clusters Score: Raw -43110.828890 + Penalty 231.492967 = -42879.335923 nChanged 24 SP:Iteration 13Q (20.995094 sec): 3 clusters Score: Raw -43125.793387 + Penalty 236.650899 = -42889.142488 nChanged 20 SP:Iteration 14Q (20.998147 sec): 3 clusters Score: Raw -43137.428073 + Penalty 249.300674 = -42888.127399 nChanged 21 SP:Iteration 15F (21.001243 sec): 3 clusters Score: Raw -43149.105167 + Penalty 256.791669 = -42892.313497 nChanged 16 SP:Iteration 16Q (21.004196 sec): 3 clusters Score: Raw -43157.967151 + Penalty 253.025058 = -42904.942094 nChanged 7 SP:Iteration 17Q (21.007315 sec): 3 clusters Score: Raw -43162.926641 + Penalty 259.813222 = -42903.113419 nChanged 7 SP:Iteration 18F (21.010662 sec): 3 clusters Score: Raw -43168.262517 + Penalty 256.472326 = -42911.790191 nChanged 5 SP:Iteration 19Q (21.013975 sec): 3 clusters Score: Raw -43173.053299 + Penalty 257.395472 = -42915.657826 nChanged 4 SP:Iteration 20F (21.017595 sec): 3 clusters Score: Raw -43176.881282 + Penalty 265.480154 = -42911.401128 nChanged 2 SP:Iteration 21F (21.021195 sec): 3 clusters Score: Raw -43177.446000 + Penalty 263.927135 = -42913.518865 nChanged 3 SP:Iteration 22Q (21.024208 sec): 3 clusters Score: Raw -43178.277999 + Penalty 263.927135 = -42914.350864 nChanged 0 SP:Iteration 23F (21.027953 sec): 3 clusters Score: Raw -43178.277999 + Penalty 263.927135 = -42914.350864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.030091 sec): 2 clusters Score: Raw -5084.381740 + Penalty 536.010268 = -4548.371472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.030709 sec): 3 clusters Score: Raw -5094.681682 + Penalty 1071.838134 = -4022.843548 nChanged 36 SP:Iteration 1F (21.031314 sec): 3 clusters Score: Raw -5143.797986 + Penalty 1070.850163 = -4072.947823 nChanged 12 SP:Iteration 2F (21.031919 sec): 3 clusters Score: Raw -5163.059371 + Penalty 1071.127121 = -4091.932250 nChanged 4 SP:Iteration 3Q (21.032499 sec): 3 clusters Score: Raw -5166.609593 + Penalty 1071.205143 = -4095.404450 nChanged 1 SP:Iteration 4Q (21.033092 sec): 3 clusters Score: Raw -5173.620985 + Penalty 1071.205143 = -4102.415842 nChanged 0 SP:Iteration 5F (21.033693 sec): 3 clusters Score: Raw -5173.620985 + Penalty 1071.205143 = -4102.415842 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.039052 sec): 2 clusters Score: Raw -50333.313182 + Penalty 135.342621 = -50197.970561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.042652 sec): 3 clusters Score: Raw -49374.045690 + Penalty 272.406129 = -49101.639561 nChanged 700 SP:Iteration 1F (21.045941 sec): 3 clusters Score: Raw -49894.308717 + Penalty 273.719452 = -49620.589264 nChanged 185 SP:Iteration 2F (21.049268 sec): 3 clusters Score: Raw -50075.075834 + Penalty 276.216210 = -49798.859624 nChanged 105 SP:Iteration 3F (21.052721 sec): 3 clusters Score: Raw -50184.438869 + Penalty 279.051514 = -49905.387355 nChanged 71 SP:Iteration 4Q (21.055797 sec): 3 clusters Score: Raw -50249.218633 + Penalty 276.076045 = -49973.142589 nChanged 40 SP:Iteration 5Q (21.058693 sec): 3 clusters Score: Raw -50280.391037 + Penalty 275.890948 = -50004.500089 nChanged 27 SP:Iteration 6Q (21.061565 sec): 3 clusters Score: Raw -50296.057177 + Penalty 274.632887 = -50021.424290 nChanged 18 SP:Iteration 7Q (21.064369 sec): 3 clusters Score: Raw -50302.125747 + Penalty 274.698862 = -50027.426885 nChanged 6 SP:Iteration 8Q (21.067208 sec): 3 clusters Score: Raw -50304.075991 + Penalty 273.563518 = -50030.512473 nChanged 13 SP:Iteration 9Q (21.070026 sec): 3 clusters Score: Raw -50307.553906 + Penalty 274.036448 = -50033.517458 nChanged 7 SP:Iteration 10F (21.073297 sec): 3 clusters Score: Raw -50309.581218 + Penalty 271.717756 = -50037.863462 nChanged 7 SP:Iteration 11Q (21.076137 sec): 3 clusters Score: Raw -50312.025111 + Penalty 270.635621 = -50041.389490 nChanged 5 SP:Iteration 12Q (21.079037 sec): 3 clusters Score: Raw -50313.230926 + Penalty 267.570782 = -50045.660144 nChanged 2 SP:Iteration 13Q (21.081893 sec): 3 clusters Score: Raw -50313.485526 + Penalty 267.225135 = -50046.260390 nChanged 2 SP:Iteration 14Q (21.084635 sec): 3 clusters Score: Raw -50313.840776 + Penalty 267.661167 = -50046.179609 nChanged 2 SP:Iteration 15F (21.088067 sec): 3 clusters Score: Raw -50313.985322 + Penalty 266.567760 = -50047.417563 nChanged 3 SP:Iteration 16Q (21.090869 sec): 3 clusters Score: Raw -50314.427823 + Penalty 264.041555 = -50050.386268 nChanged 3 SP:Iteration 17Q (21.093433 sec): 3 clusters Score: Raw -50315.092108 + Penalty 263.598171 = -50051.493938 nChanged 4 SP:Iteration 18Q (21.095817 sec): 3 clusters Score: Raw -50315.498822 + Penalty 262.930717 = -50052.568105 nChanged 2 SP:Iteration 19Q (21.098194 sec): 3 clusters Score: Raw -50316.566924 + Penalty 262.998167 = -50053.568757 nChanged 1 SP:Iteration 20F (21.100989 sec): 3 clusters Score: Raw -50316.933004 + Penalty 261.078166 = -50055.854838 nChanged 1 SP:Iteration 21Q (21.103276 sec): 3 clusters Score: Raw -50317.855032 + Penalty 260.912920 = -50056.942112 nChanged 3 SP:Iteration 22Q (21.105590 sec): 3 clusters Score: Raw -50318.871500 + Penalty 261.165023 = -50057.706477 nChanged 1 SP:Iteration 23Q (21.107934 sec): 3 clusters Score: Raw -50319.178091 + Penalty 261.165023 = -50058.013068 nChanged 0 SP:Iteration 24F (21.110742 sec): 3 clusters Score: Raw -50319.178091 + Penalty 261.165023 = -50058.013068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 13 (1351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.115785 sec): 2 clusters Score: Raw -41446.495239 + Penalty 571.122294 = -40875.372945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.118367 sec): 3 clusters Score: Raw -40738.843992 + Penalty 1141.760831 = -39597.083161 nChanged 507 SP:Iteration 1F (21.120983 sec): 3 clusters Score: Raw -41051.170970 + Penalty 1141.560865 = -39909.610105 nChanged 138 SP:Iteration 2F (21.123681 sec): 3 clusters Score: Raw -41136.002250 + Penalty 1141.408495 = -39994.593755 nChanged 80 SP:Iteration 3F (21.126333 sec): 3 clusters Score: Raw -41198.973049 + Penalty 1142.718809 = -40056.254240 nChanged 63 SP:Iteration 4Q (21.128835 sec): 3 clusters Score: Raw -41250.985308 + Penalty 1145.451404 = -40105.533904 nChanged 54 SP:Iteration 5Q (21.131320 sec): 3 clusters Score: Raw -41294.964057 + Penalty 1147.568074 = -40147.395983 nChanged 43 SP:Iteration 6Q (21.133783 sec): 3 clusters Score: Raw -41319.028044 + Penalty 1149.291223 = -40169.736821 nChanged 28 SP:Iteration 7Q (21.136276 sec): 3 clusters Score: Raw -41333.895525 + Penalty 1150.856695 = -40183.038830 nChanged 22 SP:Iteration 8Q (21.138723 sec): 3 clusters Score: Raw -41344.832847 + Penalty 1152.018231 = -40192.814616 nChanged 15 SP:Iteration 9Q (21.141160 sec): 3 clusters Score: Raw -41351.208731 + Penalty 1154.050831 = -40197.157900 nChanged 19 SP:Iteration 10F (21.143659 sec): 3 clusters Score: Raw -41360.013204 + Penalty 1155.524289 = -40204.488915 nChanged 12 SP:Iteration 11Q (21.146083 sec): 3 clusters Score: Raw -41363.160680 + Penalty 1155.983217 = -40207.177463 nChanged 8 SP:Iteration 12Q (21.148600 sec): 3 clusters Score: Raw -41365.007814 + Penalty 1156.912169 = -40208.095645 nChanged 12 SP:Iteration 13Q (21.151081 sec): 3 clusters Score: Raw -41370.401839 + Penalty 1157.747632 = -40212.654206 nChanged 15 SP:Iteration 14Q (21.153496 sec): 3 clusters Score: Raw -41377.803926 + Penalty 1158.227695 = -40219.576231 nChanged 9 SP:Iteration 15Q (21.155911 sec): 3 clusters Score: Raw -41380.427611 + Penalty 1159.544214 = -40220.883397 nChanged 7 SP:Iteration 16Q (21.158320 sec): 3 clusters Score: Raw -41383.227101 + Penalty 1160.940702 = -40222.286398 nChanged 7 SP:Iteration 17Q (21.160727 sec): 3 clusters Score: Raw -41385.229284 + Penalty 1161.712280 = -40223.517004 nChanged 3 SP:Iteration 18Q (21.163181 sec): 3 clusters Score: Raw -41386.865075 + Penalty 1162.547231 = -40224.317844 nChanged 4 SP:Iteration 19Q (21.165654 sec): 3 clusters Score: Raw -41388.428337 + Penalty 1163.480094 = -40224.948243 nChanged 6 SP:Iteration 20F (21.168496 sec): 3 clusters Score: Raw -41389.895877 + Penalty 1164.447495 = -40225.448382 nChanged 3 SP:Iteration 21Q (21.170964 sec): 3 clusters Score: Raw -41390.878983 + Penalty 1165.557910 = -40225.321073 nChanged 4 SP:Iteration 22F (21.173581 sec): 3 clusters Score: Raw -41391.875861 + Penalty 1168.321574 = -40223.554287 nChanged 9 SP:Iteration 23F (21.176228 sec): 3 clusters Score: Raw -41395.170837 + Penalty 1171.542789 = -40223.628048 nChanged 12 SP:Iteration 24Q (21.178716 sec): 3 clusters Score: Raw -41399.605493 + Penalty 1173.912371 = -40225.693122 nChanged 10 SP:Iteration 25Q (21.181136 sec): 3 clusters Score: Raw -41403.959490 + Penalty 1176.254032 = -40227.705458 nChanged 8 SP:Iteration 26Q (21.183621 sec): 3 clusters Score: Raw -41406.547357 + Penalty 1178.588443 = -40227.958914 nChanged 8 SP:Iteration 27Q (21.186077 sec): 3 clusters Score: Raw -41409.725573 + Penalty 1181.367133 = -40228.358440 nChanged 11 SP:Iteration 28Q (21.188473 sec): 3 clusters Score: Raw -41415.157651 + Penalty 1185.133892 = -40230.023758 nChanged 14 SP:Iteration 29Q (21.190860 sec): 3 clusters Score: Raw -41422.354304 + Penalty 1188.798790 = -40233.555514 nChanged 16 SP:Iteration 30F (21.193354 sec): 3 clusters Score: Raw -41429.083007 + Penalty 1194.332190 = -40234.750816 nChanged 19 SP:Iteration 31Q (21.195740 sec): 3 clusters Score: Raw -41436.465037 + Penalty 1201.548834 = -40234.916204 nChanged 21 SP:Iteration 32Q (21.198137 sec): 3 clusters Score: Raw -41448.400629 + Penalty 1206.565244 = -40241.835385 nChanged 13 SP:Iteration 33Q (21.200575 sec): 3 clusters Score: Raw -41462.474824 + Penalty 1212.449417 = -40250.025407 nChanged 16 SP:Iteration 34Q (21.203100 sec): 3 clusters Score: Raw -41473.409128 + Penalty 1217.605427 = -40255.803701 nChanged 16 SP:Iteration 35Q (21.205655 sec): 3 clusters Score: Raw -41483.399774 + Penalty 1223.849206 = -40259.550568 nChanged 20 SP:Iteration 36Q (21.208080 sec): 3 clusters Score: Raw -41501.205029 + Penalty 1234.283644 = -40266.921384 nChanged 32 SP:Iteration 37Q (21.210459 sec): 3 clusters Score: Raw -41531.760256 + Penalty 1245.369873 = -40286.390382 nChanged 24 SP:Iteration 38Q (21.212828 sec): 3 clusters Score: Raw -41550.763005 + Penalty 1252.656294 = -40298.106711 nChanged 21 SP:Iteration 39Q (21.215188 sec): 3 clusters Score: Raw -41562.317193 + Penalty 1264.678184 = -40297.639009 nChanged 21 SP:Iteration 40F (21.217739 sec): 3 clusters Score: Raw -41578.493285 + Penalty 1277.933637 = -40300.559648 nChanged 20 SP:Iteration 41Q (21.220111 sec): 3 clusters Score: Raw -41595.671524 + Penalty 1288.754946 = -40306.916578 nChanged 18 SP:Iteration 42Q (21.222507 sec): 3 clusters Score: Raw -41611.748774 + Penalty 1301.292845 = -40310.455930 nChanged 20 SP:Iteration 43Q (21.224972 sec): 3 clusters Score: Raw -41629.341242 + Penalty 1310.792985 = -40318.548257 nChanged 14 SP:Iteration 44Q (21.227245 sec): 3 clusters Score: Raw -41637.512257 + Penalty 1321.185456 = -40316.326801 nChanged 13 SP:Iteration 45F (21.229934 sec): 3 clusters Score: Raw -41648.822788 + Penalty 1334.758930 = -40314.063858 nChanged 17 SP:Iteration 46F (21.232484 sec): 3 clusters Score: Raw -41671.761842 + Penalty 1351.088444 = -40320.673398 nChanged 20 SP:Iteration 47Q (21.234727 sec): 3 clusters Score: Raw -41696.650923 + Penalty 1367.502564 = -40329.148358 nChanged 17 SP:Iteration 48Q (21.236927 sec): 3 clusters Score: Raw -41711.359071 + Penalty 1376.371020 = -40334.988051 nChanged 12 SP:Iteration 49Q (21.239107 sec): 3 clusters Score: Raw -41729.634770 + Penalty 1384.401557 = -40345.233213 nChanged 12 SP:Iteration 50F (21.241597 sec): 3 clusters Score: Raw -41741.735628 + Penalty 1389.249679 = -40352.485949 nChanged 11 SP:Iteration 51Q (21.243744 sec): 3 clusters Score: Raw -41749.671559 + Penalty 1388.868551 = -40360.803008 nChanged 3 SP:Iteration 52Q (21.245928 sec): 3 clusters Score: Raw -41751.659087 + Penalty 1388.903866 = -40362.755221 nChanged 1 SP:Iteration 53Q (21.248117 sec): 3 clusters Score: Raw -41752.349879 + Penalty 1391.571842 = -40360.778037 nChanged 2 SP:Iteration 54F (21.250669 sec): 3 clusters Score: Raw -41752.747616 + Penalty 1392.121223 = -40360.626393 nChanged 1 SP:Iteration 55F (21.253164 sec): 3 clusters Score: Raw -41753.270673 + Penalty 1392.121223 = -40361.149450 nChanged 0 Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 14 (3129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.268474 sec): 2 clusters Score: Raw -85006.609642 + Penalty 155.944522 = -84850.665120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.274438 sec): 3 clusters Score: Raw -83016.857157 + Penalty 313.044939 = -82703.812218 nChanged 1395 SP:Iteration 1F (21.280067 sec): 3 clusters Score: Raw -83874.280470 + Penalty 306.245638 = -83568.034832 nChanged 376 SP:Iteration 2F (21.286113 sec): 3 clusters Score: Raw -84098.405491 + Penalty 302.185934 = -83796.219557 nChanged 195 SP:Iteration 3F (21.291773 sec): 3 clusters Score: Raw -84209.524953 + Penalty 300.523721 = -83909.001232 nChanged 143 SP:Iteration 4Q (21.297624 sec): 3 clusters Score: Raw -84257.275972 + Penalty 301.326054 = -83955.949918 nChanged 101 SP:Iteration 5Q (21.303303 sec): 3 clusters Score: Raw -84287.047809 + Penalty 302.725370 = -83984.322439 nChanged 95 SP:Iteration 6Q (21.309100 sec): 3 clusters Score: Raw -84317.718607 + Penalty 303.587442 = -84014.131165 nChanged 97 SP:Iteration 7Q (21.314808 sec): 3 clusters Score: Raw -84358.249378 + Penalty 305.021096 = -84053.228282 nChanged 135 SP:Iteration 8Q (21.320528 sec): 3 clusters Score: Raw -84427.434358 + Penalty 306.964306 = -84120.470052 nChanged 132 SP:Iteration 9Q (21.326174 sec): 3 clusters Score: Raw -84503.258968 + Penalty 308.561569 = -84194.697399 nChanged 146 SP:Iteration 10F (21.331832 sec): 3 clusters Score: Raw -84608.285488 + Penalty 313.469313 = -84294.816175 nChanged 130 SP:Iteration 11Q (21.337653 sec): 3 clusters Score: Raw -84718.857204 + Penalty 318.037248 = -84400.819957 nChanged 119 SP:Iteration 12Q (21.343287 sec): 3 clusters Score: Raw -84826.540732 + Penalty 320.257746 = -84506.282986 nChanged 79 SP:Iteration 13Q (21.348710 sec): 3 clusters Score: Raw -84886.786261 + Penalty 317.397406 = -84569.388856 nChanged 50 SP:Iteration 14Q (21.353621 sec): 3 clusters Score: Raw -84918.777865 + Penalty 327.019895 = -84591.757970 nChanged 41 SP:Iteration 15Q (21.358469 sec): 3 clusters Score: Raw -84943.534544 + Penalty 340.017270 = -84603.517275 nChanged 32 SP:Iteration 16Q (21.363436 sec): 3 clusters Score: Raw -84966.169052 + Penalty 376.901486 = -84589.267567 nChanged 40 SP:Iteration 17F (21.369273 sec): 3 clusters Score: Raw -85000.363479 + Penalty 432.190532 = -84568.172946 nChanged 34 SP:Iteration 18F (21.375259 sec): 3 clusters Score: Raw -85031.907104 + Penalty 467.413919 = -84564.493186 nChanged 20 SP:Iteration 19F (21.381017 sec): 3 clusters Score: Raw -85053.472287 + Penalty 534.642464 = -84518.829822 nChanged 9 SP:Iteration 20F (21.386599 sec): 3 clusters Score: Raw -85062.132677 + Penalty 595.125075 = -84467.007602 nChanged 6 SP:Iteration 21F (21.392166 sec): 3 clusters Score: Raw -85066.988353 + Penalty 595.125075 = -84471.863278 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 16 (3793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.410978 sec): 2 clusters Score: Raw -112043.002805 + Penalty 406.719949 = -111636.282856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.417928 sec): 3 clusters Score: Raw -109615.679758 + Penalty 813.739100 = -108801.940659 nChanged 1678 SP:Iteration 1F (21.425050 sec): 3 clusters Score: Raw -110553.321827 + Penalty 815.912725 = -109737.409102 nChanged 572 SP:Iteration 2F (21.431884 sec): 3 clusters Score: Raw -111064.628945 + Penalty 816.733006 = -110247.895939 nChanged 336 SP:Iteration 3F (21.438658 sec): 3 clusters Score: Raw -111348.966600 + Penalty 821.558373 = -110527.408227 nChanged 217 SP:Iteration 4F (21.445458 sec): 3 clusters Score: Raw -111510.596056 + Penalty 827.407291 = -110683.188765 nChanged 173 SP:Iteration 5Q (21.452514 sec): 3 clusters Score: Raw -111612.822453 + Penalty 835.429022 = -110777.393430 nChanged 132 SP:Iteration 6Q (21.459255 sec): 3 clusters Score: Raw -111690.125083 + Penalty 841.330009 = -110848.795074 nChanged 106 SP:Iteration 7Q (21.465897 sec): 3 clusters Score: Raw -111744.554405 + Penalty 851.492191 = -110893.062215 nChanged 90 SP:Iteration 8Q (21.472528 sec): 3 clusters Score: Raw -111785.709059 + Penalty 858.676119 = -110927.032940 nChanged 84 SP:Iteration 9Q (21.479174 sec): 3 clusters Score: Raw -111821.661169 + Penalty 873.750991 = -110947.910178 nChanged 82 SP:Iteration 10F (21.486035 sec): 3 clusters Score: Raw -111866.334186 + Penalty 893.286246 = -110973.047940 nChanged 70 SP:Iteration 11Q (21.492930 sec): 3 clusters Score: Raw -111902.411521 + Penalty 916.898331 = -110985.513190 nChanged 52 SP:Iteration 12Q (21.499304 sec): 3 clusters Score: Raw -111925.846936 + Penalty 934.899175 = -110990.947761 nChanged 35 SP:Iteration 13Q (21.505869 sec): 3 clusters Score: Raw -111947.202734 + Penalty 957.282119 = -110989.920615 nChanged 37 SP:Iteration 14F (21.512883 sec): 3 clusters Score: Raw -111972.532398 + Penalty 984.412661 = -110988.119737 nChanged 34 SP:Iteration 15F (21.519763 sec): 3 clusters Score: Raw -112003.276390 + Penalty 1016.019643 = -110987.256747 nChanged 39 SP:Iteration 16F (21.526912 sec): 3 clusters Score: Raw -112034.850100 + Penalty 1034.354575 = -111000.495525 nChanged 31 SP:Iteration 17Q (21.533015 sec): 3 clusters Score: Raw -112056.417062 + Penalty 1054.852003 = -111001.565059 nChanged 25 SP:Iteration 18Q (21.538904 sec): 3 clusters Score: Raw -112073.352232 + Penalty 1065.636818 = -111007.715415 nChanged 18 SP:Iteration 19Q (21.544698 sec): 3 clusters Score: Raw -112084.335854 + Penalty 1077.437568 = -111006.898286 nChanged 15 SP:Iteration 20F (21.551699 sec): 3 clusters Score: Raw -112093.197381 + Penalty 1079.480831 = -111013.716550 nChanged 10 SP:Iteration 21Q (21.557406 sec): 3 clusters Score: Raw -112101.100730 + Penalty 1085.754514 = -111015.346216 nChanged 6 SP:Iteration 22Q (21.563297 sec): 3 clusters Score: Raw -112105.179513 + Penalty 1099.358335 = -111005.821178 nChanged 10 SP:Iteration 23F (21.570308 sec): 3 clusters Score: Raw -112112.262311 + Penalty 1110.285760 = -111001.976551 nChanged 11 SP:Iteration 24F (21.577431 sec): 3 clusters Score: Raw -112119.533804 + Penalty 1114.674779 = -111004.859025 nChanged 5 SP:Iteration 25Q (21.583229 sec): 3 clusters Score: Raw -112121.801789 + Penalty 1123.358817 = -110998.442972 nChanged 6 SP:Iteration 26F (21.590239 sec): 3 clusters Score: Raw -112123.770079 + Penalty 1125.093698 = -110998.676381 nChanged 3 SP:Iteration 27Q (21.595934 sec): 3 clusters Score: Raw -112124.752207 + Penalty 1128.014968 = -110996.737239 nChanged 1 SP:Iteration 28F (21.602838 sec): 3 clusters Score: Raw -112125.189282 + Penalty 1128.014968 = -110997.174314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.607927 sec): 2 clusters Score: Raw -13416.410812 + Penalty 592.573479 = -12823.837334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.608924 sec): 3 clusters Score: Raw -13260.325458 + Penalty 1183.739408 = -12076.586050 nChanged 131 SP:Iteration 1F (21.609900 sec): 3 clusters Score: Raw -13427.886572 + Penalty 1192.296784 = -12235.589788 nChanged 48 SP:Iteration 2F (21.610884 sec): 3 clusters Score: Raw -13500.778229 + Penalty 1201.202187 = -12299.576042 nChanged 25 SP:Iteration 3F (21.611858 sec): 3 clusters Score: Raw -13536.663991 + Penalty 1206.229539 = -12330.434452 nChanged 15 SP:Iteration 4Q (21.612804 sec): 3 clusters Score: Raw -13560.941691 + Penalty 1209.550128 = -12351.391563 nChanged 10 SP:Iteration 5Q (21.613740 sec): 3 clusters Score: Raw -13571.958626 + Penalty 1212.739191 = -12359.219435 nChanged 5 SP:Iteration 6Q (21.614678 sec): 3 clusters Score: Raw -13578.422750 + Penalty 1214.229864 = -12364.192885 nChanged 3 SP:Iteration 7Q (21.615799 sec): 3 clusters Score: Raw -13586.526557 + Penalty 1218.045834 = -12368.480724 nChanged 4 SP:Iteration 8Q (21.616727 sec): 3 clusters Score: Raw -13590.594567 + Penalty 1222.685295 = -12367.909272 nChanged 5 SP:Iteration 9F (21.617700 sec): 3 clusters Score: Raw -13594.935434 + Penalty 1223.824026 = -12371.111408 nChanged 1 SP:Iteration 10F (21.618675 sec): 3 clusters Score: Raw -13596.182589 + Penalty 1225.903414 = -12370.279175 nChanged 2 SP:Iteration 11F (21.619649 sec): 3 clusters Score: Raw -13597.635284 + Penalty 1228.180823 = -12369.454461 nChanged 2 SP:Iteration 12F (21.620623 sec): 3 clusters Score: Raw -13598.558278 + Penalty 1228.180823 = -12370.377456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 74 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.621627 sec): 2 clusters Score: Raw -4725.126952 + Penalty 280.309103 = -4444.817850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.622197 sec): 3 clusters Score: Raw -4657.831369 + Penalty 561.832184 = -4095.999185 nChanged 52 SP:Iteration 1F (21.622758 sec): 3 clusters Score: Raw -4717.333769 + Penalty 581.262354 = -4136.071415 nChanged 22 SP:Iteration 2F (21.623314 sec): 3 clusters Score: Raw -4757.062340 + Penalty 591.222059 = -4165.840281 nChanged 13 SP:Iteration 3F (21.623871 sec): 3 clusters Score: Raw -4787.106826 + Penalty 602.642293 = -4184.464533 nChanged 8 SP:Iteration 4Q (21.624404 sec): 3 clusters Score: Raw -4801.780911 + Penalty 611.035300 = -4190.745611 nChanged 3 SP:Iteration 5Q (21.624936 sec): 3 clusters Score: Raw -4803.483412 + Penalty 611.035300 = -4192.448112 nChanged 0 SP:Iteration 6F (21.625497 sec): 3 clusters Score: Raw -4803.483412 + Penalty 611.035300 = -4192.448112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.626155 sec): 2 clusters Score: Raw -2309.236214 + Penalty 239.515512 = -2069.720702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.626494 sec): 3 clusters Score: Raw -2295.856073 + Penalty 480.159185 = -1815.696887 nChanged 8 SP:Iteration 1F (21.626824 sec): 3 clusters Score: Raw -2304.608424 + Penalty 480.049658 = -1824.558766 nChanged 2 SP:Iteration 2Q (21.627151 sec): 3 clusters Score: Raw -2307.958367 + Penalty 480.982794 = -1826.975573 nChanged 3 SP:Iteration 3Q (21.627477 sec): 3 clusters Score: Raw -2313.269158 + Penalty 480.982794 = -1832.286364 nChanged 0 SP:Iteration 4F (21.627806 sec): 3 clusters Score: Raw -2313.269158 + Penalty 480.982794 = -1832.286364 nChanged 0 Time taken for this iteration:21.259961 seconds. 300->12 Clusters: Score -348511.921852, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 173 (time per iteration =125.111468 ms) Total iterations: 1169 (time per iteration =18.515213 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2094402500.000000 (time per metric unit =10.334348ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 52360062500.000000 (time per metric unit=413.373915ps) That took 21.644284 seconds.