FileBase PeterP-2014-02-27_dataset1 ElecNo 9 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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10904 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 10904 points ------ Starting initial clusters from distinct float masks Not enough masks (86) to generate starting clusters (300), so starting with (87) clusters instead. Assigned 87 initial classes from 86 unique masks. Deleting Class 62 (1 points): Lose 1.773147 but Gain 1487.433046 Iteration 0F (0.728066 sec): 86 clusters Score: Raw -223780.078457 + Penalty 61002.525556 = -162777.552901 nChanged 1443 Deleting Class 64 (1 points): Lose 7.134626 but Gain 1486.995893 Iteration 1F (1.109529 sec): 76 clusters Score: Raw -225421.989096 + Penalty 59755.085101 = -165666.903995 nChanged 562 Deleting Class 54 (4 points): Lose 53.265841 but Gain 1510.743808 Iteration 2F (1.473433 sec): 75 clusters Score: Raw -226074.891321 + Penalty 57463.489008 = -168611.402314 nChanged 405 Deleting Class 77 (1 points): Lose 9.566927 but Gain 1404.551525 Iteration 3Q (1.520809 sec): 73 clusters Score: Raw -226477.196357 + Penalty 56187.346555 = -170289.849801 nChanged 297 Deleting Class 67 (1 points): Lose 5.757692 but Gain 1364.464136 Iteration 4Q (1.563153 sec): 72 clusters Score: Raw -226709.991280 + Penalty 54994.131346 = -171715.859934 nChanged 229 Deleting Class 69 (1 points): Lose 11.097471 but Gain 1319.683578 Iteration 5Q (1.603055 sec): 71 clusters Score: Raw -226863.141890 + Penalty 53853.073920 = -173010.067970 nChanged 162 Deleting Class 42 (1 points): Lose 24.239515 but Gain 1289.760704 Iteration 6Q (1.642070 sec): 70 clusters Score: Raw -226955.495433 + Penalty 52677.049778 = -174278.445655 nChanged 103 Deleting Class 82 (1 points): Lose 6.315968 but Gain 1215.153326 Iteration 7Q (1.678711 sec): 69 clusters Score: Raw -227025.432309 + Penalty 51525.926661 = -175499.505648 nChanged 81 Deleting Class 34 (4 points): Lose 28.172205 but Gain 1198.490193 Iteration 8Q (1.713032 sec): 68 clusters Score: Raw -227048.511559 + Penalty 50358.439129 = -176690.072429 nChanged 63 Deleting Class 50 (1 points): Lose 11.929414 but Gain 1180.600587 Iteration 9Q (1.750225 sec): 67 clusters Score: Raw -227085.278023 + Penalty 49345.812751 = -177739.465272 nChanged 52 Deleting Class 74 (1 points): Lose 4.427758 but Gain 1137.243637 Iteration 10F (2.100139 sec): 66 clusters Score: Raw -227125.462626 + Penalty 48266.821664 = -178858.640962 nChanged 49 Deleting Class 39 (3 points): Lose 14.955158 but Gain 1137.576585 Iteration 11Q (2.137022 sec): 65 clusters Score: Raw -227137.267863 + Penalty 47177.597089 = -179959.670774 nChanged 44 Deleting Class 73 (1 points): Lose 8.958567 but Gain 1095.433445 Iteration 12Q (2.172521 sec): 64 clusters Score: Raw -227157.942003 + Penalty 46145.278737 = -181012.663266 nChanged 50 Deleting Class 86 (1 points): Lose 6.396631 but Gain 1077.227249 Iteration 13Q (2.208260 sec): 63 clusters Score: Raw -227191.212863 + Penalty 45110.960877 = -182080.251986 nChanged 35 Deleting Class 76 (2 points): Lose 22.021424 but Gain 1080.063468 Iteration 14Q (2.243058 sec): 62 clusters Score: Raw -227195.433283 + Penalty 44093.194710 = -183102.238573 nChanged 34 Deleting Class 31 (6 points): Lose 63.250273 but Gain 1102.114740 Iteration 15Q (2.278037 sec): 61 clusters Score: Raw -227157.007020 + Penalty 43049.402773 = -184107.604247 nChanged 41 Deleting Class 28 (1 points): Lose 2.519177 but Gain 1022.926548 Iteration 16Q (2.314224 sec): 60 clusters Score: Raw -227199.212307 + Penalty 42044.269969 = -185154.942338 nChanged 37 Deleting Class 55 (10 points): Lose 104.693154 but Gain 1123.630215 Iteration 17Q (2.349018 sec): 59 clusters Score: Raw -227117.749491 + Penalty 40959.838389 = -186157.911103 nChanged 34 Deleting Class 57 (1 points): Lose 0.725977 but Gain 1004.944117 Iteration 18Q (2.383497 sec): 58 clusters Score: Raw -227165.089603 + Penalty 39955.946763 = -187209.142840 nChanged 23 Deleting Class 85 (2 points): Lose 23.453875 but Gain 1020.979652 Iteration 19Q (2.417685 sec): 57 clusters Score: Raw -227151.777708 + Penalty 39070.680822 = -188081.096885 nChanged 22 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -227151.777708 + Penalty 39070.680822 = -188081.096885Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 1 (6050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.486721 sec): 2 clusters Score: Raw -139899.596018 + Penalty 135.968387 = -139763.627631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.497960 sec): 3 clusters Score: Raw -135910.836987 + Penalty 272.857000 = -135637.979987 nChanged 2885 SP:Iteration 1F (2.509101 sec): 3 clusters Score: Raw -138260.661105 + Penalty 269.122823 = -137991.538282 nChanged 543 SP:Iteration 2F (2.520885 sec): 3 clusters Score: Raw -138880.937630 + Penalty 266.789886 = -138614.147743 nChanged 295 SP:Iteration 3Q (2.531985 sec): 3 clusters Score: Raw -139214.259680 + Penalty 266.896527 = -138947.363153 nChanged 189 SP:Iteration 4Q (2.542143 sec): 3 clusters Score: Raw -139337.100746 + Penalty 267.364181 = -139069.736565 nChanged 155 SP:Iteration 5Q (2.552406 sec): 3 clusters Score: Raw -139421.567281 + Penalty 270.000722 = -139151.566558 nChanged 136 SP:Iteration 6Q (2.562285 sec): 3 clusters Score: Raw -139502.743556 + Penalty 272.734206 = -139230.009350 nChanged 111 SP:Iteration 7Q (2.571928 sec): 3 clusters Score: Raw -139566.534545 + Penalty 275.242137 = -139291.292407 nChanged 100 SP:Iteration 8Q (2.581458 sec): 3 clusters Score: Raw -139622.998010 + Penalty 276.936704 = -139346.061306 nChanged 89 SP:Iteration 9Q (2.590831 sec): 3 clusters Score: Raw -139673.585015 + Penalty 279.809203 = -139393.775811 nChanged 86 SP:Iteration 10F (2.601612 sec): 3 clusters Score: Raw -139729.498868 + Penalty 283.896688 = -139445.602180 nChanged 74 SP:Iteration 11Q (2.611022 sec): 3 clusters Score: Raw -139781.295850 + Penalty 286.919319 = -139494.376531 nChanged 55 SP:Iteration 12Q (2.620404 sec): 3 clusters Score: Raw -139811.483453 + Penalty 291.832198 = -139519.651256 nChanged 43 SP:Iteration 13Q (2.629223 sec): 3 clusters Score: Raw -139835.730677 + Penalty 292.153253 = -139543.577423 nChanged 36 SP:Iteration 14Q (2.637924 sec): 3 clusters Score: Raw -139851.665079 + Penalty 293.033392 = -139558.631687 nChanged 28 SP:Iteration 15Q (2.646553 sec): 3 clusters Score: Raw -139864.441491 + Penalty 295.270044 = -139569.171447 nChanged 30 SP:Iteration 16Q (2.655388 sec): 3 clusters Score: Raw -139878.810216 + Penalty 297.558729 = -139581.251487 nChanged 29 SP:Iteration 17Q (2.664049 sec): 3 clusters Score: Raw -139894.599055 + Penalty 301.617331 = -139592.981724 nChanged 20 SP:Iteration 18Q (2.672545 sec): 3 clusters Score: Raw -139902.730678 + Penalty 304.021209 = -139598.709469 nChanged 9 SP:Iteration 19Q (2.681080 sec): 3 clusters Score: Raw -139905.850358 + Penalty 307.119896 = -139598.730462 nChanged 7 SP:Iteration 20F (2.691846 sec): 3 clusters Score: Raw -139908.345548 + Penalty 309.873688 = -139598.471860 nChanged 6 SP:Iteration 21F (2.702641 sec): 3 clusters Score: Raw -139909.900488 + Penalty 311.450595 = -139598.449893 nChanged 4 SP:Iteration 22F (2.713352 sec): 3 clusters Score: Raw -139910.508914 + Penalty 312.014957 = -139598.493957 nChanged 1 SP:Iteration 23Q (2.722232 sec): 3 clusters Score: Raw -139910.586516 + Penalty 312.014957 = -139598.571559 nChanged 0 SP:Iteration 24F (2.733001 sec): 3 clusters Score: Raw -139910.586516 + Penalty 312.014957 = -139598.571559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.736461 sec): 2 clusters Score: Raw -455.256834 + Penalty 297.907843 = -157.348991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.736714 sec): 3 clusters Score: Raw -466.221908 + Penalty 594.420139 = 128.198230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.737587 sec): 2 clusters Score: Raw -2346.185900 + Penalty 129.633129 = -2216.552771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.737970 sec): 3 clusters Score: Raw -2289.408559 + Penalty 230.147023 = -2059.261537 nChanged 27 SP:Iteration 1F (2.738343 sec): 3 clusters Score: Raw -2309.523526 + Penalty 224.005757 = -2085.517769 nChanged 9 SP:Iteration 2F (2.738713 sec): 3 clusters Score: Raw -2323.840415 + Penalty 224.567691 = -2099.272725 nChanged 7 SP:Iteration 3F (2.739070 sec): 3 clusters Score: Raw -2334.593885 + Penalty 235.765252 = -2098.828633 nChanged 3 SP:Iteration 4F (2.739425 sec): 3 clusters Score: Raw -2338.874781 + Penalty 193.379181 = -2145.495600 nChanged 3 SP:Iteration 5Q (2.739745 sec): 3 clusters Score: Raw -2343.479801 + Penalty 129.633129 = -2213.846672 nChanged 1 SP:Iteration 6Q (2.740051 sec): 2 clusters Score: Raw -2346.185900 + Penalty 129.633129 = -2216.552771 nChanged 0 SP:Iteration 7F (2.740357 sec): 2 clusters Score: Raw -2346.185900 + Penalty 129.633129 = -2216.552771 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.752075 sec): 2 clusters Score: Raw -53415.169493 + Penalty 211.550356 = -53203.619138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.757245 sec): 3 clusters Score: Raw -51797.368016 + Penalty 423.105511 = -51374.262505 nChanged 1113 SP:Iteration 1F (2.762010 sec): 3 clusters Score: Raw -52346.091907 + Penalty 423.160324 = -51922.931583 nChanged 298 SP:Iteration 2F (2.766725 sec): 3 clusters Score: Raw -52455.577812 + Penalty 422.994166 = -52032.583646 nChanged 157 SP:Iteration 3F (2.771432 sec): 3 clusters Score: Raw -52497.061296 + Penalty 422.445671 = -52074.615625 nChanged 108 SP:Iteration 4Q (2.776160 sec): 3 clusters Score: Raw -52537.633030 + Penalty 422.176089 = -52115.456942 nChanged 109 SP:Iteration 5Q (2.780961 sec): 3 clusters Score: Raw -52593.010778 + Penalty 424.993012 = -52168.017766 nChanged 173 SP:Iteration 6F (2.785838 sec): 3 clusters Score: Raw -52705.307379 + Penalty 433.665717 = -52271.641662 nChanged 211 SP:Iteration 7F (2.790636 sec): 3 clusters Score: Raw -52868.891831 + Penalty 446.898399 = -52421.993432 nChanged 199 SP:Iteration 8F (2.795368 sec): 3 clusters Score: Raw -53044.579551 + Penalty 471.964481 = -52572.615070 nChanged 173 SP:Iteration 9F (2.800113 sec): 3 clusters Score: Raw -53210.162380 + Penalty 508.033225 = -52702.129155 nChanged 120 SP:Iteration 10F (2.804918 sec): 3 clusters Score: Raw -53329.346276 + Penalty 566.475006 = -52762.871270 nChanged 60 SP:Iteration 11Q (2.809477 sec): 3 clusters Score: Raw -53382.360683 + Penalty 611.970505 = -52770.390179 nChanged 21 SP:Iteration 12Q (2.813631 sec): 3 clusters Score: Raw -53399.904250 + Penalty 636.890077 = -52763.014173 nChanged 14 SP:Iteration 13F (2.818472 sec): 3 clusters Score: Raw -53411.378341 + Penalty 665.580286 = -52745.798055 nChanged 12 SP:Iteration 14F (2.823542 sec): 3 clusters Score: Raw -53428.366517 + Penalty 678.970075 = -52749.396442 nChanged 6 SP:Iteration 15Q (2.827533 sec): 3 clusters Score: Raw -53435.635444 + Penalty 705.157298 = -52730.478146 nChanged 4 SP:Iteration 16F (2.832389 sec): 3 clusters Score: Raw -53442.053302 + Penalty 715.768550 = -52726.284752 nChanged 2 SP:Iteration 17F (2.837180 sec): 3 clusters Score: Raw -53444.665667 + Penalty 711.012230 = -52733.653437 nChanged 2 SP:Iteration 18Q (2.841005 sec): 3 clusters Score: Raw -53445.935847 + Penalty 711.012230 = -52734.923617 nChanged 0 SP:Iteration 19F (2.845749 sec): 3 clusters Score: Raw -53445.935847 + Penalty 711.012230 = -52734.923617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 5 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.847717 sec): 2 clusters Score: Raw -1887.200363 + Penalty 406.481429 = -1480.718934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.848059 sec): 3 clusters Score: Raw -1866.804323 + Penalty 813.178802 = -1053.625521 nChanged 3 SP:Iteration 1Q (2.848379 sec): 3 clusters Score: Raw -1881.782652 + Penalty 814.019233 = -1067.763419 nChanged 1 SP:Iteration 2Q (2.848706 sec): 3 clusters Score: Raw -1884.848728 + Penalty 814.920175 = -1069.928553 nChanged 1 SP:Iteration 3Q (2.849022 sec): 3 clusters Score: Raw -1886.814613 + Penalty 814.920175 = -1071.894438 nChanged 0 SP:Iteration 4F (2.849349 sec): 3 clusters Score: Raw -1886.814613 + Penalty 814.920175 = -1071.894438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.849863 sec): 2 clusters Score: Raw -656.657555 + Penalty 136.241631 = -520.415924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.850124 sec): 3 clusters Score: Raw -653.571301 + Penalty 271.216951 = -382.354350 nChanged 5 SP:Iteration 1F (2.850380 sec): 3 clusters Score: Raw -660.099251 + Penalty 268.285191 = -391.814060 nChanged 1 SP:Iteration 2Q (2.850634 sec): 3 clusters Score: Raw -662.325402 + Penalty 268.285191 = -394.040211 nChanged 0 SP:Iteration 3F (2.850889 sec): 3 clusters Score: Raw -662.325402 + Penalty 268.285191 = -394.040211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.851367 sec): 2 clusters Score: Raw -295.151247 + Penalty 107.834093 = -187.317155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.851601 sec): 3 clusters Score: Raw -301.670646 + Penalty 226.812248 = -74.858399 nChanged 1 SP:Iteration 1F (2.851834 sec): 3 clusters Score: Raw -304.025683 + Penalty 226.812248 = -77.213435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.852923 sec): 2 clusters Score: Raw -3195.767520 + Penalty 217.511605 = -2978.255915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.853387 sec): 3 clusters Score: Raw -3141.635638 + Penalty 432.297125 = -2709.338513 nChanged 33 SP:Iteration 1F (2.853843 sec): 3 clusters Score: Raw -3178.889342 + Penalty 431.198451 = -2747.690891 nChanged 14 SP:Iteration 2F (2.854298 sec): 3 clusters Score: Raw -3197.737189 + Penalty 432.533887 = -2765.203302 nChanged 5 SP:Iteration 3Q (2.854749 sec): 3 clusters Score: Raw -3200.754564 + Penalty 428.993643 = -2771.760921 nChanged 4 SP:Iteration 4Q (2.855202 sec): 3 clusters Score: Raw -3202.622620 + Penalty 429.649890 = -2772.972730 nChanged 1 SP:Iteration 5Q (2.855651 sec): 3 clusters Score: Raw -3203.051918 + Penalty 429.649890 = -2773.402028 nChanged 0 SP:Iteration 6F (2.856103 sec): 3 clusters Score: Raw -3203.051918 + Penalty 429.649890 = -2773.402028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 9 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.860749 sec): 2 clusters Score: Raw -25688.715383 + Penalty 241.801998 = -25446.913385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.862546 sec): 3 clusters Score: Raw -25056.670146 + Penalty 486.872346 = -24569.797800 nChanged 358 SP:Iteration 1F (2.864362 sec): 3 clusters Score: Raw -25344.419770 + Penalty 509.070393 = -24835.349377 nChanged 173 SP:Iteration 2F (2.866185 sec): 3 clusters Score: Raw -25545.202838 + Penalty 560.545194 = -24984.657644 nChanged 116 SP:Iteration 3F (2.867979 sec): 3 clusters Score: Raw -25665.235701 + Penalty 584.755355 = -25080.480345 nChanged 56 SP:Iteration 4F (2.869770 sec): 3 clusters Score: Raw -25726.238475 + Penalty 588.692293 = -25137.546182 nChanged 28 SP:Iteration 5Q (2.871375 sec): 3 clusters Score: Raw -25741.506600 + Penalty 603.166323 = -25138.340277 nChanged 7 SP:Iteration 6Q (2.872872 sec): 3 clusters Score: Raw -25744.898380 + Penalty 605.746547 = -25139.151833 nChanged 5 SP:Iteration 7Q (2.874346 sec): 3 clusters Score: Raw -25753.561797 + Penalty 616.780870 = -25136.780927 nChanged 2 SP:Iteration 8F (2.876192 sec): 3 clusters Score: Raw -25753.382056 + Penalty 621.161803 = -25132.220253 nChanged 1 SP:Iteration 9F (2.878024 sec): 3 clusters Score: Raw -25752.700268 + Penalty 621.161803 = -25131.538465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.880966 sec): 2 clusters Score: Raw -252.376147 + Penalty 161.718136 = -90.658012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.881214 sec): 3 clusters Score: Raw -258.523534 + Penalty 323.436271 = 64.912737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.881806 sec): 2 clusters Score: Raw -972.339039 + Penalty 296.194099 = -676.144940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.882096 sec): 3 clusters Score: Raw -983.289121 + Penalty 592.104840 = -391.184281 nChanged 3 SP:Iteration 1F (2.882380 sec): 3 clusters Score: Raw -988.325240 + Penalty 592.104840 = -396.220400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.882836 sec): 2 clusters Score: Raw -156.474252 + Penalty 118.399369 = -38.074883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.883052 sec): 3 clusters Score: Raw -155.219410 + Penalty 231.483562 = 76.264152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.883526 sec): 2 clusters Score: Raw -436.406200 + Penalty 270.505228 = -165.900972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.883758 sec): 3 clusters Score: Raw -445.436920 + Penalty 542.494883 = 97.057963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.884233 sec): 2 clusters Score: Raw -354.824101 + Penalty 218.757490 = -136.066611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.884466 sec): 3 clusters Score: Raw -390.529201 + Penalty 451.855827 = 61.326626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.884941 sec): 2 clusters Score: Raw -451.022292 + Penalty 275.479102 = -175.543190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.885174 sec): 3 clusters Score: Raw -481.013082 + Penalty 546.117773 = 65.104691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.885697 sec): 2 clusters Score: Raw -474.637131 + Penalty 107.189518 = -367.447613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.885942 sec): 3 clusters Score: Raw -478.533675 + Penalty 202.232609 = -276.301066 nChanged 3 SP:Iteration 1F (2.886185 sec): 3 clusters Score: Raw -482.060422 + Penalty 202.232609 = -279.827813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 17 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.886653 sec): 2 clusters Score: Raw -283.379711 + Penalty 179.178284 = -104.201427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.886877 sec): 3 clusters Score: Raw -285.357641 + Penalty 368.470832 = 83.113191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.887351 sec): 2 clusters Score: Raw -373.880537 + Penalty 255.859284 = -118.021254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.887585 sec): 3 clusters Score: Raw -430.560342 + Penalty 498.790858 = 68.230516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.889121 sec): 2 clusters Score: Raw -6064.685015 + Penalty 162.830299 = -5901.854716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.889767 sec): 3 clusters Score: Raw -5924.007177 + Penalty 338.517965 = -5585.489212 nChanged 89 SP:Iteration 1F (2.890399 sec): 3 clusters Score: Raw -6006.191661 + Penalty 329.980411 = -5676.211251 nChanged 28 SP:Iteration 2F (2.891048 sec): 3 clusters Score: Raw -6027.809788 + Penalty 326.812203 = -5700.997586 nChanged 10 SP:Iteration 3Q (2.891672 sec): 3 clusters Score: Raw -6034.295305 + Penalty 327.456972 = -5706.838333 nChanged 9 SP:Iteration 4Q (2.892289 sec): 3 clusters Score: Raw -6043.440924 + Penalty 350.867000 = -5692.573924 nChanged 10 SP:Iteration 5F (2.892913 sec): 3 clusters Score: Raw -6054.796928 + Penalty 423.539524 = -5631.257404 nChanged 6 SP:Iteration 6F (2.893533 sec): 3 clusters Score: Raw -6067.490597 + Penalty 423.539524 = -5643.951073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.894077 sec): 2 clusters Score: Raw -240.288532 + Penalty 140.975067 = -99.313465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.894307 sec): 3 clusters Score: Raw -241.095712 + Penalty 283.022377 = 41.926664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.894782 sec): 2 clusters Score: Raw -332.712311 + Penalty 135.867868 = -196.844443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.895013 sec): 3 clusters Score: Raw -335.636654 + Penalty 255.875280 = -79.761374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.896586 sec): 2 clusters Score: Raw -6279.035345 + Penalty 214.118234 = -6064.917111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.897278 sec): 3 clusters Score: Raw -6147.017544 + Penalty 453.334996 = -5693.682548 nChanged 93 SP:Iteration 1F (2.897954 sec): 3 clusters Score: Raw -6254.966373 + Penalty 470.102999 = -5784.863375 nChanged 33 SP:Iteration 2F (2.898629 sec): 3 clusters Score: Raw -6276.848731 + Penalty 475.777932 = -5801.070799 nChanged 10 SP:Iteration 3Q (2.899301 sec): 3 clusters Score: Raw -6281.282269 + Penalty 481.851430 = -5799.430839 nChanged 6 SP:Iteration 4F (2.900001 sec): 3 clusters Score: Raw -6285.173211 + Penalty 483.679205 = -5801.494006 nChanged 2 SP:Iteration 5Q (2.900665 sec): 3 clusters Score: Raw -6285.728193 + Penalty 483.679205 = -5802.048988 nChanged 0 SP:Iteration 6F (2.901340 sec): 3 clusters Score: Raw -6285.728193 + Penalty 483.679205 = -5802.048988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.901868 sec): 2 clusters Score: Raw -58.318262 + Penalty 62.311753 = 3.993490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.902065 sec): 2 clusters Score: Raw -58.318262 + Penalty 62.311753 = 3.993490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.902521 sec): 2 clusters Score: Raw -167.064356 + Penalty 142.262088 = -24.802268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.902739 sec): 3 clusters Score: Raw -167.344589 + Penalty 284.524177 = 117.179587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.903249 sec): 2 clusters Score: Raw -628.914144 + Penalty 260.662881 = -368.251264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.903509 sec): 3 clusters Score: Raw -645.447059 + Penalty 522.931825 = -122.515234 nChanged 1 SP:Iteration 1Q (2.903760 sec): 3 clusters Score: Raw -649.006514 + Penalty 522.931825 = -126.074689 nChanged 0 SP:Iteration 2F (2.904018 sec): 3 clusters Score: Raw -649.006514 + Penalty 522.931825 = -126.074689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.905002 sec): 2 clusters Score: Raw -6268.237631 + Penalty 336.525114 = -5931.712517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.905604 sec): 3 clusters Score: Raw -6124.966844 + Penalty 672.155508 = -5452.811336 nChanged 54 SP:Iteration 1F (2.906196 sec): 3 clusters Score: Raw -6183.616300 + Penalty 677.400758 = -5506.215542 nChanged 18 SP:Iteration 2F (2.906844 sec): 3 clusters Score: Raw -6205.533359 + Penalty 689.030179 = -5516.503180 nChanged 14 SP:Iteration 3F (2.907425 sec): 3 clusters Score: Raw -6224.995276 + Penalty 713.461987 = -5511.533289 nChanged 12 SP:Iteration 4F (2.907993 sec): 3 clusters Score: Raw -6240.978729 + Penalty 750.678107 = -5490.300622 nChanged 8 SP:Iteration 5F (2.908559 sec): 3 clusters Score: Raw -6258.184091 + Penalty 788.005614 = -5470.178477 nChanged 5 SP:Iteration 6F (2.909125 sec): 3 clusters Score: Raw -6273.995281 + Penalty 796.974624 = -5477.020657 nChanged 1 SP:Iteration 7Q (2.909613 sec): 3 clusters Score: Raw -6279.939824 + Penalty 796.974624 = -5482.965199 nChanged 0 SP:Iteration 8F (2.910180 sec): 3 clusters Score: Raw -6279.939824 + Penalty 796.974624 = -5482.965199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.910718 sec): 2 clusters Score: Raw -400.387562 + Penalty 199.313096 = -201.074465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.910959 sec): 3 clusters Score: Raw -410.440498 + Penalty 400.362367 = -10.078130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.911436 sec): 2 clusters Score: Raw -275.223126 + Penalty 197.230213 = -77.992914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.911662 sec): 3 clusters Score: Raw -275.884860 + Penalty 403.854595 = 127.969735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.912141 sec): 2 clusters Score: Raw -108.194902 + Penalty 88.259985 = -19.934917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.912355 sec): 3 clusters Score: Raw -106.590194 + Penalty 176.519971 = 69.929777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.912796 sec): 2 clusters Score: Raw -25.317604 + Penalty 0.000000 = -25.317604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.912987 sec): 2 clusters Score: Raw -25.317604 + Penalty 0.000000 = -25.317604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.913435 sec): 2 clusters Score: Raw -133.088781 + Penalty 120.058137 = -13.030643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.913630 sec): 2 clusters Score: Raw -133.088781 + Penalty 120.058137 = -13.030643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.914135 sec): 2 clusters Score: Raw -445.145643 + Penalty 204.531124 = -240.614519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.914377 sec): 3 clusters Score: Raw -470.848842 + Penalty 415.935951 = -54.912891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.914862 sec): 2 clusters Score: Raw -414.227193 + Penalty 228.292938 = -185.934255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.915100 sec): 3 clusters Score: Raw -439.018403 + Penalty 468.276471 = 29.258068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.915543 sec): 2 clusters Score: Raw -51.361136 + Penalty 53.095014 = 1.733879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.915749 sec): 3 clusters Score: Raw -47.553793 + Penalty 106.190028 = 58.636235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.916212 sec): 2 clusters Score: Raw -238.723272 + Penalty 186.453147 = -52.270125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.916443 sec): 3 clusters Score: Raw -246.126806 + Penalty 387.701759 = 141.574953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.916887 sec): 2 clusters Score: Raw -53.519498 + Penalty 57.419522 = 3.900024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.917080 sec): 2 clusters Score: Raw -53.519498 + Penalty 57.419522 = 3.900024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.917527 sec): 2 clusters Score: Raw -86.460241 + Penalty 91.022315 = 4.562074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.917735 sec): 3 clusters Score: Raw -79.764750 + Penalty 186.957267 = 107.192517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.918196 sec): 2 clusters Score: Raw -216.450139 + Penalty 165.715536 = -50.734603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.918420 sec): 3 clusters Score: Raw -219.872912 + Penalty 335.378527 = 115.505615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.918874 sec): 2 clusters Score: Raw -26.889355 + Penalty 0.000000 = -26.889355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.919065 sec): 2 clusters Score: Raw -26.889355 + Penalty 0.000000 = -26.889355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.919509 sec): 2 clusters Score: Raw -61.037958 + Penalty 59.050123 = -1.987834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.919702 sec): 2 clusters Score: Raw -61.037958 + Penalty 59.050123 = -1.987834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.920140 sec): 2 clusters Score: Raw -27.772888 + Penalty 0.000000 = -27.772888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.920331 sec): 2 clusters Score: Raw -27.772888 + Penalty 0.000000 = -27.772888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.920764 sec): 2 clusters Score: Raw -27.872196 + Penalty 0.000000 = -27.872196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.920950 sec): 2 clusters Score: Raw -27.872196 + Penalty 0.000000 = -27.872196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.921392 sec): 2 clusters Score: Raw -65.815010 + Penalty 78.404691 = 12.589681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.921599 sec): 3 clusters Score: Raw -56.180121 + Penalty 156.809382 = 100.629260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.922041 sec): 2 clusters Score: Raw -63.434188 + Penalty 74.094904 = 10.660715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.922247 sec): 3 clusters Score: Raw -54.202768 + Penalty 148.189807 = 93.987040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.922686 sec): 2 clusters Score: Raw -28.140147 + Penalty 0.000000 = -28.140147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.922876 sec): 2 clusters Score: Raw -28.140147 + Penalty 0.000000 = -28.140147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.923321 sec): 2 clusters Score: Raw -93.694666 + Penalty 91.173752 = -2.520914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.923530 sec): 3 clusters Score: Raw -86.594272 + Penalty 174.688040 = 88.093768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 66 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.923966 sec): 2 clusters Score: Raw -28.358104 + Penalty 0.000000 = -28.358104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.924152 sec): 2 clusters Score: Raw -28.358104 + Penalty 0.000000 = -28.358104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.924594 sec): 2 clusters Score: Raw -62.067493 + Penalty 60.756143 = -1.311350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.924787 sec): 2 clusters Score: Raw -62.067493 + Penalty 60.756143 = -1.311350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.925238 sec): 2 clusters Score: Raw -134.409938 + Penalty 129.303053 = -5.106885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.925472 sec): 3 clusters Score: Raw -134.541813 + Penalty 264.568617 = 130.026804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.925914 sec): 2 clusters Score: Raw -22.651622 + Penalty 0.000000 = -22.651622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.926104 sec): 2 clusters Score: Raw -22.651622 + Penalty 0.000000 = -22.651622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.926543 sec): 2 clusters Score: Raw -25.092471 + Penalty 0.000000 = -25.092471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.926731 sec): 2 clusters Score: Raw -25.092471 + Penalty 0.000000 = -25.092471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.927171 sec): 2 clusters Score: Raw -28.532211 + Penalty 0.000000 = -28.532211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.927361 sec): 2 clusters Score: Raw -28.532211 + Penalty 0.000000 = -28.532211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.927807 sec): 2 clusters Score: Raw -76.225219 + Penalty 94.818977 = 18.593758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.928003 sec): 2 clusters Score: Raw -76.225219 + Penalty 94.818977 = 18.593758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.928436 sec): 2 clusters Score: Raw -24.579863 + Penalty 0.000000 = -24.579863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.928622 sec): 2 clusters Score: Raw -24.579863 + Penalty 0.000000 = -24.579863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.929060 sec): 2 clusters Score: Raw -27.161051 + Penalty 0.000000 = -27.161051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.929250 sec): 2 clusters Score: Raw -27.161051 + Penalty 0.000000 = -27.161051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.929686 sec): 2 clusters Score: Raw -25.539401 + Penalty 0.000000 = -25.539401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.929875 sec): 2 clusters Score: Raw -25.539401 + Penalty 0.000000 = -25.539401 nChanged 0 Deleting Class 59 (2 points): Lose 26.007924 but Gain 1051.608392 Iteration 20F (3.211232 sec): 56 clusters Score: Raw -227158.051148 + Penalty 38040.963537 = -189117.087611 nChanged 15 Deleting Class 83 (1 points): Lose 9.020278 but Gain 1003.823644 Iteration 21Q (3.243973 sec): 55 clusters Score: Raw -227160.654698 + Penalty 37067.632680 = -190093.022018 nChanged 17 Deleting Class 60 (2 points): Lose 8.873508 but Gain 993.803071 Iteration 22Q (3.275743 sec): 54 clusters Score: Raw -227160.702719 + Penalty 36094.866535 = -191065.836184 nChanged 15 Deleting Class 61 (1 points): Lose 3.913685 but Gain 956.357442 Iteration 23Q (3.307163 sec): 53 clusters Score: Raw -227163.812714 + Penalty 35145.162994 = -192018.649720 nChanged 11 Deleting Class 79 (1 points): Lose 6.830165 but Gain 945.927646 Iteration 24Q (3.338417 sec): 52 clusters Score: Raw -227161.535229 + Penalty 34198.009361 = -192963.525868 nChanged 7 Deleting Class 56 (1 points): Lose 8.426799 but Gain 944.779240 Iteration 25Q (3.370163 sec): 51 clusters Score: Raw -227156.346257 + Penalty 33260.433855 = -193895.912402 nChanged 6 Deleting Class 35 (1 points): Lose 5.545389 but Gain 909.453669 Iteration 26Q (3.401670 sec): 50 clusters Score: Raw -227157.050627 + Penalty 32350.742449 = -194806.308178 nChanged 3 Deleting Class 84 (1 points): Lose 9.253742 but Gain 910.684232 Iteration 27Q (3.433002 sec): 49 clusters Score: Raw -227150.014572 + Penalty 31468.369492 = -195681.645080 nChanged 2 Deleting Class 2 (17 points): Lose 83.202132 but Gain 977.552556 Iteration 28Q (3.465449 sec): 48 clusters Score: Raw -227073.227477 + Penalty 30461.422204 = -196611.805273 nChanged 19 Deleting Class 13 (12 points): Lose 57.797879 but Gain 987.530006 Iteration 29Q (3.496446 sec): 47 clusters Score: Raw -227075.716308 + Penalty 29545.437942 = -197530.278366 nChanged 19 Deleting Class 15 (15 points): Lose 59.165766 but Gain 945.734876 Iteration 30F (3.725138 sec): 46 clusters Score: Raw -227058.097840 + Penalty 28615.866150 = -198442.231690 nChanged 22 Deleting Class 66 (1 points): Lose 4.268389 but Gain 872.910800 Iteration 31Q (3.756641 sec): 45 clusters Score: Raw -227097.911347 + Penalty 27759.348552 = -199338.562795 nChanged 12 Deleting Class 23 (2 points): Lose 6.378473 but Gain 835.760736 Iteration 32Q (3.788523 sec): 44 clusters Score: Raw -227104.142694 + Penalty 26944.148309 = -200159.994385 nChanged 13 Deleting Class 58 (1 points): Lose 1.902554 but Gain 819.632013 Iteration 33Q (3.819112 sec): 43 clusters Score: Raw -227117.741253 + Penalty 26135.794842 = -200981.946411 nChanged 10 Deleting Class 70 (2 points): Lose 11.202404 but Gain 814.896010 Iteration 34Q (3.850623 sec): 42 clusters Score: Raw -227114.403984 + Penalty 25345.656294 = -201768.747690 nChanged 12 Deleting Class 36 (4 points): Lose 6.691035 but Gain 805.144076 Iteration 35Q (3.881540 sec): 41 clusters Score: Raw -227118.104276 + Penalty 24547.048588 = -202571.055688 nChanged 9 Deleting Class 53 (2 points): Lose 9.901866 but Gain 792.013901 Iteration 36Q (3.911589 sec): 40 clusters Score: Raw -227116.220251 + Penalty 23765.608311 = -203350.611940 nChanged 12 Deleting Class 18 (15 points): Lose 96.522100 but Gain 878.378963 Iteration 37Q (3.940933 sec): 39 clusters Score: Raw -227025.138234 + Penalty 22979.465204 = -204045.673030 nChanged 21 Deleting Class 46 (11 points): Lose 48.625785 but Gain 816.800111 Iteration 38Q (3.970946 sec): 38 clusters Score: Raw -227032.385148 + Penalty 22218.397929 = -204813.987219 nChanged 22 Deleting Class 63 (3 points): Lose 14.174914 but Gain 771.547792 Iteration 39Q (4.000374 sec): 37 clusters Score: Raw -227050.386349 + Penalty 21450.275998 = -205600.110351 nChanged 12 Deleting Class 49 (3 points): Lose 13.728157 but Gain 770.266269 Iteration 40F (4.187081 sec): 36 clusters Score: Raw -227051.240691 + Penalty 20689.837056 = -206361.403635 nChanged 9 Deleting Class 48 (2 points): Lose 14.728285 but Gain 770.143353 Iteration 41Q (4.215813 sec): 35 clusters Score: Raw -227044.292067 + Penalty 19924.215363 = -207120.076704 nChanged 4 Deleting Class 29 (11 points): Lose 48.998036 but Gain 803.932796 Iteration 42Q (4.244166 sec): 34 clusters Score: Raw -226999.261086 + Penalty 19162.991044 = -207836.270042 nChanged 14 Deleting Class 80 (4 points): Lose 30.780183 but Gain 784.392551 Iteration 43Q (4.273250 sec): 33 clusters Score: Raw -226986.808358 + Penalty 18410.277941 = -208576.530416 nChanged 11 Deleting Class 52 (2 points): Lose 14.047473 but Gain 744.824476 Iteration 44Q (4.301520 sec): 32 clusters Score: Raw -226987.841232 + Penalty 17707.887195 = -209279.954038 nChanged 8 Deleting Class 44 (17 points): Lose 60.634448 but Gain 787.607631 Iteration 45Q (4.331421 sec): 31 clusters Score: Raw -226937.339723 + Penalty 17036.958303 = -209900.381420 nChanged 25 Deleting Class 10 (9 points): Lose 36.920323 but Gain 768.522507 Iteration 46Q (4.359930 sec): 30 clusters Score: Raw -226939.305075 + Penalty 16406.568161 = -210532.736913 nChanged 21 Deleting Class 14 (15 points): Lose 65.745270 but Gain 779.462312 Iteration 47Q (4.387532 sec): 29 clusters Score: Raw -226893.732435 + Penalty 15696.341634 = -211197.390802 nChanged 25 Deleting Class 51 (9 points): Lose 40.674008 but Gain 753.921847 Iteration 48Q (4.415717 sec): 28 clusters Score: Raw -226895.486315 + Penalty 14975.408670 = -211920.077645 nChanged 17 Deleting Class 24 (6 points): Lose 27.320986 but Gain 738.153918 Iteration 49Q (4.442810 sec): 27 clusters Score: Raw -226888.554460 + Penalty 14242.658204 = -212645.896256 nChanged 9 Deleting Class 71 (5 points): Lose 36.374834 but Gain 746.916427 Iteration 50F (4.581561 sec): 26 clusters Score: Raw -226860.932569 + Penalty 13530.469610 = -213330.462959 nChanged 7 Deleting Class 17 (12 points): Lose 54.535223 but Gain 755.831395 Iteration 51Q (4.608220 sec): 25 clusters Score: Raw -226821.377830 + Penalty 12792.920220 = -214028.457610 nChanged 16 Deleting Class 45 (2 points): Lose 17.877835 but Gain 712.140587 Iteration 52Q (4.634799 sec): 24 clusters Score: Raw -226821.959363 + Penalty 12082.906890 = -214739.052474 nChanged 3 Deleting Class 11 (48 points): Lose 161.678489 but Gain 826.626691 Iteration 53Q (4.663343 sec): 23 clusters Score: Raw -226665.030376 + Penalty 11447.428661 = -215217.601715 nChanged 48 Deleting Class 27 (15 points): Lose 69.391256 but Gain 710.279737 Iteration 54Q (4.691538 sec): 22 clusters Score: Raw -226700.173016 + Penalty 10155.180893 = -216544.992123 nChanged 18 Deleting Class 25 (40 points): Lose 159.595498 but Gain 782.956809 Iteration 55Q (4.717229 sec): 20 clusters Score: Raw -226565.287962 + Penalty 9777.793646 = -216787.494316 nChanged 41 Deleting Class 72 (2 points): Lose 35.109403 but Gain 842.924978 Iteration 56Q (4.742840 sec): 19 clusters Score: Raw -226635.635061 + Penalty 9522.026581 = -217113.608480 nChanged 13 Deleting Class 6 (19 points): Lose 87.974961 but Gain 728.428929 Iteration 57Q (4.768457 sec): 18 clusters Score: Raw -226562.561829 + Penalty 8887.203830 = -217675.357999 nChanged 25 Deleting Class 38 (29 points): Lose 137.310241 but Gain 777.359817 Iteration 58Q (4.794447 sec): 17 clusters Score: Raw -226463.042204 + Penalty 8169.416108 = -218293.626096 nChanged 37 Deleting Class 12 (7 points): Lose 29.676179 but Gain 643.132060 Iteration 59Q (4.819884 sec): 16 clusters Score: Raw -226491.932022 + Penalty 7549.097758 = -218942.834263 nChanged 24 Deleting Class 20 (8 points): Lose 38.933554 but Gain 608.142436 Iteration 60F (4.904278 sec): 15 clusters Score: Raw -226478.549736 + Penalty 6978.984021 = -219499.565715 nChanged 19 Deleting Class 30 (4 points): Lose 31.585321 but Gain 591.896610 Iteration 61Q (4.930385 sec): 14 clusters Score: Raw -226475.642885 + Penalty 6436.338973 = -220039.303912 nChanged 15 Deleting Class 21 (19 points): Lose 55.671004 but Gain 601.245199 Iteration 62Q (4.957042 sec): 13 clusters Score: Raw -226442.175098 + Penalty 5874.224829 = -220567.950269 nChanged 27 Deleting Class 7 (42 points): Lose 191.704087 but Gain 697.092794 Iteration 63Q (4.981601 sec): 12 clusters Score: Raw -226286.786940 + Penalty 5211.296794 = -221075.490146 nChanged 49 Deleting Class 5 (91 points): Lose 482.267603 but Gain 983.211179 Iteration 64Q (5.005290 sec): 11 clusters Score: Raw -225866.685645 + Penalty 4341.884240 = -221524.801405 nChanged 103 Deleting Class 81 (1 points): Lose 4.422674 but Gain 470.424366 Iteration 65Q (5.029090 sec): 10 clusters Score: Raw -226164.966973 + Penalty 3889.399715 = -222275.567258 nChanged 23 Deleting Class 26 (135 points): Lose 327.212309 but Gain 657.679277 Iteration 66Q (5.052175 sec): 9 clusters Score: Raw -225849.371735 + Penalty 3268.148248 = -222581.223487 nChanged 147 Deleting Class 16 (29 points): Lose 87.672498 but Gain 379.686693 Iteration 67Q (5.075165 sec): 8 clusters Score: Raw -226073.856227 + Penalty 2892.969926 = -223180.886301 nChanged 36 Deleting Class 8 (144 points): Lose 449.554763 but Gain 460.384814 Iteration 68Q (5.097179 sec): 7 clusters Score: Raw -225660.552952 + Penalty 2480.985938 = -223179.567014 nChanged 146 Iteration 69F (5.136795 sec): 7 clusters Score: Raw -225888.499421 + Penalty 2440.385566 = -223448.113855 nChanged 15 Iteration 70F (5.176271 sec): 7 clusters Score: Raw -225890.112621 + Penalty 2441.640895 = -223448.471727 nChanged 11 Iteration 71Q (5.197775 sec): 7 clusters Score: Raw -225892.970765 + Penalty 2441.876376 = -223451.094389 nChanged 5 Iteration 72Q (5.218845 sec): 7 clusters Score: Raw -225894.770191 + Penalty 2442.301981 = -223452.468209 nChanged 3 Iteration 73Q (5.239980 sec): 7 clusters Score: Raw -225897.547322 + Penalty 2441.607861 = -223455.939461 nChanged 10 Iteration 74Q (5.261171 sec): 7 clusters Score: Raw -225902.074841 + Penalty 2442.984440 = -223459.090401 nChanged 7 Iteration 75Q (5.282703 sec): 7 clusters Score: Raw -225903.249447 + Penalty 2442.226940 = -223461.022507 nChanged 4 Iteration 76Q (5.303825 sec): 7 clusters Score: Raw -225903.832057 + Penalty 2442.033990 = -223461.798067 nChanged 1 Iteration 77Q (5.324910 sec): 7 clusters Score: Raw -225903.988890 + Penalty 2442.033990 = -223461.954900 nChanged 0 Iteration 78F (5.364490 sec): 7 clusters Score: Raw -225903.988890 + Penalty 2442.033990 = -223461.954900 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -225903.988890 + Penalty 2442.033990 = -223461.954900Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 1 (6176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.410308 sec): 2 clusters Score: Raw -142197.570750 + Penalty 140.278946 = -142057.291804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.421529 sec): 3 clusters Score: Raw -138100.311897 + Penalty 310.308243 = -137790.003654 nChanged 2897 SP:Iteration 1F (5.432559 sec): 3 clusters Score: Raw -140843.509410 + Penalty 324.880584 = -140518.628826 nChanged 650 SP:Iteration 2F (5.443529 sec): 3 clusters Score: Raw -141304.212646 + Penalty 335.361957 = -140968.850689 nChanged 314 SP:Iteration 3F (5.454391 sec): 3 clusters Score: Raw -141533.140749 + Penalty 345.042049 = -141188.098701 nChanged 205 SP:Iteration 4Q (5.464931 sec): 3 clusters Score: Raw -141684.147598 + Penalty 352.905931 = -141331.241667 nChanged 153 SP:Iteration 5Q (5.475031 sec): 3 clusters Score: Raw -141799.648942 + Penalty 362.776145 = -141436.872797 nChanged 172 SP:Iteration 6Q (5.485308 sec): 3 clusters Score: Raw -141937.390763 + Penalty 380.408220 = -141556.982543 nChanged 155 SP:Iteration 7Q (5.495276 sec): 3 clusters Score: Raw -142064.924393 + Penalty 393.200389 = -141671.724004 nChanged 119 SP:Iteration 8Q (5.504953 sec): 3 clusters Score: Raw -142173.970581 + Penalty 406.889034 = -141767.081547 nChanged 96 SP:Iteration 9Q (5.514560 sec): 3 clusters Score: Raw -142261.847501 + Penalty 414.769472 = -141847.078029 nChanged 62 SP:Iteration 10F (5.525390 sec): 3 clusters Score: Raw -142318.108792 + Penalty 419.500159 = -141898.608633 nChanged 49 SP:Iteration 11Q (5.534545 sec): 3 clusters Score: Raw -142346.765882 + Penalty 423.654504 = -141923.111378 nChanged 34 SP:Iteration 12Q (5.543588 sec): 3 clusters Score: Raw -142356.836712 + Penalty 428.406629 = -141928.430083 nChanged 17 SP:Iteration 13Q (5.552559 sec): 3 clusters Score: Raw -142361.057499 + Penalty 431.120411 = -141929.937088 nChanged 16 SP:Iteration 14Q (5.561574 sec): 3 clusters Score: Raw -142363.884104 + Penalty 433.194539 = -141930.689565 nChanged 13 SP:Iteration 15Q (5.570595 sec): 3 clusters Score: Raw -142366.847071 + Penalty 433.946944 = -141932.900127 nChanged 10 SP:Iteration 16Q (5.579491 sec): 3 clusters Score: Raw -142368.686003 + Penalty 435.088078 = -141933.597926 nChanged 7 SP:Iteration 17Q (5.588964 sec): 3 clusters Score: Raw -142369.483543 + Penalty 436.570257 = -141932.913286 nChanged 8 SP:Iteration 18F (5.600170 sec): 3 clusters Score: Raw -142370.186860 + Penalty 438.658741 = -141931.528119 nChanged 7 SP:Iteration 19F (5.611052 sec): 3 clusters Score: Raw -142370.799807 + Penalty 440.909080 = -141929.890728 nChanged 6 SP:Iteration 20F (5.622066 sec): 3 clusters Score: Raw -142371.358781 + Penalty 441.231443 = -141930.127338 nChanged 5 SP:Iteration 21Q (5.630904 sec): 3 clusters Score: Raw -142371.669969 + Penalty 442.725691 = -141928.944277 nChanged 3 SP:Iteration 22F (5.642107 sec): 3 clusters Score: Raw -142371.822906 + Penalty 443.353538 = -141928.469368 nChanged 2 SP:Iteration 23F (5.653051 sec): 3 clusters Score: Raw -142371.882301 + Penalty 444.317043 = -141927.565259 nChanged 3 SP:Iteration 24F (5.664454 sec): 3 clusters Score: Raw -142372.273687 + Penalty 446.783716 = -141925.489971 nChanged 5 SP:Iteration 25F (5.675355 sec): 3 clusters Score: Raw -142372.795777 + Penalty 447.269392 = -141925.526386 nChanged 2 SP:Iteration 26Q (5.684279 sec): 3 clusters Score: Raw -142372.805173 + Penalty 447.269392 = -141925.535782 nChanged 0 SP:Iteration 27F (5.695409 sec): 3 clusters Score: Raw -142372.805173 + Penalty 447.269392 = -141925.535782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.699339 sec): 2 clusters Score: Raw -2705.483561 + Penalty 182.570288 = -2522.913273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.699770 sec): 3 clusters Score: Raw -2653.224331 + Penalty 379.832949 = -2273.391382 nChanged 33 SP:Iteration 1F (5.700185 sec): 3 clusters Score: Raw -2679.598842 + Penalty 390.587209 = -2289.011632 nChanged 13 SP:Iteration 2F (5.700627 sec): 3 clusters Score: Raw -2697.540848 + Penalty 411.345674 = -2286.195174 nChanged 11 SP:Iteration 3F (5.701051 sec): 3 clusters Score: Raw -2710.051097 + Penalty 442.861433 = -2267.189664 nChanged 5 SP:Iteration 4F (5.701475 sec): 3 clusters Score: Raw -2712.601626 + Penalty 450.778202 = -2261.823423 nChanged 1 SP:Iteration 5F (5.701899 sec): 3 clusters Score: Raw -2713.068382 + Penalty 457.359893 = -2255.708489 nChanged 1 SP:Iteration 6F (5.702322 sec): 3 clusters Score: Raw -2713.464550 + Penalty 461.209159 = -2252.255391 nChanged 1 SP:Iteration 7F (5.702745 sec): 3 clusters Score: Raw -2713.566357 + Penalty 510.816400 = -2202.749957 nChanged 4 SP:Iteration 8F (5.703145 sec): 3 clusters Score: Raw -2718.502290 + Penalty 532.104872 = -2186.397418 nChanged 2 SP:Iteration 9F (5.703546 sec): 3 clusters Score: Raw -2722.839740 + Penalty 555.340814 = -2167.498926 nChanged 1 SP:Iteration 10F (5.703946 sec): 3 clusters Score: Raw -2725.213282 + Penalty 555.340814 = -2169.872468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.12 GB. Trying to split cluster 4 (2739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.716849 sec): 2 clusters Score: Raw -55936.462866 + Penalty 244.994892 = -55691.467974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.722159 sec): 3 clusters Score: Raw -54196.369029 + Penalty 542.699099 = -53653.669930 nChanged 1241 SP:Iteration 1F (5.727125 sec): 3 clusters Score: Raw -55611.563367 + Penalty 639.505301 = -54972.058065 nChanged 375 SP:Iteration 2F (5.732041 sec): 3 clusters Score: Raw -55968.515945 + Penalty 703.745346 = -55264.770599 nChanged 133 SP:Iteration 3Q (5.736967 sec): 3 clusters Score: Raw -56086.375873 + Penalty 757.137312 = -55329.238562 nChanged 74 SP:Iteration 4Q (5.741913 sec): 3 clusters Score: Raw -56157.036316 + Penalty 787.622765 = -55369.413551 nChanged 43 SP:Iteration 5Q (5.746675 sec): 3 clusters Score: Raw -56190.998610 + Penalty 810.089767 = -55380.908843 nChanged 27 SP:Iteration 6Q (5.751312 sec): 3 clusters Score: Raw -56210.976963 + Penalty 822.174619 = -55388.802344 nChanged 19 SP:Iteration 7Q (5.755778 sec): 3 clusters Score: Raw -56219.611912 + Penalty 829.775519 = -55389.836393 nChanged 15 SP:Iteration 8Q (5.760211 sec): 3 clusters Score: Raw -56226.207986 + Penalty 835.669355 = -55390.538631 nChanged 10 SP:Iteration 9Q (5.764583 sec): 3 clusters Score: Raw -56229.611842 + Penalty 837.393482 = -55392.218360 nChanged 5 SP:Iteration 10F (5.769509 sec): 3 clusters Score: Raw -56230.723824 + Penalty 837.942131 = -55392.781693 nChanged 2 SP:Iteration 11Q (5.773929 sec): 3 clusters Score: Raw -56230.857281 + Penalty 837.942131 = -55392.915150 nChanged 0 SP:Iteration 12F (5.778854 sec): 3 clusters Score: Raw -56230.857281 + Penalty 837.942131 = -55392.915150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 9 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.786477 sec): 2 clusters Score: Raw -33733.841276 + Penalty 328.867870 = -33404.973407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.788852 sec): 3 clusters Score: Raw -32915.327135 + Penalty 705.940258 = -32209.386877 nChanged 525 SP:Iteration 1F (5.791280 sec): 3 clusters Score: Raw -33578.666335 + Penalty 821.977507 = -32756.688828 nChanged 238 SP:Iteration 2F (5.793708 sec): 3 clusters Score: Raw -33914.776808 + Penalty 849.589594 = -33065.187214 nChanged 60 SP:Iteration 3Q (5.795875 sec): 3 clusters Score: Raw -33949.656298 + Penalty 861.822247 = -33087.834050 nChanged 29 SP:Iteration 4Q (5.797948 sec): 3 clusters Score: Raw -33960.778927 + Penalty 876.404787 = -33084.374140 nChanged 17 SP:Iteration 5F (5.800210 sec): 3 clusters Score: Raw -33965.797387 + Penalty 883.805755 = -33081.991632 nChanged 10 SP:Iteration 6F (5.802534 sec): 3 clusters Score: Raw -33968.248194 + Penalty 892.885376 = -33075.362818 nChanged 8 SP:Iteration 7F (5.804868 sec): 3 clusters Score: Raw -33970.600844 + Penalty 902.420888 = -33068.179955 nChanged 10 SP:Iteration 8F (5.807160 sec): 3 clusters Score: Raw -33973.087863 + Penalty 910.901809 = -33062.186054 nChanged 9 SP:Iteration 9F (5.809424 sec): 3 clusters Score: Raw -33973.917120 + Penalty 921.857498 = -33052.059622 nChanged 9 SP:Iteration 10F (5.811687 sec): 3 clusters Score: Raw -33973.737411 + Penalty 930.910024 = -33042.827387 nChanged 6 SP:Iteration 11F (5.813950 sec): 3 clusters Score: Raw -33972.759709 + Penalty 938.721503 = -33034.038206 nChanged 5 SP:Iteration 12F (5.816290 sec): 3 clusters Score: Raw -33974.077213 + Penalty 949.508552 = -33024.568661 nChanged 7 SP:Iteration 13F (5.818591 sec): 3 clusters Score: Raw -33973.749788 + Penalty 957.126477 = -33016.623310 nChanged 5 SP:Iteration 14F (5.820856 sec): 3 clusters Score: Raw -33973.891697 + Penalty 960.133592 = -33013.758105 nChanged 2 SP:Iteration 15F (5.823120 sec): 3 clusters Score: Raw -33973.381675 + Penalty 963.113540 = -33010.268135 nChanged 2 SP:Iteration 16F (5.825383 sec): 3 clusters Score: Raw -33974.386045 + Penalty 971.740826 = -33002.645219 nChanged 5 SP:Iteration 17F (5.827649 sec): 3 clusters Score: Raw -33975.006195 + Penalty 973.024326 = -33001.981869 nChanged 1 SP:Iteration 18F (5.829911 sec): 3 clusters Score: Raw -33974.890851 + Penalty 974.838138 = -33000.052713 nChanged 1 SP:Iteration 19F (5.832172 sec): 3 clusters Score: Raw -33974.725363 + Penalty 976.577289 = -32998.148074 nChanged 1 SP:Iteration 20F (5.834477 sec): 3 clusters Score: Raw -33974.547678 + Penalty 977.588062 = -32996.959616 nChanged 1 SP:Iteration 21F (5.836750 sec): 3 clusters Score: Raw -33974.129441 + Penalty 978.371146 = -32995.758295 nChanged 1 SP:Iteration 22F (5.839017 sec): 3 clusters Score: Raw -33973.940523 + Penalty 978.194047 = -32995.746476 nChanged 2 SP:Iteration 23F (5.841411 sec): 3 clusters Score: Raw -33973.868101 + Penalty 978.519386 = -32995.348715 nChanged 1 SP:Iteration 24F (5.843860 sec): 3 clusters Score: Raw -33973.520808 + Penalty 982.560048 = -32990.960761 nChanged 2 SP:Iteration 25F (5.846125 sec): 3 clusters Score: Raw -33972.853137 + Penalty 986.315990 = -32986.537147 nChanged 2 SP:Iteration 26F (5.848392 sec): 3 clusters Score: Raw -33972.044792 + Penalty 986.315990 = -32985.728802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.852457 sec): 2 clusters Score: Raw -6479.422790 + Penalty 175.944423 = -6303.478367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.853133 sec): 3 clusters Score: Raw -6329.080827 + Penalty 354.001296 = -5975.079532 nChanged 92 SP:Iteration 1F (5.853814 sec): 3 clusters Score: Raw -6408.549645 + Penalty 346.344495 = -6062.205149 nChanged 33 SP:Iteration 2F (5.854526 sec): 3 clusters Score: Raw -6440.609889 + Penalty 356.196727 = -6084.413162 nChanged 19 SP:Iteration 3F (5.855207 sec): 3 clusters Score: Raw -6462.064497 + Penalty 416.779892 = -6045.284605 nChanged 14 SP:Iteration 4F (5.855885 sec): 3 clusters Score: Raw -6480.887712 + Penalty 499.706398 = -5981.181314 nChanged 9 SP:Iteration 5F (5.856561 sec): 3 clusters Score: Raw -6495.376933 + Penalty 529.310206 = -5966.066727 nChanged 2 SP:Iteration 6F (5.857240 sec): 3 clusters Score: Raw -6498.004797 + Penalty 549.003943 = -5949.000854 nChanged 1 SP:Iteration 7F (5.857912 sec): 3 clusters Score: Raw -6501.387039 + Penalty 549.003943 = -5952.383097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.860104 sec): 2 clusters Score: Raw -8793.179383 + Penalty 259.570219 = -8533.609164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.861001 sec): 3 clusters Score: Raw -8577.331621 + Penalty 517.764349 = -8059.567272 nChanged 151 SP:Iteration 1F (5.861882 sec): 3 clusters Score: Raw -8684.658883 + Penalty 526.226114 = -8158.432769 nChanged 56 SP:Iteration 2F (5.862762 sec): 3 clusters Score: Raw -8732.806318 + Penalty 540.481921 = -8192.324397 nChanged 31 SP:Iteration 3F (5.863641 sec): 3 clusters Score: Raw -8761.968560 + Penalty 568.360579 = -8193.607981 nChanged 18 SP:Iteration 4Q (5.864516 sec): 3 clusters Score: Raw -8779.086196 + Penalty 589.183125 = -8189.903071 nChanged 14 SP:Iteration 5F (5.865397 sec): 3 clusters Score: Raw -8792.676608 + Penalty 612.797213 = -8179.879395 nChanged 8 SP:Iteration 6F (5.866277 sec): 3 clusters Score: Raw -8798.368496 + Penalty 619.782656 = -8178.585840 nChanged 1 SP:Iteration 7F (5.867161 sec): 3 clusters Score: Raw -8799.170910 + Penalty 619.782656 = -8179.388254 nChanged 0 Time taken for this iteration:5.573166 seconds. 300->7 Clusters: Score -223461.954900, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 79 (time per iteration =74.442494 ms) Total iterations: 389 (time per iteration =15.118141 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 844023125.000000 (time per metric unit =6.967768ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21100578125.000000 (time per metric unit=278.710705ps) That took 5.880957 seconds.