FileBase PeterP-2014-03-27_dataset1 ElecNo 15 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 0.29 and 0.44 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 31760 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 31760 points ------ Starting initial clusters from distinct float masks Not enough masks (217) to generate starting clusters (300), so starting with (218) clusters instead. Assigned 218 initial classes from 217 unique masks. Deleting Class 201 (2 points): Lose 21.058046 but Gain 1626.650677 Iteration 0F (4.115516 sec): 217 clusters Score: Raw -1301632.045543 + Penalty 225697.550796 = -1075934.494748 nChanged 7245 Deleting Class 204 (1 points): Lose 2.162438 but Gain 1595.796557 Iteration 1F (6.978698 sec): 197 clusters Score: Raw -1313095.025829 + Penalty 221207.351116 = -1091887.674713 nChanged 2554 Deleting Class 186 (3 points): Lose 24.100096 but Gain 1608.532861 Iteration 2F (9.802842 sec): 193 clusters Score: Raw -1317507.799710 + Penalty 218362.549714 = -1099145.249996 nChanged 1741 Deleting Class 188 (3 points): Lose 33.738032 but Gain 1611.675342 Iteration 3F (12.598538 sec): 192 clusters Score: Raw -1319914.580288 + Penalty 216117.970540 = -1103796.609748 nChanged 1462 Deleting Class 206 (1 points): Lose 3.731770 but Gain 1578.485618 Iteration 4Q (12.983132 sec): 190 clusters Score: Raw -1321744.754664 + Penalty 214711.005716 = -1107033.748947 nChanged 1376 Deleting Class 111 (8 points): Lose 94.932850 but Gain 1669.025725 Iteration 5Q (13.352974 sec): 189 clusters Score: Raw -1323152.821151 + Penalty 213381.711459 = -1109771.109692 nChanged 1388 Deleting Class 187 (1 points): Lose 4.472093 but Gain 1572.356852 Iteration 6Q (13.714913 sec): 188 clusters Score: Raw -1324414.502424 + Penalty 212058.951451 = -1112355.550973 nChanged 1356 Deleting Class 181 (5 points): Lose 38.156883 but Gain 1587.551945 Iteration 7Q (14.068230 sec): 187 clusters Score: Raw -1325494.008944 + Penalty 209370.992916 = -1116123.016028 nChanged 1297 Deleting Class 183 (1 points): Lose 3.038863 but Gain 1537.206235 Iteration 8Q (14.411128 sec): 185 clusters Score: Raw -1326476.631826 + Penalty 207920.502792 = -1118556.129033 nChanged 1164 Deleting Class 73 (10 points): Lose 85.828110 but Gain 1614.971543 Iteration 9Q (14.734441 sec): 184 clusters Score: Raw -1327169.670961 + Penalty 203609.345269 = -1123560.325692 nChanged 1080 Deleting Class 89 (1 points): Lose 14.134745 but Gain 1540.987993 Iteration 10F (17.361815 sec): 181 clusters Score: Raw -1327943.102185 + Penalty 202038.409994 = -1125904.692191 nChanged 1010 Deleting Class 40 (1 points): Lose 7.217368 but Gain 1530.408282 Iteration 11Q (17.662498 sec): 180 clusters Score: Raw -1328624.099001 + Penalty 200556.651607 = -1128067.447394 nChanged 838 Deleting Class 125 (10 points): Lose 133.099230 but Gain 1654.195340 Iteration 12Q (17.943199 sec): 179 clusters Score: Raw -1329012.673521 + Penalty 199036.908821 = -1129975.764700 nChanged 706 Deleting Class 135 (5 points): Lose 53.564185 but Gain 1564.882184 Iteration 13Q (18.208140 sec): 178 clusters Score: Raw -1329418.478985 + Penalty 197694.250693 = -1131724.228292 nChanged 622 Deleting Class 92 (9 points): Lose 37.619538 but Gain 1544.144988 Iteration 14Q (18.462638 sec): 177 clusters Score: Raw -1329774.656020 + Penalty 196035.804073 = -1133738.851948 nChanged 511 Deleting Class 202 (3 points): Lose 24.577836 but Gain 1515.014842 Iteration 15Q (18.701222 sec): 176 clusters Score: Raw -1330091.302029 + Penalty 194658.435619 = -1135432.866410 nChanged 394 Deleting Class 134 (9 points): Lose 78.577924 but Gain 1566.271418 Iteration 16Q (18.927226 sec): 175 clusters Score: Raw -1330243.419434 + Penalty 193298.062103 = -1136945.357331 nChanged 312 Deleting Class 99 (11 points): Lose 118.763982 but Gain 1606.209828 Iteration 17Q (19.143596 sec): 174 clusters Score: Raw -1330341.797162 + Penalty 191762.340283 = -1138579.456880 nChanged 239 Deleting Class 158 (2 points): Lose 12.207546 but Gain 1487.344488 Iteration 18Q (19.350786 sec): 173 clusters Score: Raw -1330500.324779 + Penalty 190473.993982 = -1140026.330798 nChanged 198 Deleting Class 128 (5 points): Lose 30.807987 but Gain 1504.832733 Iteration 19Q (19.551751 sec): 172 clusters Score: Raw -1330599.483164 + Penalty 189139.084722 = -1141460.398442 nChanged 164 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1330599.483164 + Penalty 189139.084722 = -1141460.398442Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 1 (3809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.682839 sec): 2 clusters Score: Raw -185752.832825 + Penalty 252.993735 = -185499.839090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.689758 sec): 3 clusters Score: Raw -183157.174167 + Penalty 510.423956 = -182646.750210 nChanged 1766 SP:Iteration 1F (19.696512 sec): 3 clusters Score: Raw -184942.268558 + Penalty 520.458788 = -184421.809769 nChanged 540 SP:Iteration 2F (19.703265 sec): 3 clusters Score: Raw -185500.386435 + Penalty 523.244975 = -184977.141460 nChanged 246 SP:Iteration 3F (19.709998 sec): 3 clusters Score: Raw -185691.614469 + Penalty 523.920573 = -185167.693895 nChanged 130 SP:Iteration 4Q (19.716596 sec): 3 clusters Score: Raw -185796.308655 + Penalty 524.719375 = -185271.589280 nChanged 95 SP:Iteration 5Q (19.723505 sec): 3 clusters Score: Raw -185854.271088 + Penalty 523.411461 = -185330.859627 nChanged 97 SP:Iteration 6Q (19.730124 sec): 3 clusters Score: Raw -185916.085028 + Penalty 519.922099 = -185396.162930 nChanged 83 SP:Iteration 7Q (19.736689 sec): 3 clusters Score: Raw -185973.941390 + Penalty 515.316203 = -185458.625188 nChanged 61 SP:Iteration 8Q (19.743190 sec): 3 clusters Score: Raw -186006.485657 + Penalty 511.168602 = -185495.317055 nChanged 55 SP:Iteration 9Q (19.749658 sec): 3 clusters Score: Raw -186035.927347 + Penalty 507.266099 = -185528.661248 nChanged 43 SP:Iteration 10F (19.756431 sec): 3 clusters Score: Raw -186058.544123 + Penalty 502.837499 = -185555.706624 nChanged 49 SP:Iteration 11Q (19.762992 sec): 3 clusters Score: Raw -186077.397413 + Penalty 498.706438 = -185578.690975 nChanged 43 SP:Iteration 12Q (19.769456 sec): 3 clusters Score: Raw -186088.096153 + Penalty 496.227646 = -185591.868507 nChanged 26 SP:Iteration 13Q (19.775877 sec): 3 clusters Score: Raw -186092.672057 + Penalty 493.905295 = -185598.766762 nChanged 25 SP:Iteration 14Q (19.782280 sec): 3 clusters Score: Raw -186096.322589 + Penalty 492.619133 = -185603.703456 nChanged 14 SP:Iteration 15Q (19.788648 sec): 3 clusters Score: Raw -186097.471780 + Penalty 491.074255 = -185606.397524 nChanged 16 SP:Iteration 16Q (19.795060 sec): 3 clusters Score: Raw -186099.118210 + Penalty 490.045445 = -185609.072764 nChanged 11 SP:Iteration 17Q (19.801417 sec): 3 clusters Score: Raw -186100.053450 + Penalty 489.492418 = -185610.561032 nChanged 6 SP:Iteration 18Q (19.807859 sec): 3 clusters Score: Raw -186100.741201 + Penalty 489.026815 = -185611.714386 nChanged 5 SP:Iteration 19Q (19.814238 sec): 3 clusters Score: Raw -186101.478197 + Penalty 488.777847 = -185612.700350 nChanged 3 SP:Iteration 20F (19.820953 sec): 3 clusters Score: Raw -186101.266765 + Penalty 488.695835 = -185612.570930 nChanged 1 SP:Iteration 21F (19.827666 sec): 3 clusters Score: Raw -186101.281890 + Penalty 488.574071 = -185612.707819 nChanged 1 SP:Iteration 22Q (19.834089 sec): 3 clusters Score: Raw -186101.781633 + Penalty 488.574071 = -185613.207563 nChanged 0 SP:Iteration 23F (19.840831 sec): 3 clusters Score: Raw -186101.781633 + Penalty 488.574071 = -185613.207563 nChanged 0 Score: Raw -1358684.401640 + Penalty 189435.261907 = -1169249.139732 Splitting cluster 1 changes total score from -1141460.398442 to -1169249.139732 So it's getting split into cluster 40. Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.339138 sec): 2 clusters Score: Raw -79840.951714 + Penalty 497.729130 = -79343.222584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.342637 sec): 3 clusters Score: Raw -78827.827931 + Penalty 1044.956876 = -77782.871055 nChanged 712 SP:Iteration 1F (22.346151 sec): 3 clusters Score: Raw -79389.891481 + Penalty 1080.696470 = -78309.195011 nChanged 204 SP:Iteration 2F (22.349684 sec): 3 clusters Score: Raw -79578.288458 + Penalty 1104.969116 = -78473.319342 nChanged 122 SP:Iteration 3F (22.353228 sec): 3 clusters Score: Raw -79677.778984 + Penalty 1117.132703 = -78560.646281 nChanged 67 SP:Iteration 4Q (22.356693 sec): 3 clusters Score: Raw -79730.907632 + Penalty 1130.771922 = -78600.135710 nChanged 54 SP:Iteration 5Q (22.360085 sec): 3 clusters Score: Raw -79781.299805 + Penalty 1141.036655 = -78640.263150 nChanged 39 SP:Iteration 6Q (22.363409 sec): 3 clusters Score: Raw -79810.720408 + Penalty 1141.924803 = -78668.795605 nChanged 22 SP:Iteration 7Q (22.366667 sec): 3 clusters Score: Raw -79826.045218 + Penalty 1144.314710 = -78681.730508 nChanged 14 SP:Iteration 8Q (22.369873 sec): 3 clusters Score: Raw -79836.892300 + Penalty 1147.556180 = -78689.336119 nChanged 12 SP:Iteration 9Q (22.373052 sec): 3 clusters Score: Raw -79843.567055 + Penalty 1151.495125 = -78692.071931 nChanged 6 SP:Iteration 10F (22.376639 sec): 3 clusters Score: Raw -79847.260540 + Penalty 1158.137192 = -78689.123349 nChanged 4 SP:Iteration 11F (22.380251 sec): 3 clusters Score: Raw -79849.050072 + Penalty 1160.011271 = -78689.038801 nChanged 2 SP:Iteration 12F (22.383841 sec): 3 clusters Score: Raw -79850.104931 + Penalty 1161.012637 = -78689.092294 nChanged 1 SP:Iteration 13Q (22.386984 sec): 3 clusters Score: Raw -79850.182390 + Penalty 1163.228675 = -78686.953715 nChanged 1 SP:Iteration 14F (22.390600 sec): 3 clusters Score: Raw -79850.245129 + Penalty 1164.324177 = -78685.920953 nChanged 1 SP:Iteration 15F (22.394268 sec): 3 clusters Score: Raw -79850.392184 + Penalty 1164.324177 = -78686.068007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.394997 sec): 2 clusters Score: Raw -3305.729210 + Penalty 188.789820 = -3116.939391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.395357 sec): 3 clusters Score: Raw -3281.284006 + Penalty 409.241504 = -2872.042502 nChanged 9 SP:Iteration 1F (22.395705 sec): 3 clusters Score: Raw -3294.209658 + Penalty 420.175915 = -2874.033744 nChanged 2 SP:Iteration 2Q (22.396053 sec): 3 clusters Score: Raw -3297.815353 + Penalty 433.486453 = -2864.328900 nChanged 3 SP:Iteration 3F (22.396402 sec): 3 clusters Score: Raw -3304.123187 + Penalty 449.426675 = -2854.696512 nChanged 2 SP:Iteration 4F (22.396749 sec): 3 clusters Score: Raw -3313.145396 + Penalty 445.990950 = -2867.154446 nChanged 1 SP:Iteration 5Q (22.397089 sec): 3 clusters Score: Raw -3314.346586 + Penalty 439.178909 = -2875.167677 nChanged 1 SP:Iteration 6Q (22.397460 sec): 3 clusters Score: Raw -3314.467741 + Penalty 439.178909 = -2875.288832 nChanged 0 SP:Iteration 7F (22.397807 sec): 3 clusters Score: Raw -3314.467741 + Penalty 439.178909 = -2875.288832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.398315 sec): 2 clusters Score: Raw -665.438395 + Penalty 160.704023 = -504.734372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.398552 sec): 3 clusters Score: Raw -666.311869 + Penalty 329.850345 = -336.461525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.399286 sec): 2 clusters Score: Raw -5026.926346 + Penalty 511.357346 = -4515.569001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.399679 sec): 3 clusters Score: Raw -5006.395630 + Penalty 1021.535405 = -3984.860226 nChanged 6 SP:Iteration 1F (22.400067 sec): 3 clusters Score: Raw -5014.521569 + Penalty 1020.638143 = -3993.883426 nChanged 5 SP:Iteration 2Q (22.400454 sec): 3 clusters Score: Raw -5022.775717 + Penalty 1019.269591 = -4003.506127 nChanged 4 SP:Iteration 3Q (22.400839 sec): 3 clusters Score: Raw -5033.212641 + Penalty 1020.199514 = -4013.013127 nChanged 1 SP:Iteration 4Q (22.401221 sec): 3 clusters Score: Raw -5034.775557 + Penalty 1021.313029 = -4013.462528 nChanged 1 SP:Iteration 5Q (22.401603 sec): 3 clusters Score: Raw -5036.737694 + Penalty 1021.404475 = -4015.333219 nChanged 1 SP:Iteration 6Q (22.401985 sec): 3 clusters Score: Raw -5037.976580 + Penalty 1021.998869 = -4015.977711 nChanged 1 SP:Iteration 7Q (22.402366 sec): 3 clusters Score: Raw -5039.723472 + Penalty 1022.912106 = -4016.811366 nChanged 1 SP:Iteration 8Q (22.402745 sec): 3 clusters Score: Raw -5043.202392 + Penalty 1023.268507 = -4019.933885 nChanged 1 SP:Iteration 9Q (22.403123 sec): 3 clusters Score: Raw -5045.490538 + Penalty 1023.268507 = -4022.222030 nChanged 0 SP:Iteration 10F (22.403507 sec): 3 clusters Score: Raw -5045.490538 + Penalty 1023.268507 = -4022.222030 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 6 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.407145 sec): 2 clusters Score: Raw -35107.927982 + Penalty 990.345298 = -34117.582684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.408608 sec): 3 clusters Score: Raw -34716.543340 + Penalty 1979.409778 = -32737.133562 nChanged 193 SP:Iteration 1F (22.410083 sec): 3 clusters Score: Raw -35084.071122 + Penalty 1981.328785 = -33102.742338 nChanged 71 SP:Iteration 2F (22.411544 sec): 3 clusters Score: Raw -35304.517287 + Penalty 1986.199366 = -33318.317921 nChanged 43 SP:Iteration 3F (22.412996 sec): 3 clusters Score: Raw -35379.759390 + Penalty 1988.553859 = -33391.205531 nChanged 24 SP:Iteration 4Q (22.414343 sec): 3 clusters Score: Raw -35427.451524 + Penalty 1990.357698 = -33437.093826 nChanged 21 SP:Iteration 5Q (22.415714 sec): 3 clusters Score: Raw -35459.849956 + Penalty 1992.922573 = -33466.927383 nChanged 19 SP:Iteration 6Q (22.417058 sec): 3 clusters Score: Raw -35500.802970 + Penalty 1994.389533 = -33506.413437 nChanged 14 SP:Iteration 7Q (22.418392 sec): 3 clusters Score: Raw -35521.871486 + Penalty 1994.999379 = -33526.872107 nChanged 6 SP:Iteration 8Q (22.419738 sec): 3 clusters Score: Raw -35531.347659 + Penalty 1995.566505 = -33535.781154 nChanged 4 SP:Iteration 9Q (22.421064 sec): 3 clusters Score: Raw -35537.118991 + Penalty 1996.576187 = -33540.542804 nChanged 5 SP:Iteration 10F (22.422538 sec): 3 clusters Score: Raw -35544.445863 + Penalty 1997.976309 = -33546.469554 nChanged 8 SP:Iteration 11Q (22.423866 sec): 3 clusters Score: Raw -35557.044699 + Penalty 1999.090290 = -33557.954409 nChanged 5 SP:Iteration 12Q (22.425180 sec): 3 clusters Score: Raw -35568.022799 + Penalty 1999.761093 = -33568.261706 nChanged 6 SP:Iteration 13Q (22.426521 sec): 3 clusters Score: Raw -35580.041856 + Penalty 2000.310510 = -33579.731347 nChanged 4 SP:Iteration 14Q (22.427851 sec): 3 clusters Score: Raw -35590.007740 + Penalty 2000.761609 = -33589.246130 nChanged 4 SP:Iteration 15Q (22.429159 sec): 3 clusters Score: Raw -35596.123232 + Penalty 2001.338427 = -33594.784805 nChanged 2 SP:Iteration 16Q (22.430460 sec): 3 clusters Score: Raw -35597.535543 + Penalty 2001.338427 = -33596.197116 nChanged 0 SP:Iteration 17F (22.431963 sec): 3 clusters Score: Raw -35597.535543 + Penalty 2001.338427 = -33596.197116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.435740 sec): 2 clusters Score: Raw -21203.980569 + Penalty 244.670445 = -20959.310125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.436809 sec): 3 clusters Score: Raw -20950.917821 + Penalty 510.034403 = -20440.883418 nChanged 181 SP:Iteration 1F (22.437837 sec): 3 clusters Score: Raw -21078.154853 + Penalty 548.422266 = -20529.732587 nChanged 51 SP:Iteration 2F (22.438851 sec): 3 clusters Score: Raw -21121.826065 + Penalty 591.225212 = -20530.600852 nChanged 33 SP:Iteration 3F (22.439879 sec): 3 clusters Score: Raw -21165.172172 + Penalty 690.982614 = -20474.189558 nChanged 22 SP:Iteration 4F (22.440878 sec): 3 clusters Score: Raw -21201.304170 + Penalty 744.936082 = -20456.368088 nChanged 7 SP:Iteration 5F (22.441874 sec): 3 clusters Score: Raw -21210.985422 + Penalty 757.055123 = -20453.930299 nChanged 1 SP:Iteration 6F (22.442868 sec): 3 clusters Score: Raw -21212.073917 + Penalty 761.260745 = -20450.813172 nChanged 1 SP:Iteration 7F (22.443866 sec): 3 clusters Score: Raw -21212.341788 + Penalty 761.260745 = -20451.081042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.445180 sec): 2 clusters Score: Raw -6065.070975 + Penalty 404.363479 = -5660.707496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.445646 sec): 3 clusters Score: Raw -6019.786613 + Penalty 810.245716 = -5209.540898 nChanged 28 SP:Iteration 1F (22.446128 sec): 3 clusters Score: Raw -6088.675451 + Penalty 808.827358 = -5279.848093 nChanged 18 SP:Iteration 2F (22.446606 sec): 3 clusters Score: Raw -6116.428020 + Penalty 806.099776 = -5310.328244 nChanged 12 SP:Iteration 3F (22.447081 sec): 3 clusters Score: Raw -6131.889936 + Penalty 805.473728 = -5326.416208 nChanged 3 SP:Iteration 4Q (22.447528 sec): 3 clusters Score: Raw -6134.167697 + Penalty 805.156019 = -5329.011678 nChanged 1 SP:Iteration 5Q (22.447992 sec): 3 clusters Score: Raw -6134.909765 + Penalty 805.156019 = -5329.753746 nChanged 0 SP:Iteration 6F (22.448448 sec): 3 clusters Score: Raw -6134.909765 + Penalty 805.156019 = -5329.753746 nChanged 0 Memory request: 0.07 GB would take us to total of 0.36 GB. Trying to split cluster 9 (15155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.519047 sec): 2 clusters Score: Raw -622812.269557 + Penalty 273.603754 = -622538.665803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.549258 sec): 3 clusters Score: Raw -612602.385506 + Penalty 589.279297 = -612013.106210 nChanged 7223 SP:Iteration 1F (22.577598 sec): 3 clusters Score: Raw -618739.983116 + Penalty 686.595011 = -618053.388105 nChanged 2571 SP:Iteration 2F (22.605601 sec): 3 clusters Score: Raw -621851.955840 + Penalty 808.839336 = -621043.116504 nChanged 762 SP:Iteration 3F (22.633185 sec): 3 clusters Score: Raw -622716.890506 + Penalty 777.861941 = -621939.028565 nChanged 88 SP:Iteration 4Q (22.656869 sec): 3 clusters Score: Raw -622820.378039 + Penalty 778.643825 = -622041.734214 nChanged 16 SP:Iteration 5Q (22.678295 sec): 3 clusters Score: Raw -622837.310049 + Penalty 815.753161 = -622021.556888 nChanged 3 SP:Iteration 6F (22.705853 sec): 3 clusters Score: Raw -622839.252766 + Penalty 856.104656 = -621983.148110 nChanged 2 SP:Iteration 7F (22.733357 sec): 3 clusters Score: Raw -622841.597215 + Penalty 870.216298 = -621971.380918 nChanged 1 SP:Iteration 8F (22.760956 sec): 3 clusters Score: Raw -622841.948479 + Penalty 856.806465 = -621985.142014 nChanged 1 SP:Iteration 9Q (22.782295 sec): 3 clusters Score: Raw -622842.463073 + Penalty 856.806465 = -621985.656608 nChanged 0 SP:Iteration 10F (22.810270 sec): 3 clusters Score: Raw -622842.463073 + Penalty 856.806465 = -621985.656608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.821431 sec): 2 clusters Score: Raw -22721.969523 + Penalty 977.236033 = -21744.733490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.822618 sec): 3 clusters Score: Raw -22451.103515 + Penalty 1954.528707 = -20496.574807 nChanged 132 SP:Iteration 1F (22.823781 sec): 3 clusters Score: Raw -22701.507122 + Penalty 1954.547321 = -20746.959801 nChanged 45 SP:Iteration 2F (22.824944 sec): 3 clusters Score: Raw -22832.984208 + Penalty 1955.939640 = -20877.044568 nChanged 30 SP:Iteration 3F (22.826102 sec): 3 clusters Score: Raw -22894.327273 + Penalty 1957.085010 = -20937.242263 nChanged 25 SP:Iteration 4Q (22.827189 sec): 3 clusters Score: Raw -22940.768042 + Penalty 1957.437936 = -20983.330106 nChanged 15 SP:Iteration 5Q (22.828265 sec): 3 clusters Score: Raw -22971.478591 + Penalty 1957.757249 = -21013.721342 nChanged 8 SP:Iteration 6Q (22.829330 sec): 3 clusters Score: Raw -22985.917126 + Penalty 1958.325356 = -21027.591771 nChanged 8 SP:Iteration 7Q (22.830393 sec): 3 clusters Score: Raw -23015.683053 + Penalty 1960.868863 = -21054.814190 nChanged 11 SP:Iteration 8Q (22.831447 sec): 3 clusters Score: Raw -23055.962978 + Penalty 1961.021730 = -21094.941248 nChanged 10 SP:Iteration 9Q (22.832491 sec): 3 clusters Score: Raw -23099.203077 + Penalty 1961.761276 = -21137.441801 nChanged 8 SP:Iteration 10F (22.833633 sec): 3 clusters Score: Raw -23110.573794 + Penalty 1962.837875 = -21147.735920 nChanged 9 SP:Iteration 11Q (22.834663 sec): 3 clusters Score: Raw -23126.013569 + Penalty 1963.134844 = -21162.878725 nChanged 5 SP:Iteration 12Q (22.835682 sec): 3 clusters Score: Raw -23134.417567 + Penalty 1963.112768 = -21171.304799 nChanged 3 SP:Iteration 13Q (22.836697 sec): 3 clusters Score: Raw -23138.106019 + Penalty 1963.100569 = -21175.005449 nChanged 1 SP:Iteration 14Q (22.837705 sec): 3 clusters Score: Raw -23139.134800 + Penalty 1963.100569 = -21176.034231 nChanged 0 SP:Iteration 15F (22.838840 sec): 3 clusters Score: Raw -23139.134800 + Penalty 1963.100569 = -21176.034231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.845454 sec): 2 clusters Score: Raw -64180.146036 + Penalty 747.780322 = -63432.365714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.848006 sec): 3 clusters Score: Raw -63340.476004 + Penalty 1507.776239 = -61832.699765 nChanged 423 SP:Iteration 1F (22.850536 sec): 3 clusters Score: Raw -63699.967811 + Penalty 1535.315015 = -62164.652796 nChanged 156 SP:Iteration 2F (22.853088 sec): 3 clusters Score: Raw -63888.712093 + Penalty 1568.417495 = -62320.294598 nChanged 124 SP:Iteration 3F (22.855669 sec): 3 clusters Score: Raw -64050.073183 + Penalty 1607.833263 = -62442.239920 nChanged 96 SP:Iteration 4F (22.858267 sec): 3 clusters Score: Raw -64152.247018 + Penalty 1629.480498 = -62522.766519 nChanged 36 SP:Iteration 5Q (22.860357 sec): 3 clusters Score: Raw -64184.263942 + Penalty 1657.354962 = -62526.908980 nChanged 17 SP:Iteration 6Q (22.862313 sec): 3 clusters Score: Raw -64197.470302 + Penalty 1663.789647 = -62533.680655 nChanged 6 SP:Iteration 7Q (22.864200 sec): 3 clusters Score: Raw -64205.756709 + Penalty 1658.562852 = -62547.193857 nChanged 1 SP:Iteration 8Q (22.866093 sec): 3 clusters Score: Raw -64206.819516 + Penalty 1658.562852 = -62548.256664 nChanged 0 SP:Iteration 9F (22.868380 sec): 3 clusters Score: Raw -64206.819516 + Penalty 1658.562852 = -62548.256664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.869842 sec): 2 clusters Score: Raw -1256.039710 + Penalty 132.697582 = -1123.342128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.870126 sec): 3 clusters Score: Raw -1264.838304 + Penalty 265.933110 = -998.905193 nChanged 2 SP:Iteration 1F (22.870400 sec): 3 clusters Score: Raw -1269.007019 + Penalty 271.593651 = -997.413368 nChanged 2 SP:Iteration 2F (22.870670 sec): 3 clusters Score: Raw -1271.077423 + Penalty 271.593651 = -999.483773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.871217 sec): 2 clusters Score: Raw -1525.956335 + Penalty 478.727612 = -1047.228723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.871485 sec): 3 clusters Score: Raw -1610.464662 + Penalty 957.455224 = -653.009438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.872004 sec): 2 clusters Score: Raw -1089.214721 + Penalty 371.002146 = -718.212574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.872254 sec): 3 clusters Score: Raw -1131.985484 + Penalty 742.004293 = -389.981191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.873003 sec): 2 clusters Score: Raw -4839.637825 + Penalty 384.580487 = -4455.057337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.873404 sec): 3 clusters Score: Raw -4809.481384 + Penalty 767.030791 = -4042.450593 nChanged 16 SP:Iteration 1F (22.873796 sec): 3 clusters Score: Raw -4830.180277 + Penalty 761.947802 = -4068.232475 nChanged 6 SP:Iteration 2F (22.874193 sec): 3 clusters Score: Raw -4842.426486 + Penalty 759.264856 = -4083.161630 nChanged 4 SP:Iteration 3Q (22.874581 sec): 3 clusters Score: Raw -4850.902743 + Penalty 757.014527 = -4093.888216 nChanged 3 SP:Iteration 4Q (22.874971 sec): 3 clusters Score: Raw -4862.233242 + Penalty 754.338678 = -4107.894564 nChanged 2 SP:Iteration 5Q (22.875356 sec): 3 clusters Score: Raw -4864.737550 + Penalty 754.338678 = -4110.398872 nChanged 0 SP:Iteration 6F (22.875750 sec): 3 clusters Score: Raw -4864.737550 + Penalty 754.338678 = -4110.398872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.876445 sec): 2 clusters Score: Raw -4038.333541 + Penalty 442.525437 = -3595.808104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.876806 sec): 3 clusters Score: Raw -4026.435964 + Penalty 892.941202 = -3133.494762 nChanged 17 SP:Iteration 1F (22.877163 sec): 3 clusters Score: Raw -4054.430032 + Penalty 896.147652 = -3158.282381 nChanged 3 SP:Iteration 2Q (22.877511 sec): 3 clusters Score: Raw -4061.884389 + Penalty 897.852618 = -3164.031770 nChanged 1 SP:Iteration 3Q (22.877855 sec): 3 clusters Score: Raw -4062.505506 + Penalty 897.852618 = -3164.652888 nChanged 0 SP:Iteration 4F (22.878209 sec): 3 clusters Score: Raw -4062.505506 + Penalty 897.852618 = -3164.652888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.879868 sec): 2 clusters Score: Raw -11179.215407 + Penalty 442.875937 = -10736.339470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.880593 sec): 3 clusters Score: Raw -11078.162518 + Penalty 885.905639 = -10192.256879 nChanged 66 SP:Iteration 1F (22.881285 sec): 3 clusters Score: Raw -11140.872130 + Penalty 885.783128 = -10255.089002 nChanged 26 SP:Iteration 2F (22.881972 sec): 3 clusters Score: Raw -11173.835788 + Penalty 887.320923 = -10286.514865 nChanged 17 SP:Iteration 3F (22.882660 sec): 3 clusters Score: Raw -11194.414395 + Penalty 887.837383 = -10306.577013 nChanged 8 SP:Iteration 4Q (22.883332 sec): 3 clusters Score: Raw -11205.029566 + Penalty 888.107083 = -10316.922483 nChanged 2 SP:Iteration 5Q (22.884007 sec): 3 clusters Score: Raw -11205.675982 + Penalty 888.107083 = -10317.568899 nChanged 0 SP:Iteration 6F (22.884693 sec): 3 clusters Score: Raw -11205.675982 + Penalty 888.107083 = -10317.568899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.886644 sec): 2 clusters Score: Raw -18498.189832 + Penalty 480.391644 = -18017.798188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.887644 sec): 3 clusters Score: Raw -18322.403461 + Penalty 977.690684 = -17344.712777 nChanged 143 SP:Iteration 1F (22.888614 sec): 3 clusters Score: Raw -18448.010873 + Penalty 988.167358 = -17459.843515 nChanged 36 SP:Iteration 2F (22.889577 sec): 3 clusters Score: Raw -18473.027659 + Penalty 1000.929277 = -17472.098382 nChanged 20 SP:Iteration 3Q (22.890534 sec): 3 clusters Score: Raw -18489.703880 + Penalty 1015.826288 = -17473.877592 nChanged 15 SP:Iteration 4Q (22.891483 sec): 3 clusters Score: Raw -18503.444869 + Penalty 1018.948460 = -17484.496409 nChanged 9 SP:Iteration 5Q (22.892430 sec): 3 clusters Score: Raw -18513.270544 + Penalty 1025.173811 = -17488.096734 nChanged 6 SP:Iteration 6Q (22.893377 sec): 3 clusters Score: Raw -18521.000413 + Penalty 1025.278445 = -17495.721969 nChanged 3 SP:Iteration 7Q (22.894326 sec): 3 clusters Score: Raw -18523.446900 + Penalty 1026.264154 = -17497.182746 nChanged 2 SP:Iteration 8Q (22.895268 sec): 3 clusters Score: Raw -18524.465449 + Penalty 1025.452241 = -17499.013208 nChanged 2 SP:Iteration 9Q (22.896208 sec): 3 clusters Score: Raw -18525.473895 + Penalty 1025.452241 = -17500.021654 nChanged 0 SP:Iteration 10F (22.897153 sec): 3 clusters Score: Raw -18525.473895 + Penalty 1025.452241 = -17500.021654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.898922 sec): 2 clusters Score: Raw -23962.720042 + Penalty 965.064299 = -22997.655743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.900058 sec): 3 clusters Score: Raw -23677.466326 + Penalty 1930.202910 = -21747.263415 nChanged 131 SP:Iteration 1F (22.901166 sec): 3 clusters Score: Raw -23879.236564 + Penalty 1929.810776 = -21949.425788 nChanged 50 SP:Iteration 2F (22.902267 sec): 3 clusters Score: Raw -23967.038029 + Penalty 1932.343755 = -22034.694273 nChanged 41 SP:Iteration 3F (22.903357 sec): 3 clusters Score: Raw -24068.327073 + Penalty 1935.394709 = -22132.932364 nChanged 29 SP:Iteration 4F (22.904440 sec): 3 clusters Score: Raw -24124.175063 + Penalty 1936.655022 = -22187.520041 nChanged 9 SP:Iteration 5Q (22.905439 sec): 3 clusters Score: Raw -24139.635243 + Penalty 1938.389612 = -22201.245631 nChanged 5 SP:Iteration 6Q (22.906433 sec): 3 clusters Score: Raw -24147.671751 + Penalty 1938.263703 = -22209.408049 nChanged 3 SP:Iteration 7Q (22.907415 sec): 3 clusters Score: Raw -24150.311411 + Penalty 1938.359268 = -22211.952142 nChanged 3 SP:Iteration 8Q (22.908391 sec): 3 clusters Score: Raw -24161.429080 + Penalty 1938.475735 = -22222.953345 nChanged 1 SP:Iteration 9Q (22.909369 sec): 3 clusters Score: Raw -24164.722022 + Penalty 1938.359268 = -22226.362754 nChanged 1 SP:Iteration 10F (22.910443 sec): 3 clusters Score: Raw -24165.747213 + Penalty 1939.699609 = -22226.047604 nChanged 2 SP:Iteration 11F (22.911546 sec): 3 clusters Score: Raw -24167.399545 + Penalty 1939.785202 = -22227.614343 nChanged 1 SP:Iteration 12Q (22.912523 sec): 3 clusters Score: Raw -24169.094044 + Penalty 1939.782593 = -22229.311451 nChanged 2 SP:Iteration 13Q (22.913492 sec): 3 clusters Score: Raw -24171.959064 + Penalty 1939.782593 = -22232.176471 nChanged 0 SP:Iteration 14F (22.914564 sec): 3 clusters Score: Raw -24171.959064 + Penalty 1939.782593 = -22232.176471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.915292 sec): 2 clusters Score: Raw -3990.335266 + Penalty 270.632173 = -3719.703094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.915661 sec): 3 clusters Score: Raw -3964.213099 + Penalty 541.264345 = -3422.948754 nChanged 15 SP:Iteration 1F (22.916020 sec): 3 clusters Score: Raw -3985.871904 + Penalty 545.072275 = -3440.799628 nChanged 7 SP:Iteration 2F (22.916381 sec): 3 clusters Score: Raw -3989.715102 + Penalty 553.004821 = -3436.710281 nChanged 2 SP:Iteration 3F (22.916742 sec): 3 clusters Score: Raw -3990.713342 + Penalty 553.004821 = -3437.708521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.917293 sec): 2 clusters Score: Raw -1482.531517 + Penalty 372.674171 = -1109.857346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.917558 sec): 3 clusters Score: Raw -1511.185569 + Penalty 760.780903 = -750.404666 nChanged 1 SP:Iteration 1Q (22.917813 sec): 3 clusters Score: Raw -1515.084447 + Penalty 760.780903 = -754.303544 nChanged 0 SP:Iteration 2F (22.918073 sec): 3 clusters Score: Raw -1515.084447 + Penalty 760.780903 = -754.303544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.918575 sec): 2 clusters Score: Raw -763.472010 + Penalty 273.629153 = -489.842857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.918814 sec): 3 clusters Score: Raw -784.602081 + Penalty 545.125175 = -239.476906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.919336 sec): 2 clusters Score: Raw -1202.153638 + Penalty 359.153607 = -843.000031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.919589 sec): 3 clusters Score: Raw -1226.981758 + Penalty 716.996503 = -509.985255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.920070 sec): 2 clusters Score: Raw -286.557740 + Penalty 186.679341 = -99.878399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.920291 sec): 3 clusters Score: Raw -294.021962 + Penalty 373.358682 = 79.336720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.920833 sec): 2 clusters Score: Raw -1532.356356 + Penalty 431.112331 = -1101.244025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.921102 sec): 3 clusters Score: Raw -1562.491956 + Penalty 855.230773 = -707.261183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.921663 sec): 2 clusters Score: Raw -1867.288859 + Penalty 502.380952 = -1364.907907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.921934 sec): 3 clusters Score: Raw -1916.194037 + Penalty 1005.265104 = -910.928933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.922674 sec): 2 clusters Score: Raw -4199.666666 + Penalty 388.974668 = -3810.691998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.923063 sec): 3 clusters Score: Raw -4162.384706 + Penalty 777.495930 = -3384.888776 nChanged 19 SP:Iteration 1F (22.923447 sec): 3 clusters Score: Raw -4181.460140 + Penalty 778.223665 = -3403.236475 nChanged 5 SP:Iteration 2F (22.923828 sec): 3 clusters Score: Raw -4187.070407 + Penalty 776.759688 = -3410.310719 nChanged 3 SP:Iteration 3Q (22.924211 sec): 3 clusters Score: Raw -4191.113529 + Penalty 776.474987 = -3414.638542 nChanged 1 SP:Iteration 4Q (22.924590 sec): 3 clusters Score: Raw -4192.486822 + Penalty 777.252272 = -3415.234550 nChanged 1 SP:Iteration 5Q (22.924969 sec): 3 clusters Score: Raw -4193.781327 + Penalty 777.252272 = -3416.529055 nChanged 0 SP:Iteration 6F (22.925351 sec): 3 clusters Score: Raw -4193.781327 + Penalty 777.252272 = -3416.529055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.925868 sec): 2 clusters Score: Raw -959.449438 + Penalty 346.950984 = -612.498454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926112 sec): 3 clusters Score: Raw -992.934670 + Penalty 693.236622 = -299.698048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.926586 sec): 2 clusters Score: Raw -246.043624 + Penalty 172.054281 = -73.989342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926802 sec): 3 clusters Score: Raw -241.927804 + Penalty 342.573072 = 100.645268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.927276 sec): 2 clusters Score: Raw -265.377291 + Penalty 170.848506 = -94.528785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.927491 sec): 3 clusters Score: Raw -255.800034 + Penalty 342.135821 = 86.335787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.928477 sec): 2 clusters Score: Raw -9100.606638 + Penalty 151.976110 = -8948.630528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.929098 sec): 3 clusters Score: Raw -8985.453352 + Penalty 301.509224 = -8683.944128 nChanged 79 SP:Iteration 1F (22.929678 sec): 3 clusters Score: Raw -9056.208252 + Penalty 309.132114 = -8747.076138 nChanged 31 SP:Iteration 2F (22.930237 sec): 3 clusters Score: Raw -9077.266358 + Penalty 318.356202 = -8758.910156 nChanged 11 SP:Iteration 3F (22.930807 sec): 3 clusters Score: Raw -9083.583020 + Penalty 323.804241 = -8759.778779 nChanged 12 SP:Iteration 4F (22.931363 sec): 3 clusters Score: Raw -9092.531173 + Penalty 333.622749 = -8758.908424 nChanged 6 SP:Iteration 5F (22.931917 sec): 3 clusters Score: Raw -9094.573625 + Penalty 340.288103 = -8754.285522 nChanged 4 SP:Iteration 6F (22.932473 sec): 3 clusters Score: Raw -9095.825283 + Penalty 345.310513 = -8750.514770 nChanged 3 SP:Iteration 7F (22.933029 sec): 3 clusters Score: Raw -9098.429967 + Penalty 348.109699 = -8750.320268 nChanged 4 SP:Iteration 8F (22.933627 sec): 3 clusters Score: Raw -9100.615157 + Penalty 355.788090 = -8744.827067 nChanged 2 SP:Iteration 9F (22.934228 sec): 3 clusters Score: Raw -9101.817884 + Penalty 360.766524 = -8741.051360 nChanged 1 SP:Iteration 10F (22.934827 sec): 3 clusters Score: Raw -9103.113253 + Penalty 359.812093 = -8743.301160 nChanged 1 SP:Iteration 11Q (22.935425 sec): 3 clusters Score: Raw -9103.103335 + Penalty 359.812093 = -8743.291242 nChanged 0 SP:Iteration 12F (22.936024 sec): 3 clusters Score: Raw -9103.103335 + Penalty 359.812093 = -8743.291242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.936523 sec): 2 clusters Score: Raw -46.072721 + Penalty 0.000000 = -46.072721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.936723 sec): 2 clusters Score: Raw -46.072721 + Penalty 0.000000 = -46.072721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.938856 sec): 2 clusters Score: Raw -28980.640962 + Penalty 539.345944 = -28441.295018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.940213 sec): 3 clusters Score: Raw -28635.302774 + Penalty 1079.704299 = -27555.598474 nChanged 229 SP:Iteration 1F (22.941547 sec): 3 clusters Score: Raw -28794.811422 + Penalty 1080.623281 = -27714.188141 nChanged 81 SP:Iteration 2F (22.942878 sec): 3 clusters Score: Raw -28852.967211 + Penalty 1079.455153 = -27773.512058 nChanged 48 SP:Iteration 3F (22.944294 sec): 3 clusters Score: Raw -28884.565127 + Penalty 1075.891068 = -27808.674059 nChanged 20 SP:Iteration 4Q (22.945645 sec): 3 clusters Score: Raw -28908.404146 + Penalty 1072.611477 = -27835.792669 nChanged 16 SP:Iteration 5Q (22.946977 sec): 3 clusters Score: Raw -28915.769842 + Penalty 1072.241562 = -27843.528280 nChanged 8 SP:Iteration 6Q (22.948309 sec): 3 clusters Score: Raw -28921.097373 + Penalty 1071.307243 = -27849.790129 nChanged 10 SP:Iteration 7Q (22.949655 sec): 3 clusters Score: Raw -28924.966674 + Penalty 1070.616747 = -27854.349926 nChanged 6 SP:Iteration 8Q (22.950986 sec): 3 clusters Score: Raw -28928.787444 + Penalty 1070.168204 = -27858.619240 nChanged 9 SP:Iteration 9Q (22.952334 sec): 3 clusters Score: Raw -28932.690789 + Penalty 1071.027669 = -27861.663120 nChanged 10 SP:Iteration 10F (22.953693 sec): 3 clusters Score: Raw -28937.814068 + Penalty 1071.112734 = -27866.701334 nChanged 7 SP:Iteration 11Q (22.955019 sec): 3 clusters Score: Raw -28941.403426 + Penalty 1071.161646 = -27870.241780 nChanged 7 SP:Iteration 12Q (22.956338 sec): 3 clusters Score: Raw -28945.148411 + Penalty 1071.053970 = -27874.094442 nChanged 3 SP:Iteration 13Q (22.957672 sec): 3 clusters Score: Raw -28946.816439 + Penalty 1071.009625 = -27875.806814 nChanged 6 SP:Iteration 14Q (22.958987 sec): 3 clusters Score: Raw -28949.723142 + Penalty 1071.215577 = -27878.507564 nChanged 2 SP:Iteration 15Q (22.960302 sec): 3 clusters Score: Raw -28950.436276 + Penalty 1071.573710 = -27878.862566 nChanged 1 SP:Iteration 16Q (22.961638 sec): 3 clusters Score: Raw -28950.882164 + Penalty 1072.154918 = -27878.727246 nChanged 2 SP:Iteration 17F (22.962976 sec): 3 clusters Score: Raw -28951.539681 + Penalty 1072.793928 = -27878.745753 nChanged 2 SP:Iteration 18Q (22.964298 sec): 3 clusters Score: Raw -28952.088494 + Penalty 1072.957427 = -27879.131067 nChanged 1 SP:Iteration 19Q (22.965631 sec): 3 clusters Score: Raw -28952.252445 + Penalty 1073.102932 = -27879.149513 nChanged 1 SP:Iteration 20F (22.966969 sec): 3 clusters Score: Raw -28952.450583 + Penalty 1073.102932 = -27879.347651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.967589 sec): 2 clusters Score: Raw -2419.907278 + Penalty 497.139717 = -1922.767561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.967892 sec): 3 clusters Score: Raw -2459.332631 + Penalty 998.682835 = -1460.649795 nChanged 2 SP:Iteration 1Q (22.968188 sec): 3 clusters Score: Raw -2464.696824 + Penalty 998.682835 = -1466.013989 nChanged 0 SP:Iteration 2F (22.968485 sec): 3 clusters Score: Raw -2464.696824 + Penalty 998.682835 = -1466.013989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 35 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.970261 sec): 2 clusters Score: Raw -22004.446684 + Penalty 744.090293 = -21260.356391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.971400 sec): 3 clusters Score: Raw -21672.505706 + Penalty 1488.100541 = -20184.405165 nChanged 133 SP:Iteration 1F (22.972480 sec): 3 clusters Score: Raw -21789.712263 + Penalty 1488.151899 = -20301.560364 nChanged 35 SP:Iteration 2F (22.973531 sec): 3 clusters Score: Raw -21872.167895 + Penalty 1488.298731 = -20383.869165 nChanged 40 SP:Iteration 3F (22.974589 sec): 3 clusters Score: Raw -21952.338137 + Penalty 1488.195221 = -20464.142916 nChanged 36 SP:Iteration 4F (22.975651 sec): 3 clusters Score: Raw -22010.165879 + Penalty 1489.980582 = -20520.185296 nChanged 27 SP:Iteration 5F (22.976720 sec): 3 clusters Score: Raw -22053.920939 + Penalty 1491.919929 = -20562.001011 nChanged 19 SP:Iteration 6Q (22.977740 sec): 3 clusters Score: Raw -22076.791846 + Penalty 1496.608389 = -20580.183457 nChanged 13 SP:Iteration 7Q (22.978750 sec): 3 clusters Score: Raw -22096.434364 + Penalty 1497.656445 = -20598.777919 nChanged 7 SP:Iteration 8Q (22.979742 sec): 3 clusters Score: Raw -22106.858329 + Penalty 1496.369027 = -20610.489302 nChanged 4 SP:Iteration 9Q (22.980731 sec): 3 clusters Score: Raw -22112.865559 + Penalty 1498.107879 = -20614.757680 nChanged 2 SP:Iteration 10F (22.981808 sec): 3 clusters Score: Raw -22116.243564 + Penalty 1498.513149 = -20617.730416 nChanged 4 SP:Iteration 11Q (22.982787 sec): 3 clusters Score: Raw -22121.794039 + Penalty 1501.026885 = -20620.767154 nChanged 2 SP:Iteration 12Q (22.983757 sec): 3 clusters Score: Raw -22125.604126 + Penalty 1501.028301 = -20624.575825 nChanged 2 SP:Iteration 13Q (22.984726 sec): 3 clusters Score: Raw -22128.244675 + Penalty 1500.042516 = -20628.202160 nChanged 4 SP:Iteration 14Q (22.985688 sec): 3 clusters Score: Raw -22136.046791 + Penalty 1500.348656 = -20635.698135 nChanged 2 SP:Iteration 15Q (22.986649 sec): 3 clusters Score: Raw -22140.857565 + Penalty 1499.519893 = -20641.337672 nChanged 2 SP:Iteration 16Q (22.987600 sec): 3 clusters Score: Raw -22147.993740 + Penalty 1499.861141 = -20648.132598 nChanged 3 SP:Iteration 17Q (22.988546 sec): 3 clusters Score: Raw -22152.336577 + Penalty 1499.861141 = -20652.475436 nChanged 0 SP:Iteration 18F (22.989627 sec): 3 clusters Score: Raw -22152.336577 + Penalty 1499.861141 = -20652.475436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.990164 sec): 2 clusters Score: Raw -792.661318 + Penalty 128.608570 = -664.052748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.990417 sec): 3 clusters Score: Raw -814.920912 + Penalty 255.909472 = -559.011440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.991256 sec): 2 clusters Score: Raw -5877.285444 + Penalty 291.417879 = -5585.867565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.991722 sec): 3 clusters Score: Raw -5779.992574 + Penalty 601.328822 = -5178.663752 nChanged 34 SP:Iteration 1F (22.992183 sec): 3 clusters Score: Raw -5845.893152 + Penalty 633.064030 = -5212.829122 nChanged 11 SP:Iteration 2F (22.992644 sec): 3 clusters Score: Raw -5869.665514 + Penalty 635.035997 = -5234.629517 nChanged 3 SP:Iteration 3Q (22.993073 sec): 3 clusters Score: Raw -5872.678846 + Penalty 651.429386 = -5221.249460 nChanged 4 SP:Iteration 4F (22.993534 sec): 3 clusters Score: Raw -5878.743734 + Penalty 662.715025 = -5216.028709 nChanged 3 SP:Iteration 5F (22.993994 sec): 3 clusters Score: Raw -5882.460794 + Penalty 667.022662 = -5215.438132 nChanged 2 SP:Iteration 6F (22.994451 sec): 3 clusters Score: Raw -5884.893105 + Penalty 662.842573 = -5222.050533 nChanged 1 SP:Iteration 7Q (22.994873 sec): 3 clusters Score: Raw -5885.310549 + Penalty 656.798363 = -5228.512186 nChanged 1 SP:Iteration 8Q (22.995293 sec): 3 clusters Score: Raw -5888.832077 + Penalty 646.416382 = -5242.415696 nChanged 1 SP:Iteration 9Q (22.995734 sec): 3 clusters Score: Raw -5890.266244 + Penalty 634.630978 = -5255.635266 nChanged 1 SP:Iteration 10F (22.996192 sec): 3 clusters Score: Raw -5893.361529 + Penalty 634.630978 = -5258.730550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.996717 sec): 2 clusters Score: Raw -1101.622007 + Penalty 425.783860 = -675.838146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.996969 sec): 3 clusters Score: Raw -1160.196371 + Penalty 850.786029 = -309.410342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.997449 sec): 2 clusters Score: Raw -332.214809 + Penalty 102.955430 = -229.259379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.997671 sec): 3 clusters Score: Raw -336.785114 + Penalty 205.910860 = -130.874254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.998232 sec): 2 clusters Score: Raw -1785.287525 + Penalty 477.197237 = -1308.090288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.998510 sec): 3 clusters Score: Raw -1838.878221 + Penalty 954.826268 = -884.051953 nChanged 1 SP:Iteration 1Q (22.998774 sec): 3 clusters Score: Raw -1846.240625 + Penalty 954.826268 = -891.414357 nChanged 0 SP:Iteration 2F (22.999047 sec): 3 clusters Score: Raw -1846.240625 + Penalty 954.826268 = -891.414357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.999542 sec): 2 clusters Score: Raw -585.191562 + Penalty 261.534156 = -323.657406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.999774 sec): 3 clusters Score: Raw -603.968749 + Penalty 517.648420 = -86.320329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.000289 sec): 2 clusters Score: Raw -986.799850 + Penalty 295.411057 = -691.388793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.000541 sec): 3 clusters Score: Raw -1005.729272 + Penalty 585.876031 = -419.853241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.001020 sec): 2 clusters Score: Raw -381.216401 + Penalty 260.266800 = -120.949602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001242 sec): 3 clusters Score: Raw -384.538546 + Penalty 517.102476 = 132.563929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.001751 sec): 2 clusters Score: Raw -998.180332 + Penalty 320.508571 = -677.671760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001998 sec): 3 clusters Score: Raw -1020.508552 + Penalty 641.017143 = -379.491409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.002577 sec): 2 clusters Score: Raw -2024.219550 + Penalty 565.850714 = -1458.368836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.002873 sec): 3 clusters Score: Raw -2148.218631 + Penalty 1131.857491 = -1016.361140 nChanged 1 SP:Iteration 1Q (23.003148 sec): 3 clusters Score: Raw -2155.435901 + Penalty 1131.857491 = -1023.578410 nChanged 0 SP:Iteration 2F (23.003438 sec): 3 clusters Score: Raw -2155.435901 + Penalty 1131.857491 = -1023.578410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.003946 sec): 2 clusters Score: Raw -428.073724 + Penalty 234.962064 = -193.111661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.004174 sec): 3 clusters Score: Raw -426.008996 + Penalty 469.924128 = 43.915131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.004687 sec): 2 clusters Score: Raw -884.666507 + Penalty 244.982879 = -639.683628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.004934 sec): 3 clusters Score: Raw -895.830440 + Penalty 489.285264 = -406.545175 nChanged 1 SP:Iteration 1Q (23.005173 sec): 3 clusters Score: Raw -897.603404 + Penalty 489.285264 = -408.318139 nChanged 0 SP:Iteration 2F (23.005416 sec): 3 clusters Score: Raw -897.603404 + Penalty 489.285264 = -408.318139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.006406 sec): 2 clusters Score: Raw -10641.037298 + Penalty 713.403137 = -9927.634161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.007024 sec): 3 clusters Score: Raw -10542.968782 + Penalty 1430.992659 = -9111.976123 nChanged 31 SP:Iteration 1F (23.007607 sec): 3 clusters Score: Raw -10599.911324 + Penalty 1432.964145 = -9166.947180 nChanged 7 SP:Iteration 2Q (23.008202 sec): 3 clusters Score: Raw -10613.244840 + Penalty 1433.750265 = -9179.494575 nChanged 4 SP:Iteration 3Q (23.008802 sec): 3 clusters Score: Raw -10624.532544 + Penalty 1433.703490 = -9190.829053 nChanged 5 SP:Iteration 4Q (23.009394 sec): 3 clusters Score: Raw -10644.164962 + Penalty 1435.782712 = -9208.382249 nChanged 4 SP:Iteration 5Q (23.009984 sec): 3 clusters Score: Raw -10650.672584 + Penalty 1436.506307 = -9214.166277 nChanged 4 SP:Iteration 6Q (23.010569 sec): 3 clusters Score: Raw -10657.596195 + Penalty 1436.506307 = -9221.089888 nChanged 0 SP:Iteration 7F (23.011176 sec): 3 clusters Score: Raw -10657.596195 + Penalty 1436.506307 = -9221.089888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.011657 sec): 2 clusters Score: Raw -213.035344 + Penalty 142.685040 = -70.350303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.011870 sec): 3 clusters Score: Raw -203.367983 + Penalty 290.687121 = 87.319138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.012352 sec): 2 clusters Score: Raw -334.799817 + Penalty 165.188461 = -169.611356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.012573 sec): 3 clusters Score: Raw -337.974380 + Penalty 324.090335 = -13.884046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.013408 sec): 2 clusters Score: Raw -7510.789855 + Penalty 589.414442 = -6921.375413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.013907 sec): 3 clusters Score: Raw -7488.683365 + Penalty 1178.653200 = -6310.030166 nChanged 25 SP:Iteration 1F (23.014401 sec): 3 clusters Score: Raw -7540.117413 + Penalty 1179.114927 = -6361.002486 nChanged 15 SP:Iteration 2F (23.014869 sec): 3 clusters Score: Raw -7576.784297 + Penalty 1181.317865 = -6395.466432 nChanged 8 SP:Iteration 3F (23.015356 sec): 3 clusters Score: Raw -7599.527448 + Penalty 1180.989230 = -6418.538218 nChanged 3 SP:Iteration 4Q (23.015801 sec): 3 clusters Score: Raw -7605.015480 + Penalty 1181.086422 = -6423.929058 nChanged 1 SP:Iteration 5Q (23.016262 sec): 3 clusters Score: Raw -7607.697813 + Penalty 1180.813739 = -6426.884074 nChanged 1 SP:Iteration 6Q (23.016745 sec): 3 clusters Score: Raw -7609.954222 + Penalty 1180.478644 = -6429.475578 nChanged 1 SP:Iteration 7Q (23.017205 sec): 3 clusters Score: Raw -7612.433854 + Penalty 1180.478644 = -6431.955210 nChanged 0 SP:Iteration 8F (23.017690 sec): 3 clusters Score: Raw -7612.433854 + Penalty 1180.478644 = -6431.955210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.018172 sec): 2 clusters Score: Raw -335.654411 + Penalty 195.910045 = -139.744366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.018394 sec): 3 clusters Score: Raw -337.497881 + Penalty 389.376709 = 51.878828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.018926 sec): 2 clusters Score: Raw -1326.739449 + Penalty 361.203204 = -965.536245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.019188 sec): 3 clusters Score: Raw -1350.302084 + Penalty 722.462106 = -627.839979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.019887 sec): 2 clusters Score: Raw -3796.611265 + Penalty 79.019917 = -3717.591348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.020268 sec): 3 clusters Score: Raw -3752.873743 + Penalty 168.081358 = -3584.792386 nChanged 29 SP:Iteration 1F (23.020647 sec): 3 clusters Score: Raw -3781.283575 + Penalty 171.113641 = -3610.169935 nChanged 5 SP:Iteration 2F (23.021032 sec): 3 clusters Score: Raw -3788.707246 + Penalty 178.115750 = -3610.591496 nChanged 5 SP:Iteration 3F (23.021416 sec): 3 clusters Score: Raw -3796.142780 + Penalty 184.011496 = -3612.131284 nChanged 4 SP:Iteration 4Q (23.021790 sec): 3 clusters Score: Raw -3798.846129 + Penalty 182.074341 = -3616.771788 nChanged 1 SP:Iteration 5Q (23.022162 sec): 3 clusters Score: Raw -3799.483570 + Penalty 174.295099 = -3625.188471 nChanged 3 SP:Iteration 6Q (23.022530 sec): 3 clusters Score: Raw -3801.799759 + Penalty 174.295099 = -3627.504660 nChanged 0 SP:Iteration 7F (23.022914 sec): 3 clusters Score: Raw -3801.799759 + Penalty 174.295099 = -3627.504660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.023453 sec): 2 clusters Score: Raw -1350.397888 + Penalty 357.985316 = -992.412572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.023718 sec): 3 clusters Score: Raw -1367.723518 + Penalty 717.314168 = -650.409350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.024435 sec): 2 clusters Score: Raw -5103.204304 + Penalty 652.519284 = -4450.685020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.024822 sec): 3 clusters Score: Raw -5074.252605 + Penalty 1306.025840 = -3768.226766 nChanged 5 SP:Iteration 1F (23.025204 sec): 3 clusters Score: Raw -5086.998434 + Penalty 1306.323857 = -3780.674577 nChanged 2 SP:Iteration 2Q (23.025570 sec): 3 clusters Score: Raw -5092.298356 + Penalty 1306.323857 = -3785.974500 nChanged 0 SP:Iteration 3F (23.025951 sec): 3 clusters Score: Raw -5092.298356 + Penalty 1306.323857 = -3785.974500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.026451 sec): 2 clusters Score: Raw -655.130651 + Penalty 232.543176 = -422.587475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.026685 sec): 3 clusters Score: Raw -674.823488 + Penalty 465.086352 = -209.737135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.027214 sec): 2 clusters Score: Raw -886.304194 + Penalty 340.664385 = -545.639809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.027459 sec): 3 clusters Score: Raw -934.112724 + Penalty 676.496467 = -257.616257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.027990 sec): 2 clusters Score: Raw -1308.069180 + Penalty 383.812339 = -924.256841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.028248 sec): 3 clusters Score: Raw -1351.170353 + Penalty 762.462804 = -588.707549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.028718 sec): 2 clusters Score: Raw -192.886902 + Penalty 102.088194 = -90.798709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.028927 sec): 3 clusters Score: Raw -186.569262 + Penalty 193.457983 = 6.888721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.029882 sec): 2 clusters Score: Raw -9087.071284 + Penalty 519.171382 = -8567.899902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.030467 sec): 3 clusters Score: Raw -9009.152452 + Penalty 1038.071311 = -7971.081141 nChanged 38 SP:Iteration 1F (23.031033 sec): 3 clusters Score: Raw -9043.340543 + Penalty 1037.782799 = -8005.557744 nChanged 5 SP:Iteration 2Q (23.031589 sec): 3 clusters Score: Raw -9048.503354 + Penalty 1037.740392 = -8010.762962 nChanged 4 SP:Iteration 3Q (23.032143 sec): 3 clusters Score: Raw -9051.109070 + Penalty 1037.412978 = -8013.696092 nChanged 4 SP:Iteration 4Q (23.032697 sec): 3 clusters Score: Raw -9054.761720 + Penalty 1037.936897 = -8016.824824 nChanged 2 SP:Iteration 5Q (23.033253 sec): 3 clusters Score: Raw -9056.237837 + Penalty 1037.598080 = -8018.639757 nChanged 1 SP:Iteration 6Q (23.033805 sec): 3 clusters Score: Raw -9056.883156 + Penalty 1037.187639 = -8019.695518 nChanged 1 SP:Iteration 7Q (23.034362 sec): 3 clusters Score: Raw -9057.923724 + Penalty 1037.187639 = -8020.736085 nChanged 0 SP:Iteration 8F (23.034916 sec): 3 clusters Score: Raw -9057.923724 + Penalty 1037.187639 = -8020.736085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.036350 sec): 2 clusters Score: Raw -19168.016059 + Penalty 715.680171 = -18452.335888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.037262 sec): 3 clusters Score: Raw -18912.080193 + Penalty 1437.649544 = -17474.430649 nChanged 77 SP:Iteration 1F (23.038158 sec): 3 clusters Score: Raw -19013.273164 + Penalty 1448.425002 = -17564.848161 nChanged 32 SP:Iteration 2F (23.039057 sec): 3 clusters Score: Raw -19072.074954 + Penalty 1457.827502 = -17614.247452 nChanged 21 SP:Iteration 3F (23.039962 sec): 3 clusters Score: Raw -19099.090750 + Penalty 1462.863026 = -17636.227725 nChanged 15 SP:Iteration 4Q (23.040821 sec): 3 clusters Score: Raw -19118.616678 + Penalty 1471.268944 = -17647.347734 nChanged 11 SP:Iteration 5Q (23.041670 sec): 3 clusters Score: Raw -19132.482515 + Penalty 1477.002115 = -17655.480400 nChanged 12 SP:Iteration 6Q (23.042504 sec): 3 clusters Score: Raw -19146.392932 + Penalty 1481.467720 = -17664.925212 nChanged 9 SP:Iteration 7Q (23.043353 sec): 3 clusters Score: Raw -19163.062565 + Penalty 1482.656640 = -17680.405925 nChanged 2 SP:Iteration 8Q (23.044165 sec): 3 clusters Score: Raw -19164.523974 + Penalty 1482.332857 = -17682.191117 nChanged 1 SP:Iteration 9Q (23.044974 sec): 3 clusters Score: Raw -19165.278887 + Penalty 1483.303998 = -17681.974889 nChanged 1 SP:Iteration 10F (23.045901 sec): 3 clusters Score: Raw -19166.778580 + Penalty 1483.303998 = -17683.474581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.046421 sec): 2 clusters Score: Raw -721.917847 + Penalty 349.842714 = -372.075133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.046668 sec): 3 clusters Score: Raw -751.877458 + Penalty 701.113834 = -50.763624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.047540 sec): 2 clusters Score: Raw -5755.800050 + Penalty 299.237122 = -5456.562928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.048052 sec): 3 clusters Score: Raw -5711.511873 + Penalty 614.986245 = -5096.525628 nChanged 39 SP:Iteration 1F (23.048533 sec): 3 clusters Score: Raw -5766.359409 + Penalty 621.844488 = -5144.514921 nChanged 16 SP:Iteration 2F (23.049019 sec): 3 clusters Score: Raw -5782.545305 + Penalty 621.289554 = -5161.255750 nChanged 2 SP:Iteration 3Q (23.049492 sec): 3 clusters Score: Raw -5784.334165 + Penalty 621.289554 = -5163.044611 nChanged 0 SP:Iteration 4F (23.050002 sec): 3 clusters Score: Raw -5784.334165 + Penalty 621.289554 = -5163.044611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.050489 sec): 2 clusters Score: Raw -425.144648 + Penalty 222.254054 = -202.890594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.050709 sec): 3 clusters Score: Raw -418.977724 + Penalty 222.254054 = -196.723670 nChanged 1 SP:Iteration 1F (23.050908 sec): 2 clusters Score: Raw -425.144648 + Penalty 222.254054 = -202.890594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.051415 sec): 2 clusters Score: Raw -889.388087 + Penalty 362.866712 = -526.521375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.051659 sec): 3 clusters Score: Raw -931.205346 + Penalty 729.278163 = -201.927183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 68 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.052208 sec): 2 clusters Score: Raw -1697.298469 + Penalty 553.667461 = -1143.631008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.052478 sec): 3 clusters Score: Raw -1788.729483 + Penalty 1110.788879 = -677.940604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.053173 sec): 2 clusters Score: Raw -4328.035885 + Penalty 605.710647 = -3722.325238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.053548 sec): 3 clusters Score: Raw -4376.629529 + Penalty 1209.526526 = -3167.103004 nChanged 1 SP:Iteration 1Q (23.053909 sec): 3 clusters Score: Raw -4382.410565 + Penalty 1210.085931 = -3172.324633 nChanged 1 SP:Iteration 2Q (23.054268 sec): 3 clusters Score: Raw -4385.506658 + Penalty 1210.085931 = -3175.420726 nChanged 0 SP:Iteration 3F (23.054637 sec): 3 clusters Score: Raw -4385.506658 + Penalty 1210.085931 = -3175.420726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.055117 sec): 2 clusters Score: Raw -283.703421 + Penalty 169.000195 = -114.703226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.055337 sec): 3 clusters Score: Raw -286.514425 + Penalty 338.000390 = 51.485964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.055834 sec): 2 clusters Score: Raw -279.239825 + Penalty 135.948435 = -143.291390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.056057 sec): 3 clusters Score: Raw -279.152410 + Penalty 265.337212 = -13.815198 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.064214 sec): 2 clusters Score: Raw -90417.454545 + Penalty 1083.295582 = -89334.158963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067446 sec): 3 clusters Score: Raw -89402.753001 + Penalty 2166.570829 = -87236.182172 nChanged 569 SP:Iteration 1F (23.070636 sec): 3 clusters Score: Raw -89875.096256 + Penalty 2167.830505 = -87707.265751 nChanged 171 SP:Iteration 2F (23.073798 sec): 3 clusters Score: Raw -90111.892523 + Penalty 2168.832885 = -87943.059638 nChanged 156 SP:Iteration 3F (23.076976 sec): 3 clusters Score: Raw -90334.108708 + Penalty 2169.181684 = -88164.927025 nChanged 110 SP:Iteration 4F (23.080134 sec): 3 clusters Score: Raw -90463.988540 + Penalty 2169.457375 = -88294.531165 nChanged 68 SP:Iteration 5Q (23.083180 sec): 3 clusters Score: Raw -90537.324418 + Penalty 2168.357651 = -88368.966767 nChanged 51 SP:Iteration 6Q (23.086174 sec): 3 clusters Score: Raw -90594.035567 + Penalty 2167.547997 = -88426.487570 nChanged 31 SP:Iteration 7Q (23.089160 sec): 3 clusters Score: Raw -90618.375893 + Penalty 2167.012576 = -88451.363317 nChanged 22 SP:Iteration 8Q (23.092118 sec): 3 clusters Score: Raw -90631.611371 + Penalty 2166.824073 = -88464.787298 nChanged 10 SP:Iteration 9Q (23.095085 sec): 3 clusters Score: Raw -90634.070590 + Penalty 2166.637965 = -88467.432625 nChanged 6 SP:Iteration 10F (23.098247 sec): 3 clusters Score: Raw -90638.023312 + Penalty 2166.449940 = -88471.573372 nChanged 2 SP:Iteration 11Q (23.101207 sec): 3 clusters Score: Raw -90639.132763 + Penalty 2166.164334 = -88472.968429 nChanged 3 SP:Iteration 12Q (23.104153 sec): 3 clusters Score: Raw -90640.954410 + Penalty 2166.068450 = -88474.885960 nChanged 1 SP:Iteration 13Q (23.107161 sec): 3 clusters Score: Raw -90641.274210 + Penalty 2166.068450 = -88475.205760 nChanged 0 SP:Iteration 14F (23.110324 sec): 3 clusters Score: Raw -90641.274210 + Penalty 2166.068450 = -88475.205760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.117521 sec): 2 clusters Score: Raw -1729.496101 + Penalty 497.561078 = -1231.935023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.117822 sec): 3 clusters Score: Raw -1824.832165 + Penalty 994.293840 = -830.538325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.118391 sec): 2 clusters Score: Raw -1448.015428 + Penalty 408.983898 = -1039.031530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.118661 sec): 3 clusters Score: Raw -1491.803692 + Penalty 817.335229 = -674.468464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.119146 sec): 2 clusters Score: Raw -429.061525 + Penalty 253.968978 = -175.092547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.119371 sec): 3 clusters Score: Raw -432.397042 + Penalty 524.050696 = 91.653654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.120004 sec): 2 clusters Score: Raw -3109.127142 + Penalty 537.161138 = -2571.966004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.120336 sec): 3 clusters Score: Raw -3155.056336 + Penalty 1075.837767 = -2079.218569 nChanged 1 SP:Iteration 1Q (23.120684 sec): 3 clusters Score: Raw -3159.643645 + Penalty 1075.837767 = -2083.805877 nChanged 0 SP:Iteration 2F (23.121011 sec): 3 clusters Score: Raw -3159.643645 + Penalty 1075.837767 = -2083.805877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121488 sec): 2 clusters Score: Raw -250.145060 + Penalty 136.803988 = -113.341072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.121702 sec): 3 clusters Score: Raw -243.138639 + Penalty 136.803988 = -106.334652 nChanged 1 SP:Iteration 1F (23.121897 sec): 2 clusters Score: Raw -250.145060 + Penalty 136.803988 = -113.341072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.122377 sec): 2 clusters Score: Raw -373.426521 + Penalty 243.276717 = -130.149803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.122600 sec): 3 clusters Score: Raw -374.190046 + Penalty 484.002186 = 109.812140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.123095 sec): 2 clusters Score: Raw -624.723827 + Penalty 260.582063 = -364.141763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.123326 sec): 3 clusters Score: Raw -634.775405 + Penalty 474.116958 = -160.658447 nChanged 1 SP:Iteration 1F (23.123553 sec): 3 clusters Score: Raw -635.914958 + Penalty 474.116958 = -161.798000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.124046 sec): 2 clusters Score: Raw -468.121050 + Penalty 224.502777 = -243.618273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.124271 sec): 3 clusters Score: Raw -470.087510 + Penalty 449.482692 = -20.604818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.124785 sec): 2 clusters Score: Raw -925.796492 + Penalty 321.375142 = -604.421349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.125033 sec): 3 clusters Score: Raw -977.683342 + Penalty 642.995571 = -334.687771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.125806 sec): 2 clusters Score: Raw -5643.242028 + Penalty 609.547758 = -5033.694271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.126218 sec): 3 clusters Score: Raw -5662.332372 + Penalty 1218.201398 = -4444.130974 nChanged 8 SP:Iteration 1F (23.126625 sec): 3 clusters Score: Raw -5680.246605 + Penalty 1216.373616 = -4463.872989 nChanged 3 SP:Iteration 2Q (23.127021 sec): 3 clusters Score: Raw -5688.961938 + Penalty 1216.635371 = -4472.326567 nChanged 3 SP:Iteration 3Q (23.127413 sec): 3 clusters Score: Raw -5695.733281 + Penalty 1216.780615 = -4478.952666 nChanged 2 SP:Iteration 4Q (23.127802 sec): 3 clusters Score: Raw -5699.087990 + Penalty 1216.142558 = -4482.945432 nChanged 2 SP:Iteration 5Q (23.128191 sec): 3 clusters Score: Raw -5704.709621 + Penalty 1216.142558 = -4488.567064 nChanged 0 SP:Iteration 6F (23.128593 sec): 3 clusters Score: Raw -5704.709621 + Penalty 1216.142558 = -4488.567064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129067 sec): 2 clusters Score: Raw -201.772129 + Penalty 144.500247 = -57.271882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.129282 sec): 3 clusters Score: Raw -197.616855 + Penalty 289.000494 = 91.383639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129780 sec): 2 clusters Score: Raw -387.926529 + Penalty 238.601947 = -149.324582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130002 sec): 3 clusters Score: Raw -384.400954 + Penalty 475.531395 = 91.130441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130546 sec): 2 clusters Score: Raw -1705.101275 + Penalty 438.439069 = -1266.662206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130813 sec): 3 clusters Score: Raw -1730.268385 + Penalty 878.296825 = -851.971561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.131287 sec): 2 clusters Score: Raw -266.700062 + Penalty 202.323870 = -64.376192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.131504 sec): 3 clusters Score: Raw -263.770332 + Penalty 397.134840 = 133.364508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132228 sec): 2 clusters Score: Raw -3584.673666 + Penalty 317.805622 = -3266.868044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.132618 sec): 3 clusters Score: Raw -3585.355587 + Penalty 628.961912 = -2956.393675 nChanged 15 SP:Iteration 1F (23.133000 sec): 3 clusters Score: Raw -3620.385932 + Penalty 631.072229 = -2989.313704 nChanged 4 SP:Iteration 2Q (23.133375 sec): 3 clusters Score: Raw -3629.439765 + Penalty 630.233226 = -2999.206539 nChanged 2 SP:Iteration 3Q (23.133747 sec): 3 clusters Score: Raw -3634.223381 + Penalty 631.437166 = -3002.786215 nChanged 1 SP:Iteration 4Q (23.134120 sec): 3 clusters Score: Raw -3634.714443 + Penalty 631.437166 = -3003.277277 nChanged 0 SP:Iteration 5F (23.134501 sec): 3 clusters Score: Raw -3634.714443 + Penalty 631.437166 = -3003.277277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.135030 sec): 2 clusters Score: Raw -1267.407787 + Penalty 333.189175 = -934.218612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.135289 sec): 3 clusters Score: Raw -1288.692591 + Penalty 666.378349 = -622.314241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.135782 sec): 2 clusters Score: Raw -695.075176 + Penalty 366.238474 = -328.836702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.136014 sec): 3 clusters Score: Raw -725.299979 + Penalty 730.747124 = 5.447145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.136562 sec): 2 clusters Score: Raw -1636.712741 + Penalty 383.264470 = -1253.448271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.136833 sec): 3 clusters Score: Raw -1664.778725 + Penalty 764.923917 = -899.854808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.137349 sec): 2 clusters Score: Raw -1020.553328 + Penalty 331.954462 = -688.598865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.137600 sec): 3 clusters Score: Raw -1043.852711 + Penalty 663.908925 = -379.943786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 95 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138125 sec): 2 clusters Score: Raw -1308.142084 + Penalty 384.515433 = -923.626651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.138399 sec): 3 clusters Score: Raw -1338.889643 + Penalty 769.030867 = -569.858776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138878 sec): 2 clusters Score: Raw -353.440282 + Penalty 197.759716 = -155.680567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139098 sec): 3 clusters Score: Raw -353.556855 + Penalty 403.365073 = 49.808218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139625 sec): 2 clusters Score: Raw -1312.395125 + Penalty 328.977401 = -983.417724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139883 sec): 3 clusters Score: Raw -1318.035218 + Penalty 665.200022 = -652.835197 nChanged 1 SP:Iteration 1Q (23.140133 sec): 3 clusters Score: Raw -1322.222147 + Penalty 665.200022 = -657.022125 nChanged 0 SP:Iteration 2F (23.140386 sec): 3 clusters Score: Raw -1322.222147 + Penalty 665.200022 = -657.022125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.140875 sec): 2 clusters Score: Raw -548.145802 + Penalty 220.611446 = -327.534356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141107 sec): 3 clusters Score: Raw -566.813913 + Penalty 441.222892 = -125.591020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.141627 sec): 2 clusters Score: Raw -1126.375123 + Penalty 400.659508 = -725.715615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141879 sec): 3 clusters Score: Raw -1206.402685 + Penalty 801.319015 = -405.083670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.142359 sec): 2 clusters Score: Raw -453.503222 + Penalty 296.203696 = -157.299526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.142581 sec): 3 clusters Score: Raw -455.614306 + Penalty 592.407391 = 136.793085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.143050 sec): 2 clusters Score: Raw -226.769584 + Penalty 201.352599 = -25.416984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.143247 sec): 2 clusters Score: Raw -226.769584 + Penalty 201.352599 = -25.416984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.143757 sec): 2 clusters Score: Raw -785.809886 + Penalty 211.485489 = -574.324397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.144005 sec): 3 clusters Score: Raw -795.269384 + Penalty 422.749651 = -372.519733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.144478 sec): 2 clusters Score: Raw -248.967441 + Penalty 166.722336 = -82.245104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.144694 sec): 3 clusters Score: Raw -245.855281 + Penalty 332.595828 = 86.740546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.145183 sec): 2 clusters Score: Raw -489.861318 + Penalty 280.747447 = -209.113872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.145410 sec): 3 clusters Score: Raw -517.281524 + Penalty 563.432977 = 46.151453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.145910 sec): 2 clusters Score: Raw -478.363529 + Penalty 304.296229 = -174.067300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.146135 sec): 3 clusters Score: Raw -486.845125 + Penalty 606.219193 = 119.374069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.146621 sec): 2 clusters Score: Raw -570.617738 + Penalty 341.240406 = -229.377332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.146851 sec): 3 clusters Score: Raw -601.887575 + Penalty 682.551230 = 80.663655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.147316 sec): 2 clusters Score: Raw -159.922428 + Penalty 133.548137 = -26.374291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.147527 sec): 3 clusters Score: Raw -151.324526 + Penalty 267.533146 = 116.208620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.148003 sec): 2 clusters Score: Raw -326.376349 + Penalty 243.780849 = -82.595500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.148222 sec): 3 clusters Score: Raw -326.081700 + Penalty 474.634661 = 148.552962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.148690 sec): 2 clusters Score: Raw -206.812870 + Penalty 153.317821 = -53.495049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.148903 sec): 3 clusters Score: Raw -199.838452 + Penalty 323.341411 = 123.502959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.149404 sec): 2 clusters Score: Raw -805.646907 + Penalty 321.446886 = -484.200021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.149643 sec): 3 clusters Score: Raw -841.572357 + Penalty 641.267675 = -200.304682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.150137 sec): 2 clusters Score: Raw -724.262489 + Penalty 363.267341 = -360.995148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.150371 sec): 3 clusters Score: Raw -744.159572 + Penalty 731.105137 = -13.054435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.150837 sec): 2 clusters Score: Raw -132.296232 + Penalty 69.965950 = -62.330282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.151049 sec): 3 clusters Score: Raw -128.947048 + Penalty 148.872765 = 19.925717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.151536 sec): 2 clusters Score: Raw -543.412293 + Penalty 313.266328 = -230.145964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.151762 sec): 3 clusters Score: Raw -560.841800 + Penalty 623.119104 = 62.277303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.152237 sec): 2 clusters Score: Raw -299.969473 + Penalty 189.581810 = -110.387663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.152472 sec): 3 clusters Score: Raw -300.572576 + Penalty 379.163620 = 78.591044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.152939 sec): 2 clusters Score: Raw -163.040617 + Penalty 134.187476 = -28.853141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.153147 sec): 3 clusters Score: Raw -152.668366 + Penalty 283.093321 = 130.424954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.153619 sec): 2 clusters Score: Raw -283.910574 + Penalty 205.962151 = -77.948423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.153835 sec): 3 clusters Score: Raw -271.117906 + Penalty 409.825680 = 138.707774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.154308 sec): 2 clusters Score: Raw -217.463706 + Penalty 183.314736 = -34.148970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.154524 sec): 3 clusters Score: Raw -210.150261 + Penalty 359.035564 = 148.885303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155014 sec): 2 clusters Score: Raw -706.095220 + Penalty 370.662934 = -335.432287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155246 sec): 3 clusters Score: Raw -706.148048 + Penalty 744.807989 = 38.659941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155723 sec): 2 clusters Score: Raw -386.841364 + Penalty 241.843329 = -144.998035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155940 sec): 3 clusters Score: Raw -377.062443 + Penalty 467.552848 = 90.490406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.156446 sec): 2 clusters Score: Raw -948.458523 + Penalty 394.018635 = -554.439888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.156685 sec): 3 clusters Score: Raw -980.408423 + Penalty 785.775720 = -194.632703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 127 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157163 sec): 2 clusters Score: Raw -363.507365 + Penalty 244.587979 = -118.919386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.157384 sec): 3 clusters Score: Raw -362.961222 + Penalty 490.542071 = 127.580849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157916 sec): 2 clusters Score: Raw -1538.148971 + Penalty 299.236920 = -1238.912051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.158178 sec): 3 clusters Score: Raw -1526.724369 + Penalty 601.563886 = -925.160483 nChanged 2 SP:Iteration 1F (23.158437 sec): 3 clusters Score: Raw -1534.314568 + Penalty 601.563886 = -932.750682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.158920 sec): 2 clusters Score: Raw -392.030876 + Penalty 233.622886 = -158.407990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159145 sec): 3 clusters Score: Raw -397.317641 + Penalty 465.928446 = 68.610806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159632 sec): 2 clusters Score: Raw -285.710476 + Penalty 164.685117 = -121.025359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159849 sec): 3 clusters Score: Raw -284.743780 + Penalty 325.292274 = 40.548494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.160317 sec): 2 clusters Score: Raw -208.799535 + Penalty 137.746652 = -71.052884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160531 sec): 3 clusters Score: Raw -199.758935 + Penalty 275.493304 = 75.734369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161015 sec): 2 clusters Score: Raw -538.074809 + Penalty 307.517233 = -230.557575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161240 sec): 3 clusters Score: Raw -523.672471 + Penalty 612.426226 = 88.753756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161728 sec): 2 clusters Score: Raw -583.404645 + Penalty 287.178188 = -296.226457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161957 sec): 3 clusters Score: Raw -589.164339 + Penalty 564.734633 = -24.429706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162438 sec): 2 clusters Score: Raw -482.645441 + Penalty 219.897184 = -262.748256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.162663 sec): 3 clusters Score: Raw -470.862731 + Penalty 421.617061 = -49.245670 nChanged 1 SP:Iteration 1F (23.162880 sec): 3 clusters Score: Raw -473.006761 + Penalty 421.617061 = -51.389700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.163386 sec): 2 clusters Score: Raw -685.919733 + Penalty 116.265569 = -569.654165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163630 sec): 3 clusters Score: Raw -700.760055 + Penalty 232.621418 = -468.138637 nChanged 2 SP:Iteration 1F (23.163871 sec): 3 clusters Score: Raw -704.196068 + Penalty 231.135628 = -473.060440 nChanged 1 SP:Iteration 2F (23.164113 sec): 3 clusters Score: Raw -706.558328 + Penalty 231.135628 = -475.422700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.164592 sec): 2 clusters Score: Raw -410.765505 + Penalty 263.889121 = -146.876384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.164814 sec): 3 clusters Score: Raw -396.459987 + Penalty 517.264263 = 120.804276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.165307 sec): 2 clusters Score: Raw -742.409173 + Penalty 298.820292 = -443.588881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.165539 sec): 3 clusters Score: Raw -728.096459 + Penalty 600.455745 = -127.640714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166012 sec): 2 clusters Score: Raw -279.037437 + Penalty 214.724624 = -64.312812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166225 sec): 3 clusters Score: Raw -268.944376 + Penalty 442.488397 = 173.544022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166698 sec): 2 clusters Score: Raw -289.316874 + Penalty 206.216066 = -83.100808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166928 sec): 3 clusters Score: Raw -274.400697 + Penalty 411.296987 = 136.896291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.167402 sec): 2 clusters Score: Raw -278.736690 + Penalty 116.675190 = -162.061501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167621 sec): 3 clusters Score: Raw -273.391501 + Penalty 277.734778 = 4.343278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168092 sec): 2 clusters Score: Raw -227.924726 + Penalty 137.853228 = -90.071498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168309 sec): 3 clusters Score: Raw -227.021341 + Penalty 278.617226 = 51.595885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168783 sec): 2 clusters Score: Raw -340.794028 + Penalty 240.315346 = -100.478682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168983 sec): 2 clusters Score: Raw -340.794028 + Penalty 240.315346 = -100.478682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169497 sec): 2 clusters Score: Raw -1243.622994 + Penalty 465.381715 = -778.241280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.169744 sec): 3 clusters Score: Raw -1257.647832 + Penalty 931.179957 = -326.467875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170233 sec): 2 clusters Score: Raw -557.485005 + Penalty 277.267635 = -280.217370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170463 sec): 3 clusters Score: Raw -569.832477 + Penalty 551.001089 = -18.831388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170926 sec): 2 clusters Score: Raw -95.508359 + Penalty 75.897959 = -19.610400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171120 sec): 2 clusters Score: Raw -95.508359 + Penalty 75.897959 = -19.610400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.171592 sec): 2 clusters Score: Raw -279.420265 + Penalty 187.458976 = -91.961289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171808 sec): 3 clusters Score: Raw -266.834386 + Penalty 374.711155 = 107.876769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 153 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172310 sec): 2 clusters Score: Raw -975.173492 + Penalty 363.670106 = -611.503386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172550 sec): 3 clusters Score: Raw -982.620825 + Penalty 727.077437 = -255.543388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173025 sec): 2 clusters Score: Raw -307.498372 + Penalty 187.517014 = -119.981358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.173244 sec): 3 clusters Score: Raw -305.505148 + Penalty 375.034028 = 69.528880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173759 sec): 2 clusters Score: Raw -744.215723 + Penalty 200.988759 = -543.226964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174002 sec): 3 clusters Score: Raw -746.784852 + Penalty 414.795416 = -331.989435 nChanged 1 SP:Iteration 1F (23.174237 sec): 3 clusters Score: Raw -752.618403 + Penalty 414.795416 = -337.822987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174696 sec): 2 clusters Score: Raw -46.855222 + Penalty 0.000000 = -46.855222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174888 sec): 2 clusters Score: Raw -46.855222 + Penalty 0.000000 = -46.855222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.175351 sec): 2 clusters Score: Raw -103.273141 + Penalty 80.533298 = -22.739843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175558 sec): 3 clusters Score: Raw -94.199553 + Penalty 161.066596 = 66.867043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176026 sec): 2 clusters Score: Raw -227.143360 + Penalty 194.311217 = -32.832143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176222 sec): 2 clusters Score: Raw -227.143360 + Penalty 194.311217 = -32.832143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176689 sec): 2 clusters Score: Raw -131.654608 + Penalty 92.536238 = -39.118370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176898 sec): 3 clusters Score: Raw -129.594973 + Penalty 188.641774 = 59.046801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.177366 sec): 2 clusters Score: Raw -220.101721 + Penalty 154.668839 = -65.432882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177580 sec): 3 clusters Score: Raw -208.999331 + Penalty 304.165804 = 95.166473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178048 sec): 2 clusters Score: Raw -222.677267 + Penalty 195.285903 = -27.391364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178244 sec): 2 clusters Score: Raw -222.677267 + Penalty 195.285903 = -27.391364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 168 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178716 sec): 2 clusters Score: Raw -346.196014 + Penalty 227.037686 = -119.158329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178935 sec): 3 clusters Score: Raw -332.401128 + Penalty 442.505521 = 110.104393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179392 sec): 2 clusters Score: Raw -45.934597 + Penalty 0.000000 = -45.934597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.179584 sec): 2 clusters Score: Raw -45.934597 + Penalty 0.000000 = -45.934597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.180067 sec): 2 clusters Score: Raw -415.255249 + Penalty 72.429247 = -342.826002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180292 sec): 3 clusters Score: Raw -418.040578 + Penalty 150.591519 = -267.449059 nChanged 2 SP:Iteration 1F (23.180526 sec): 3 clusters Score: Raw -420.801920 + Penalty 177.599181 = -243.202739 nChanged 1 SP:Iteration 2F (23.180747 sec): 3 clusters Score: Raw -423.339426 + Penalty 177.599181 = -245.740245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181206 sec): 2 clusters Score: Raw -47.901948 + Penalty 0.000000 = -47.901948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.181397 sec): 2 clusters Score: Raw -47.901948 + Penalty 0.000000 = -47.901948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181855 sec): 2 clusters Score: Raw -49.396490 + Penalty 0.000000 = -49.396490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182045 sec): 2 clusters Score: Raw -49.396490 + Penalty 0.000000 = -49.396490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.182518 sec): 2 clusters Score: Raw -358.692614 + Penalty 262.812650 = -95.879964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182737 sec): 3 clusters Score: Raw -344.895276 + Penalty 520.297567 = 175.402291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183204 sec): 2 clusters Score: Raw -210.973116 + Penalty 149.709243 = -61.263873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183417 sec): 3 clusters Score: Raw -205.956032 + Penalty 269.272999 = 63.316966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183899 sec): 2 clusters Score: Raw -496.304191 + Penalty 259.314392 = -236.989799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184126 sec): 3 clusters Score: Raw -492.477015 + Penalty 516.637505 = 24.160490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184593 sec): 2 clusters Score: Raw -169.226148 + Penalty 157.983578 = -11.242570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184803 sec): 3 clusters Score: Raw -157.066802 + Penalty 311.145361 = 154.078559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185266 sec): 2 clusters Score: Raw -104.472252 + Penalty 81.455333 = -23.016920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.185460 sec): 2 clusters Score: Raw -104.472252 + Penalty 81.455333 = -23.016920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185939 sec): 2 clusters Score: Raw -382.350294 + Penalty 209.617213 = -172.733081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186162 sec): 3 clusters Score: Raw -388.135712 + Penalty 413.330212 = 25.194500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186621 sec): 2 clusters Score: Raw -49.225130 + Penalty 0.000000 = -49.225130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186810 sec): 2 clusters Score: Raw -49.225130 + Penalty 0.000000 = -49.225130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187295 sec): 2 clusters Score: Raw -261.937728 + Penalty 163.627758 = -98.309970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187512 sec): 3 clusters Score: Raw -256.060582 + Penalty 316.340549 = 60.279967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187988 sec): 2 clusters Score: Raw -363.132564 + Penalty 213.107374 = -150.025190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188211 sec): 3 clusters Score: Raw -363.792922 + Penalty 420.153378 = 56.360456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188678 sec): 2 clusters Score: Raw -164.525477 + Penalty 143.126088 = -21.399389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188887 sec): 3 clusters Score: Raw -152.219417 + Penalty 288.429529 = 136.210111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189356 sec): 2 clusters Score: Raw -199.045589 + Penalty 151.598730 = -47.446859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189570 sec): 3 clusters Score: Raw -193.385131 + Penalty 303.197459 = 109.812329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.190124 sec): 2 clusters Score: Raw -1466.864831 + Penalty 150.826438 = -1316.038393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.190400 sec): 3 clusters Score: Raw -1473.871440 + Penalty 326.373941 = -1147.497499 nChanged 5 SP:Iteration 1F (23.190672 sec): 3 clusters Score: Raw -1490.762650 + Penalty 326.373941 = -1164.388709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191140 sec): 2 clusters Score: Raw -158.916861 + Penalty 117.752913 = -41.163948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.191353 sec): 3 clusters Score: Raw -149.423348 + Penalty 235.651580 = 86.228232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191851 sec): 2 clusters Score: Raw -639.129435 + Penalty 128.408947 = -510.720488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192088 sec): 3 clusters Score: Raw -645.854008 + Penalty 256.817894 = -389.036115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.192553 sec): 2 clusters Score: Raw -156.503724 + Penalty 135.512571 = -20.991153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192763 sec): 3 clusters Score: Raw -149.984415 + Penalty 256.950009 = 106.965594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193215 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.193397 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193859 sec): 2 clusters Score: Raw -108.278851 + Penalty 87.824737 = -20.454114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194054 sec): 2 clusters Score: Raw -108.278851 + Penalty 87.824737 = -20.454114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194527 sec): 2 clusters Score: Raw -47.889523 + Penalty 0.000000 = -47.889523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194718 sec): 2 clusters Score: Raw -47.889523 + Penalty 0.000000 = -47.889523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195175 sec): 2 clusters Score: Raw -45.125296 + Penalty 0.000000 = -45.125296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195366 sec): 2 clusters Score: Raw -45.125296 + Penalty 0.000000 = -45.125296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195839 sec): 2 clusters Score: Raw -266.147209 + Penalty 79.978106 = -186.169104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196045 sec): 3 clusters Score: Raw -265.005022 + Penalty 139.794157 = -125.210865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196512 sec): 2 clusters Score: Raw -135.275905 + Penalty 101.658943 = -33.616962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196723 sec): 3 clusters Score: Raw -132.799295 + Penalty 196.907665 = 64.108371 nChanged 0 Deleting Class 103 (4 points): Lose 39.127836 but Gain 1505.606338 Iteration 20F (25.760190 sec): 172 clusters Score: Raw -1331125.889364 + Penalty 188280.566953 = -1142845.322411 nChanged 258 Deleting Class 174 (6 points): Lose 54.210080 but Gain 1520.464233 Iteration 21Q (25.969321 sec): 171 clusters Score: Raw -1331233.271772 + Penalty 185384.041219 = -1145849.230553 nChanged 167 Deleting Class 179 (3 points): Lose 25.487342 but Gain 1490.655008 Iteration 22Q (26.168447 sec): 169 clusters Score: Raw -1331324.401504 + Penalty 184053.339766 = -1147271.061738 nChanged 131 Deleting Class 149 (21 points): Lose 126.756636 but Gain 1584.527522 Iteration 23Q (26.364294 sec): 168 clusters Score: Raw -1331288.921232 + Penalty 182568.033525 = -1148720.887707 nChanged 130 Deleting Class 173 (1 points): Lose 3.157175 but Gain 1450.308995 Iteration 24Q (26.559248 sec): 167 clusters Score: Raw -1331405.545700 + Penalty 181181.005368 = -1150224.540332 nChanged 84 Deleting Class 102 (8 points): Lose 40.611025 but Gain 1476.567849 Iteration 25Q (26.752456 sec): 166 clusters Score: Raw -1331448.333943 + Penalty 179762.944647 = -1151685.389296 nChanged 81 Deleting Class 68 (33 points): Lose 206.695064 but Gain 1641.436854 Iteration 26Q (26.942614 sec): 165 clusters Score: Raw -1331305.155489 + Penalty 178194.447019 = -1153110.708470 nChanged 100 Deleting Class 122 (12 points): Lose 116.295246 but Gain 1546.246506 Iteration 27Q (27.132282 sec): 164 clusters Score: Raw -1331320.701495 + Penalty 176719.602947 = -1154601.098549 nChanged 80 Deleting Class 160 (4 points): Lose 25.359967 but Gain 1452.954671 Iteration 28Q (27.318050 sec): 163 clusters Score: Raw -1331357.927725 + Penalty 175339.113002 = -1156018.814723 nChanged 56 Deleting Class 167 (4 points): Lose 37.007777 but Gain 1460.242849 Iteration 29Q (27.500554 sec): 162 clusters Score: Raw -1331371.405285 + Penalty 173910.218496 = -1157461.186789 nChanged 43 Deleting Class 109 (11 points): Lose 72.411915 but Gain 1475.162589 Iteration 30F (29.863104 sec): 161 clusters Score: Raw -1331341.637920 + Penalty 172493.760862 = -1158847.877057 nChanged 48 Deleting Class 133 (9 points): Lose 54.197011 but Gain 1450.790361 Iteration 31Q (30.044343 sec): 160 clusters Score: Raw -1331355.007738 + Penalty 171061.598671 = -1160293.409067 nChanged 48 Deleting Class 91 (14 points): Lose 106.843445 but Gain 1494.709694 Iteration 32Q (30.225439 sec): 159 clusters Score: Raw -1331317.349048 + Penalty 169596.275647 = -1161721.073402 nChanged 53 Deleting Class 210 (1 points): Lose 28.619732 but Gain 1414.402732 Iteration 33Q (30.405718 sec): 158 clusters Score: Raw -1331354.448430 + Penalty 168271.153931 = -1163083.294499 nChanged 43 Deleting Class 107 (8 points): Lose 75.700096 but Gain 1452.267634 Iteration 34Q (30.585090 sec): 157 clusters Score: Raw -1331331.354335 + Penalty 166873.593818 = -1164457.760517 nChanged 43 Deleting Class 146 (6 points): Lose 23.126681 but Gain 1390.309363 Iteration 35Q (30.763953 sec): 156 clusters Score: Raw -1331365.689000 + Penalty 165506.982015 = -1165858.706985 nChanged 50 Deleting Class 140 (7 points): Lose 40.094738 but Gain 1405.750849 Iteration 36Q (30.942700 sec): 155 clusters Score: Raw -1331375.536873 + Penalty 164108.149218 = -1167267.387655 nChanged 42 Deleting Class 142 (5 points): Lose 20.970368 but Gain 1382.984380 Iteration 37Q (31.120021 sec): 154 clusters Score: Raw -1331396.263948 + Penalty 162727.950805 = -1168668.313143 nChanged 22 Deleting Class 112 (6 points): Lose 52.511946 but Gain 1410.358525 Iteration 38Q (31.295435 sec): 153 clusters Score: Raw -1331366.525844 + Penalty 161334.963089 = -1170031.562755 nChanged 22 Deleting Class 44 (7 points): Lose 36.121735 but Gain 1386.454556 Iteration 39Q (31.469189 sec): 152 clusters Score: Raw -1331358.380426 + Penalty 159951.672137 = -1171406.708289 nChanged 15 Deleting Class 185 (1 points): Lose 1.794638 but Gain 1349.583472 Iteration 40F (33.695003 sec): 151 clusters Score: Raw -1331370.020794 + Penalty 158611.796798 = -1172758.223996 nChanged 6 Deleting Class 115 (14 points): Lose 86.678603 but Gain 1426.879114 Iteration 41Q (33.867115 sec): 150 clusters Score: Raw -1331291.309003 + Penalty 157331.878073 = -1173959.430930 nChanged 18 Deleting Class 121 (4 points): Lose 43.322369 but Gain 1370.728904 Iteration 42Q (34.040652 sec): 149 clusters Score: Raw -1331285.433562 + Penalty 155972.363958 = -1175313.069604 nChanged 6 Deleting Class 127 (6 points): Lose 23.482260 but Gain 1347.128617 Iteration 43Q (34.210367 sec): 148 clusters Score: Raw -1331275.300474 + Penalty 154626.366785 = -1176648.933689 nChanged 7 Deleting Class 191 (3 points): Lose 28.304564 but Gain 1350.467068 Iteration 44Q (34.381973 sec): 147 clusters Score: Raw -1331255.182919 + Penalty 153282.054259 = -1177973.128660 nChanged 4 Deleting Class 117 (10 points): Lose 92.123396 but Gain 1410.287574 Iteration 45Q (34.551151 sec): 146 clusters Score: Raw -1331169.500457 + Penalty 151871.993074 = -1179297.507383 nChanged 11 Deleting Class 126 (18 points): Lose 95.818991 but Gain 1413.099386 Iteration 46Q (34.719929 sec): 145 clusters Score: Raw -1331093.283580 + Penalty 150523.357758 = -1180569.925821 nChanged 21 Deleting Class 26 (33 points): Lose 179.116327 but Gain 1489.063118 Iteration 47Q (34.890869 sec): 144 clusters Score: Raw -1330954.487297 + Penalty 149099.744112 = -1181854.743185 nChanged 43 Deleting Class 64 (15 points): Lose 75.047675 but Gain 1388.135181 Iteration 48Q (35.060702 sec): 143 clusters Score: Raw -1330973.520735 + Penalty 147716.706648 = -1183256.814088 nChanged 32 Deleting Class 143 (4 points): Lose 28.559916 but Gain 1370.335515 Iteration 49Q (35.229452 sec): 142 clusters Score: Raw -1330985.222773 + Penalty 146396.202407 = -1184589.020366 nChanged 15 Deleting Class 209 (2 points): Lose 4.884359 but Gain 1313.412203 Iteration 50F (37.287773 sec): 141 clusters Score: Raw -1330995.269102 + Penalty 145074.131100 = -1185921.138002 nChanged 11 Deleting Class 120 (5 points): Lose 19.820501 but Gain 1326.547614 Iteration 51Q (37.454912 sec): 140 clusters Score: Raw -1330989.887925 + Penalty 143739.798368 = -1187250.089558 nChanged 15 Deleting Class 168 (6 points): Lose 29.144827 but Gain 1313.493396 Iteration 52Q (37.620993 sec): 139 clusters Score: Raw -1330972.187541 + Penalty 142431.587290 = -1188540.600252 nChanged 20 Deleting Class 13 (32 points): Lose 150.508015 but Gain 1430.195889 Iteration 53Q (37.787167 sec): 138 clusters Score: Raw -1330833.702983 + Penalty 141201.863504 = -1189631.839479 nChanged 40 Deleting Class 153 (19 points): Lose 94.923478 but Gain 1361.616193 Iteration 54Q (37.954549 sec): 137 clusters Score: Raw -1330830.313360 + Penalty 139655.634666 = -1191174.678694 nChanged 33 Deleting Class 87 (5 points): Lose 37.561264 but Gain 1303.114409 Iteration 55Q (38.121349 sec): 136 clusters Score: Raw -1330833.107498 + Penalty 137509.039030 = -1193324.068468 nChanged 17 Deleting Class 124 (7 points): Lose 31.109161 but Gain 1288.311787 Iteration 56Q (38.284538 sec): 134 clusters Score: Raw -1330831.681940 + Penalty 136219.298761 = -1194612.383179 nChanged 23 Deleting Class 119 (3 points): Lose 12.636469 but Gain 1266.126742 Iteration 57Q (38.449232 sec): 133 clusters Score: Raw -1330840.988271 + Penalty 134982.985478 = -1195858.002792 nChanged 20 Deleting Class 79 (7 points): Lose 42.494866 but Gain 1295.947519 Iteration 58Q (38.611340 sec): 132 clusters Score: Raw -1330815.511947 + Penalty 133707.543211 = -1197107.968736 nChanged 21 Deleting Class 74 (37 points): Lose 166.115780 but Gain 1418.967035 Iteration 59Q (38.774327 sec): 131 clusters Score: Raw -1330671.631375 + Penalty 132395.466940 = -1198276.164435 nChanged 52 Deleting Class 200 (3 points): Lose 31.449624 but Gain 1278.629690 Iteration 60F (40.681753 sec): 130 clusters Score: Raw -1330762.072148 + Penalty 131139.049055 = -1199623.023094 nChanged 16 Deleting Class 38 (22 points): Lose 168.444786 but Gain 1406.120404 Iteration 61Q (40.843036 sec): 129 clusters Score: Raw -1330612.215011 + Penalty 129752.757047 = -1200859.457964 nChanged 31 Deleting Class 110 (3 points): Lose 22.684706 but Gain 1260.094257 Iteration 62Q (41.004058 sec): 128 clusters Score: Raw -1330646.125858 + Penalty 128521.793304 = -1202124.332554 nChanged 15 Deleting Class 157 (2 points): Lose 19.467333 but Gain 1250.345304 Iteration 63Q (41.163181 sec): 127 clusters Score: Raw -1330649.557062 + Penalty 127278.788706 = -1203370.768356 nChanged 10 Deleting Class 76 (8 points): Lose 36.063027 but Gain 1266.028861 Iteration 64Q (41.325590 sec): 126 clusters Score: Raw -1330624.460500 + Penalty 126021.145982 = -1204603.314518 nChanged 11 Deleting Class 85 (8 points): Lose 47.120160 but Gain 1276.563370 Iteration 65Q (41.484322 sec): 125 clusters Score: Raw -1330591.685342 + Penalty 124750.885936 = -1205840.799406 nChanged 11 Deleting Class 86 (35 points): Lose 108.756707 but Gain 1332.732932 Iteration 66Q (41.640937 sec): 124 clusters Score: Raw -1330492.286508 + Penalty 123430.866225 = -1207061.420282 nChanged 39 Deleting Class 57 (88 points): Lose 270.310442 but Gain 1492.247988 Iteration 67Q (41.799326 sec): 123 clusters Score: Raw -1330277.191234 + Penalty 121991.700402 = -1208285.490832 nChanged 99 Deleting Class 182 (2 points): Lose 7.284490 but Gain 1218.158257 Iteration 68Q (41.961550 sec): 122 clusters Score: Raw -1330508.445373 + Penalty 120752.632933 = -1209755.812439 nChanged 34 Deleting Class 159 (2 points): Lose 6.395415 but Gain 1204.369292 Iteration 69Q (42.118325 sec): 121 clusters Score: Raw -1330544.773364 + Penalty 119560.141527 = -1210984.631837 nChanged 22 Deleting Class 67 (20 points): Lose 95.127931 but Gain 1287.162691 Iteration 70F (43.877145 sec): 120 clusters Score: Raw -1330466.995124 + Penalty 118367.545706 = -1212099.449418 nChanged 33 Deleting Class 169 (1 points): Lose 3.898370 but Gain 1192.770363 Iteration 71Q (44.033475 sec): 119 clusters Score: Raw -1330512.972302 + Penalty 117181.613009 = -1213331.359293 nChanged 19 Deleting Class 152 (5 points): Lose 21.042884 but Gain 1207.373570 Iteration 72Q (44.187737 sec): 118 clusters Score: Raw -1330510.755722 + Penalty 115992.119710 = -1214518.636012 nChanged 31 Deleting Class 177 (9 points): Lose 47.441338 but Gain 1223.381260 Iteration 73Q (44.341863 sec): 117 clusters Score: Raw -1330482.197713 + Penalty 114781.761186 = -1215700.436528 nChanged 23 Deleting Class 150 (10 points): Lose 46.921205 but Gain 1216.201498 Iteration 74Q (44.496667 sec): 116 clusters Score: Raw -1330456.680243 + Penalty 113577.066252 = -1216879.613991 nChanged 20 Deleting Class 101 (26 points): Lose 150.138328 but Gain 1314.500520 Iteration 75Q (44.648860 sec): 115 clusters Score: Raw -1330328.441201 + Penalty 112349.933480 = -1217978.507722 nChanged 31 Deleting Class 136 (12 points): Lose 86.323134 but Gain 1258.335974 Iteration 76Q (44.801297 sec): 114 clusters Score: Raw -1330359.510794 + Penalty 111129.292941 = -1219230.217853 nChanged 24 Deleting Class 28 (20 points): Lose 98.605829 but Gain 1254.218674 Iteration 77Q (44.953151 sec): 113 clusters Score: Raw -1330321.818048 + Penalty 109896.512273 = -1220425.305775 nChanged 29 Deleting Class 141 (14 points): Lose 57.122057 but Gain 1202.425672 Iteration 78Q (45.104173 sec): 112 clusters Score: Raw -1330308.241218 + Penalty 108698.179277 = -1221610.061941 nChanged 23 Deleting Class 75 (32 points): Lose 106.278917 but Gain 1249.653207 Iteration 79Q (45.254767 sec): 111 clusters Score: Raw -1330233.982413 + Penalty 107598.454042 = -1222635.528371 nChanged 40 Deleting Class 113 (4 points): Lose 8.440180 but Gain 1146.428126 Iteration 80F (46.877146 sec): 110 clusters Score: Raw -1330287.195684 + Penalty 106458.898702 = -1223828.296982 nChanged 18 Deleting Class 164 (4 points): Lose 19.059503 but Gain 1156.530311 Iteration 81Q (47.026591 sec): 109 clusters Score: Raw -1330277.575908 + Penalty 105311.406501 = -1224966.169407 nChanged 16 Deleting Class 59 (21 points): Lose 128.974953 but Gain 1261.756725 Iteration 82Q (47.194527 sec): 108 clusters Score: Raw -1330171.834645 + Penalty 104099.183658 = -1226072.650987 nChanged 31 Deleting Class 47 (8 points): Lose 46.051630 but Gain 1171.279880 Iteration 83Q (47.344437 sec): 107 clusters Score: Raw -1330170.157470 + Penalty 102941.679408 = -1227228.478062 nChanged 22 Deleting Class 130 (8 points): Lose 40.740685 but Gain 1164.604113 Iteration 84Q (47.492877 sec): 106 clusters Score: Raw -1330148.265309 + Penalty 101789.651070 = -1228358.614239 nChanged 15 Deleting Class 192 (4 points): Lose 12.899627 but Gain 1133.573686 Iteration 85Q (47.639972 sec): 105 clusters Score: Raw -1330151.894685 + Penalty 100662.397076 = -1229489.497609 nChanged 7 Deleting Class 34 (58 points): Lose 206.356570 but Gain 1325.756790 Iteration 86Q (47.785976 sec): 104 clusters Score: Raw -1329952.715847 + Penalty 99442.456361 = -1230510.259487 nChanged 63 Deleting Class 77 (81 points): Lose 287.746339 but Gain 1406.793235 Iteration 87Q (47.936423 sec): 103 clusters Score: Raw -1329778.549662 + Penalty 98141.869780 = -1231636.679882 nChanged 96 Deleting Class 30 (8 points): Lose 33.267494 but Gain 1151.022012 Iteration 88Q (48.086516 sec): 102 clusters Score: Raw -1329900.909917 + Penalty 96995.368311 = -1232905.541606 nChanged 32 Deleting Class 25 (35 points): Lose 171.693406 but Gain 1289.167632 Iteration 89Q (48.235823 sec): 101 clusters Score: Raw -1329757.049123 + Penalty 95764.024843 = -1233993.024279 nChanged 48 Deleting Class 23 (25 points): Lose 77.065744 but Gain 1186.162483 Iteration 90F (49.711952 sec): 100 clusters Score: Raw -1329771.003405 + Penalty 94641.026240 = -1235129.977165 nChanged 36 Deleting Class 114 (17 points): Lose 70.083319 but Gain 1179.206930 Iteration 91Q (49.857677 sec): 99 clusters Score: Raw -1329750.755757 + Penalty 93502.066437 = -1236248.689320 nChanged 32 Deleting Class 60 (31 points): Lose 125.687508 but Gain 1232.336913 Iteration 92Q (50.002985 sec): 98 clusters Score: Raw -1329666.372478 + Penalty 92303.475332 = -1237362.897146 nChanged 42 Deleting Class 190 (7 points): Lose 30.615605 but Gain 1135.233883 Iteration 93Q (50.146838 sec): 97 clusters Score: Raw -1329692.011255 + Penalty 91167.875691 = -1238524.135564 nChanged 13 Deleting Class 14 (22 points): Lose 130.386167 but Gain 1234.989414 Iteration 94Q (50.288453 sec): 96 clusters Score: Raw -1329576.802743 + Penalty 89939.134388 = -1239637.668355 nChanged 29 Deleting Class 175 (4 points): Lose 19.095291 but Gain 1119.445121 Iteration 95Q (50.429611 sec): 95 clusters Score: Raw -1329602.763848 + Penalty 88915.789533 = -1240686.974314 nChanged 18 Deleting Class 42 (9 points): Lose 43.885571 but Gain 1142.549341 Iteration 96Q (50.571185 sec): 94 clusters Score: Raw -1329576.668994 + Penalty 87773.566194 = -1241803.102800 nChanged 15 Deleting Class 41 (37 points): Lose 257.861005 but Gain 1355.316284 Iteration 97Q (50.712053 sec): 93 clusters Score: Raw -1329338.918064 + Penalty 86420.331497 = -1242918.586568 nChanged 47 Deleting Class 46 (62 points): Lose 427.770210 but Gain 1512.975523 Iteration 98Q (50.852764 sec): 92 clusters Score: Raw -1329017.474147 + Penalty 85177.431430 = -1243840.042717 nChanged 80 Deleting Class 106 (13 points): Lose 160.683676 but Gain 1244.696056 Iteration 99Q (50.994557 sec): 91 clusters Score: Raw -1329128.213218 + Penalty 84005.861224 = -1245122.351994 nChanged 45 Deleting Class 32 (1 points): Lose 15.747084 but Gain 1097.465719 Iteration 100F (52.322429 sec): 90 clusters Score: Raw -1329188.863449 + Penalty 82938.378675 = -1246250.484774 nChanged 24 Deleting Class 29 (5 points): Lose 32.496031 but Gain 1108.156013 Iteration 101Q (52.461024 sec): 89 clusters Score: Raw -1329179.619184 + Penalty 81864.887480 = -1247314.731704 nChanged 25 Deleting Class 118 (6 points): Lose 25.855007 but Gain 1096.797894 Iteration 102Q (52.599599 sec): 88 clusters Score: Raw -1329172.831967 + Penalty 80788.392668 = -1248384.439299 nChanged 25 Deleting Class 69 (102 points): Lose 354.897765 but Gain 1420.011681 Iteration 103Q (52.736624 sec): 87 clusters Score: Raw -1328836.870295 + Penalty 79621.736317 = -1249215.133978 nChanged 114 Deleting Class 94 (23 points): Lose 71.691519 but Gain 1131.693308 Iteration 104Q (52.879485 sec): 86 clusters Score: Raw -1329020.966932 + Penalty 78554.774593 = -1250466.192339 nChanged 56 Deleting Class 84 (4 points): Lose 20.934326 but Gain 1080.495056 Iteration 105Q (53.017746 sec): 85 clusters Score: Raw -1329075.655751 + Penalty 77462.984784 = -1251612.670967 nChanged 35 Deleting Class 80 (15 points): Lose 54.294277 but Gain 1112.380649 Iteration 106Q (53.152770 sec): 84 clusters Score: Raw -1329041.720273 + Penalty 76375.787175 = -1252665.933098 nChanged 35 Deleting Class 212 (1 points): Lose 3.789675 but Gain 1061.214966 Iteration 107Q (53.287134 sec): 83 clusters Score: Raw -1329071.580661 + Penalty 75311.644620 = -1253759.936042 nChanged 19 Deleting Class 184 (9 points): Lose 42.263404 but Gain 1099.478417 Iteration 108Q (53.420436 sec): 82 clusters Score: Raw -1329040.755321 + Penalty 74217.956489 = -1254822.798832 nChanged 23 Deleting Class 154 (6 points): Lose 28.421074 but Gain 1084.852319 Iteration 109Q (53.554105 sec): 81 clusters Score: Raw -1329029.407895 + Penalty 73140.913953 = -1255888.493942 nChanged 19 Deleting Class 105 (5 points): Lose 19.812856 but Gain 1073.814368 Iteration 110F (54.752671 sec): 80 clusters Score: Raw -1329025.547310 + Penalty 72087.402235 = -1256938.145076 nChanged 18 Deleting Class 95 (24 points): Lose 165.017816 but Gain 1219.116786 Iteration 111Q (54.888977 sec): 79 clusters Score: Raw -1328872.545501 + Penalty 70891.372396 = -1257981.173105 nChanged 41 Deleting Class 66 (8 points): Lose 29.594826 but Gain 1081.223624 Iteration 112Q (55.022909 sec): 78 clusters Score: Raw -1328933.772181 + Penalty 69822.043936 = -1259111.728245 nChanged 32 Deleting Class 54 (35 points): Lose 108.227035 but Gain 1157.590740 Iteration 113Q (55.158155 sec): 77 clusters Score: Raw -1328854.828371 + Penalty 68696.816143 = -1260158.012229 nChanged 53 Deleting Class 53 (8 points): Lose 39.965373 but Gain 1088.139676 Iteration 114Q (55.293268 sec): 76 clusters Score: Raw -1328875.365897 + Penalty 67595.976218 = -1261279.389679 nChanged 38 Deleting Class 50 (4 points): Lose 23.196852 but Gain 1066.921915 Iteration 115Q (55.423222 sec): 75 clusters Score: Raw -1328884.358595 + Penalty 66517.081409 = -1262367.277186 nChanged 27 Deleting Class 81 (9 points): Lose 19.147397 but Gain 1059.148658 Iteration 116Q (55.553407 sec): 74 clusters Score: Raw -1328881.695898 + Penalty 65462.690111 = -1263419.005787 nChanged 28 Deleting Class 189 (5 points): Lose 15.727201 but Gain 1053.883007 Iteration 117Q (55.687006 sec): 73 clusters Score: Raw -1328880.551288 + Penalty 64426.994819 = -1264453.556469 nChanged 26 Deleting Class 24 (6 points): Lose 45.055735 but Gain 1080.006083 Iteration 118Q (55.814331 sec): 72 clusters Score: Raw -1328852.791374 + Penalty 63363.994080 = -1265488.797294 nChanged 32 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1328852.791374 + Penalty 63363.994080 = -1265488.797294Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.887007 sec): 2 clusters Score: Raw -103482.081875 + Penalty 345.559825 = -103136.522049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.891418 sec): 3 clusters Score: Raw -102031.685499 + Penalty 694.152587 = -101337.532912 nChanged 919 SP:Iteration 1F (55.895575 sec): 3 clusters Score: Raw -102975.450226 + Penalty 703.702086 = -102271.748140 nChanged 294 SP:Iteration 2F (55.899704 sec): 3 clusters Score: Raw -103164.566379 + Penalty 715.107606 = -102449.458773 nChanged 141 SP:Iteration 3F (55.903790 sec): 3 clusters Score: Raw -103224.398354 + Penalty 726.772927 = -102497.625427 nChanged 85 SP:Iteration 4Q (55.907834 sec): 3 clusters Score: Raw -103257.076342 + Penalty 735.774294 = -102521.302048 nChanged 58 SP:Iteration 5Q (55.911876 sec): 3 clusters Score: Raw -103279.160314 + Penalty 749.735514 = -102529.424800 nChanged 58 SP:Iteration 6Q (55.915898 sec): 3 clusters Score: Raw -103311.548341 + Penalty 758.613014 = -102552.935327 nChanged 67 SP:Iteration 7Q (55.919905 sec): 3 clusters Score: Raw -103374.583007 + Penalty 780.793764 = -102593.789242 nChanged 72 SP:Iteration 8Q (55.923754 sec): 3 clusters Score: Raw -103418.521142 + Penalty 780.640652 = -102637.880490 nChanged 63 SP:Iteration 9Q (55.927374 sec): 3 clusters Score: Raw -103451.611008 + Penalty 773.238087 = -102678.372921 nChanged 39 SP:Iteration 10F (55.931325 sec): 3 clusters Score: Raw -103463.931066 + Penalty 771.533043 = -102692.398023 nChanged 39 SP:Iteration 11Q (55.934771 sec): 3 clusters Score: Raw -103474.010115 + Penalty 761.481933 = -102712.528182 nChanged 23 SP:Iteration 12Q (55.938125 sec): 3 clusters Score: Raw -103484.406340 + Penalty 771.222312 = -102713.184028 nChanged 30 SP:Iteration 13Q (55.941405 sec): 3 clusters Score: Raw -103496.376856 + Penalty 758.603130 = -102737.773726 nChanged 20 SP:Iteration 14Q (55.944655 sec): 3 clusters Score: Raw -103503.681856 + Penalty 740.724228 = -102762.957628 nChanged 14 SP:Iteration 15Q (55.947811 sec): 3 clusters Score: Raw -103506.551894 + Penalty 734.950748 = -102771.601146 nChanged 11 SP:Iteration 16Q (55.950943 sec): 3 clusters Score: Raw -103505.629922 + Penalty 760.029425 = -102745.600498 nChanged 5 SP:Iteration 17F (55.954831 sec): 3 clusters Score: Raw -103502.809387 + Penalty 776.462817 = -102726.346571 nChanged 4 SP:Iteration 18F (55.958741 sec): 3 clusters Score: Raw -103503.906384 + Penalty 799.912569 = -102703.993816 nChanged 5 SP:Iteration 19F (55.962625 sec): 3 clusters Score: Raw -103505.090273 + Penalty 810.607374 = -102694.482898 nChanged 2 SP:Iteration 20F (55.966509 sec): 3 clusters Score: Raw -103504.501167 + Penalty 819.042628 = -102685.458539 nChanged 4 SP:Iteration 21F (55.970413 sec): 3 clusters Score: Raw -103507.245615 + Penalty 819.042628 = -102688.202987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.976376 sec): 2 clusters Score: Raw -81582.799274 + Penalty 519.210402 = -81063.588872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.980029 sec): 3 clusters Score: Raw -80560.627527 + Penalty 1038.858760 = -79521.768767 nChanged 753 SP:Iteration 1F (55.983921 sec): 3 clusters Score: Raw -81012.298016 + Penalty 1047.703025 = -79964.594990 nChanged 174 SP:Iteration 2F (55.987381 sec): 3 clusters Score: Raw -81147.610931 + Penalty 1060.198486 = -80087.412445 nChanged 148 SP:Iteration 3F (55.990902 sec): 3 clusters Score: Raw -81289.674078 + Penalty 1071.339303 = -80218.334775 nChanged 133 SP:Iteration 4F (55.994379 sec): 3 clusters Score: Raw -81394.201427 + Penalty 1076.234387 = -80317.967040 nChanged 82 SP:Iteration 5Q (55.997741 sec): 3 clusters Score: Raw -81433.252013 + Penalty 1076.683958 = -80356.568055 nChanged 39 SP:Iteration 6Q (56.001077 sec): 3 clusters Score: Raw -81443.691340 + Penalty 1077.326724 = -80366.364616 nChanged 19 SP:Iteration 7Q (56.004378 sec): 3 clusters Score: Raw -81447.307843 + Penalty 1077.688603 = -80369.619240 nChanged 7 SP:Iteration 8Q (56.007671 sec): 3 clusters Score: Raw -81448.858607 + Penalty 1078.478677 = -80370.379930 nChanged 5 SP:Iteration 9Q (56.010953 sec): 3 clusters Score: Raw -81450.264952 + Penalty 1079.112296 = -80371.152656 nChanged 5 SP:Iteration 10F (56.014351 sec): 3 clusters Score: Raw -81450.840082 + Penalty 1079.423669 = -80371.416413 nChanged 2 SP:Iteration 11Q (56.017628 sec): 3 clusters Score: Raw -81451.250047 + Penalty 1079.173570 = -80372.076477 nChanged 1 SP:Iteration 12Q (56.021228 sec): 3 clusters Score: Raw -81451.385850 + Penalty 1079.075310 = -80372.310540 nChanged 1 SP:Iteration 13Q (56.024534 sec): 3 clusters Score: Raw -81451.663978 + Penalty 1079.075310 = -80372.588668 nChanged 0 SP:Iteration 14F (56.027938 sec): 3 clusters Score: Raw -81451.663978 + Penalty 1079.075310 = -80372.588668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.028659 sec): 2 clusters Score: Raw -2426.887816 + Penalty 260.313180 = -2166.574636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.028970 sec): 3 clusters Score: Raw -2420.975572 + Penalty 519.464366 = -1901.511206 nChanged 11 SP:Iteration 1F (56.029274 sec): 3 clusters Score: Raw -2432.665584 + Penalty 519.185263 = -1913.480321 nChanged 1 SP:Iteration 2Q (56.029574 sec): 3 clusters Score: Raw -2433.697697 + Penalty 519.185263 = -1914.512434 nChanged 0 SP:Iteration 3F (56.029876 sec): 3 clusters Score: Raw -2433.697697 + Penalty 519.185263 = -1914.512434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.030379 sec): 2 clusters Score: Raw -665.438395 + Penalty 160.704023 = -504.734372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.030613 sec): 3 clusters Score: Raw -667.669028 + Penalty 321.687133 = -345.981894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.031366 sec): 2 clusters Score: Raw -5400.750273 + Penalty 545.551434 = -4855.198839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.031789 sec): 3 clusters Score: Raw -5395.881456 + Penalty 1090.958488 = -4304.922968 nChanged 8 SP:Iteration 1F (56.032205 sec): 3 clusters Score: Raw -5411.417256 + Penalty 1089.803224 = -4321.614032 nChanged 3 SP:Iteration 2Q (56.032600 sec): 3 clusters Score: Raw -5415.458520 + Penalty 1089.803224 = -4325.655296 nChanged 0 SP:Iteration 3F (56.033015 sec): 3 clusters Score: Raw -5415.458520 + Penalty 1089.803224 = -4325.655296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.034973 sec): 2 clusters Score: Raw -17024.191218 + Penalty 903.856029 = -16120.335188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.035732 sec): 3 clusters Score: Raw -16862.832616 + Penalty 1807.864699 = -15054.967916 nChanged 63 SP:Iteration 1F (56.036496 sec): 3 clusters Score: Raw -16989.306872 + Penalty 1808.700333 = -15180.606539 nChanged 18 SP:Iteration 2F (56.037243 sec): 3 clusters Score: Raw -17023.742552 + Penalty 1809.033175 = -15214.709377 nChanged 9 SP:Iteration 3Q (56.037960 sec): 3 clusters Score: Raw -17038.336843 + Penalty 1809.186165 = -15229.150677 nChanged 5 SP:Iteration 4Q (56.038702 sec): 3 clusters Score: Raw -17047.756841 + Penalty 1808.849908 = -15238.906933 nChanged 5 SP:Iteration 5Q (56.039411 sec): 3 clusters Score: Raw -17059.679907 + Penalty 1808.211793 = -15251.468114 nChanged 4 SP:Iteration 6Q (56.040111 sec): 3 clusters Score: Raw -17070.591380 + Penalty 1807.677015 = -15262.914365 nChanged 4 SP:Iteration 7Q (56.040809 sec): 3 clusters Score: Raw -17087.980319 + Penalty 1807.194443 = -15280.785875 nChanged 3 SP:Iteration 8Q (56.041501 sec): 3 clusters Score: Raw -17092.912358 + Penalty 1806.881760 = -15286.030598 nChanged 3 SP:Iteration 9Q (56.042193 sec): 3 clusters Score: Raw -17096.646336 + Penalty 1806.553892 = -15290.092444 nChanged 2 SP:Iteration 10F (56.042943 sec): 3 clusters Score: Raw -17098.677658 + Penalty 1806.553892 = -15292.123766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.045264 sec): 2 clusters Score: Raw -19241.830320 + Penalty 242.033963 = -18999.796357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.046243 sec): 3 clusters Score: Raw -19004.345237 + Penalty 507.867654 = -18496.477583 nChanged 159 SP:Iteration 1F (56.047171 sec): 3 clusters Score: Raw -19165.553892 + Penalty 566.831854 = -18598.722037 nChanged 49 SP:Iteration 2F (56.048074 sec): 3 clusters Score: Raw -19223.712635 + Penalty 603.715987 = -18619.996648 nChanged 11 SP:Iteration 3Q (56.048973 sec): 3 clusters Score: Raw -19241.959722 + Penalty 648.629120 = -18593.330602 nChanged 5 SP:Iteration 4F (56.049876 sec): 3 clusters Score: Raw -19247.171016 + Penalty 648.629120 = -18598.541896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.051317 sec): 2 clusters Score: Raw -7993.564612 + Penalty 488.495173 = -7505.069440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.051868 sec): 3 clusters Score: Raw -7959.607225 + Penalty 985.428403 = -6974.178822 nChanged 48 SP:Iteration 1F (56.052415 sec): 3 clusters Score: Raw -8051.468744 + Penalty 993.230751 = -7058.237994 nChanged 16 SP:Iteration 2F (56.052958 sec): 3 clusters Score: Raw -8076.903098 + Penalty 1004.609707 = -7072.293391 nChanged 12 SP:Iteration 3F (56.053534 sec): 3 clusters Score: Raw -8092.749194 + Penalty 1010.188639 = -7082.560555 nChanged 4 SP:Iteration 4Q (56.054064 sec): 3 clusters Score: Raw -8099.139121 + Penalty 1010.948641 = -7088.190480 nChanged 2 SP:Iteration 5Q (56.054626 sec): 3 clusters Score: Raw -8102.443203 + Penalty 1020.733902 = -7081.709302 nChanged 2 SP:Iteration 6F (56.055168 sec): 3 clusters Score: Raw -8106.386736 + Penalty 1025.814674 = -7080.572063 nChanged 1 SP:Iteration 7F (56.055746 sec): 3 clusters Score: Raw -8110.534031 + Penalty 1025.814674 = -7084.719357 nChanged 0 Memory request: 0.07 GB would take us to total of 0.36 GB. Trying to split cluster 9 (15525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.124060 sec): 2 clusters Score: Raw -637695.251975 + Penalty 280.959406 = -637414.292569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.152887 sec): 3 clusters Score: Raw -627272.541149 + Penalty 618.488914 = -626654.052235 nChanged 7441 SP:Iteration 1F (56.181169 sec): 3 clusters Score: Raw -632845.133525 + Penalty 656.952242 = -632188.181283 nChanged 1764 SP:Iteration 2F (56.209520 sec): 3 clusters Score: Raw -634196.114191 + Penalty 682.654081 = -633513.460109 nChanged 1040 SP:Iteration 3F (56.237715 sec): 3 clusters Score: Raw -635121.216318 + Penalty 697.163146 = -634424.053172 nChanged 860 SP:Iteration 4F (56.265805 sec): 3 clusters Score: Raw -635826.383450 + Penalty 701.703804 = -635124.679646 nChanged 736 SP:Iteration 5Q (56.293193 sec): 3 clusters Score: Raw -636439.063741 + Penalty 684.864920 = -635754.198821 nChanged 547 SP:Iteration 6Q (56.318327 sec): 3 clusters Score: Raw -636928.247601 + Penalty 650.316536 = -636277.931066 nChanged 378 SP:Iteration 7Q (56.342398 sec): 3 clusters Score: Raw -637279.869510 + Penalty 627.859888 = -636652.009621 nChanged 224 SP:Iteration 8Q (56.365460 sec): 3 clusters Score: Raw -637494.057616 + Penalty 606.149057 = -636887.908560 nChanged 118 SP:Iteration 9Q (56.388085 sec): 3 clusters Score: Raw -637595.302492 + Penalty 605.972084 = -636989.330408 nChanged 72 SP:Iteration 10F (56.416219 sec): 3 clusters Score: Raw -637650.364212 + Penalty 606.900366 = -637043.463846 nChanged 34 SP:Iteration 11Q (56.438239 sec): 3 clusters Score: Raw -637670.847150 + Penalty 628.438772 = -637042.408378 nChanged 20 SP:Iteration 12F (56.466338 sec): 3 clusters Score: Raw -637679.565226 + Penalty 643.326203 = -637036.239023 nChanged 13 SP:Iteration 13F (56.494673 sec): 3 clusters Score: Raw -637684.890400 + Penalty 659.099089 = -637025.791310 nChanged 13 SP:Iteration 14F (56.522758 sec): 3 clusters Score: Raw -637691.678173 + Penalty 679.990383 = -637011.687790 nChanged 8 SP:Iteration 15F (56.551432 sec): 3 clusters Score: Raw -637695.748170 + Penalty 710.107224 = -636985.640945 nChanged 7 SP:Iteration 16F (56.580071 sec): 3 clusters Score: Raw -637698.842367 + Penalty 748.617545 = -636950.224822 nChanged 7 SP:Iteration 17F (56.609662 sec): 3 clusters Score: Raw -637702.830916 + Penalty 771.761606 = -636931.069310 nChanged 5 SP:Iteration 18F (56.638079 sec): 3 clusters Score: Raw -637704.935912 + Penalty 782.052411 = -636922.883500 nChanged 1 SP:Iteration 19F (56.666663 sec): 3 clusters Score: Raw -637705.722840 + Penalty 800.105584 = -636905.617255 nChanged 2 SP:Iteration 20F (56.695252 sec): 3 clusters Score: Raw -637707.365192 + Penalty 811.878785 = -636895.486407 nChanged 1 SP:Iteration 21F (56.724174 sec): 3 clusters Score: Raw -637708.037431 + Penalty 811.878785 = -636896.158646 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 10 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.736876 sec): 2 clusters Score: Raw -30114.923132 + Penalty 981.326060 = -29133.597072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.738284 sec): 3 clusters Score: Raw -29734.412256 + Penalty 1962.682795 = -27771.729461 nChanged 225 SP:Iteration 1F (56.739664 sec): 3 clusters Score: Raw -30034.064059 + Penalty 1961.135723 = -28072.928336 nChanged 67 SP:Iteration 2F (56.741042 sec): 3 clusters Score: Raw -30143.142218 + Penalty 1961.672589 = -28181.469629 nChanged 40 SP:Iteration 3F (56.742428 sec): 3 clusters Score: Raw -30240.763017 + Penalty 1961.841092 = -28278.921925 nChanged 32 SP:Iteration 4Q (56.743740 sec): 3 clusters Score: Raw -30288.535784 + Penalty 1961.879023 = -28326.656761 nChanged 21 SP:Iteration 5Q (56.745079 sec): 3 clusters Score: Raw -30319.151075 + Penalty 1961.789983 = -28357.361092 nChanged 18 SP:Iteration 6Q (56.746388 sec): 3 clusters Score: Raw -30349.438555 + Penalty 1962.219937 = -28387.218618 nChanged 15 SP:Iteration 7Q (56.747694 sec): 3 clusters Score: Raw -30375.140184 + Penalty 1962.324019 = -28412.816165 nChanged 17 SP:Iteration 8Q (56.749005 sec): 3 clusters Score: Raw -30394.809175 + Penalty 1962.567798 = -28432.241377 nChanged 11 SP:Iteration 9Q (56.750294 sec): 3 clusters Score: Raw -30405.467647 + Penalty 1962.204230 = -28443.263417 nChanged 8 SP:Iteration 10F (56.751700 sec): 3 clusters Score: Raw -30419.813181 + Penalty 1962.533713 = -28457.279468 nChanged 9 SP:Iteration 11Q (56.752975 sec): 3 clusters Score: Raw -30432.928172 + Penalty 1962.749718 = -28470.178454 nChanged 10 SP:Iteration 12Q (56.754276 sec): 3 clusters Score: Raw -30445.005486 + Penalty 1962.491320 = -28482.514167 nChanged 11 SP:Iteration 13Q (56.755550 sec): 3 clusters Score: Raw -30464.348998 + Penalty 1962.524461 = -28501.824537 nChanged 15 SP:Iteration 14Q (56.756838 sec): 3 clusters Score: Raw -30488.296442 + Penalty 1962.030011 = -28526.266431 nChanged 13 SP:Iteration 15Q (56.758108 sec): 3 clusters Score: Raw -30508.015495 + Penalty 1962.203996 = -28545.811498 nChanged 10 SP:Iteration 16Q (56.759402 sec): 3 clusters Score: Raw -30528.348106 + Penalty 1961.561660 = -28566.786447 nChanged 6 SP:Iteration 17Q (56.760638 sec): 3 clusters Score: Raw -30536.973564 + Penalty 1962.448406 = -28574.525158 nChanged 7 SP:Iteration 18Q (56.761874 sec): 3 clusters Score: Raw -30543.442908 + Penalty 1963.102856 = -28580.340053 nChanged 6 SP:Iteration 19Q (56.763147 sec): 3 clusters Score: Raw -30547.438736 + Penalty 1963.777885 = -28583.660851 nChanged 7 SP:Iteration 20F (56.764546 sec): 3 clusters Score: Raw -30551.413081 + Penalty 1963.934638 = -28587.478443 nChanged 2 SP:Iteration 21Q (56.765803 sec): 3 clusters Score: Raw -30552.867981 + Penalty 1963.957648 = -28588.910334 nChanged 1 SP:Iteration 22Q (56.767067 sec): 3 clusters Score: Raw -30552.808316 + Penalty 1963.773194 = -28589.035122 nChanged 1 SP:Iteration 23Q (56.768318 sec): 3 clusters Score: Raw -30553.657450 + Penalty 1964.277294 = -28589.380156 nChanged 2 SP:Iteration 24Q (56.769568 sec): 3 clusters Score: Raw -30553.907784 + Penalty 1964.277294 = -28589.630490 nChanged 0 SP:Iteration 25F (56.770969 sec): 3 clusters Score: Raw -30553.907784 + Penalty 1964.277294 = -28589.630490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.778945 sec): 2 clusters Score: Raw -79720.751594 + Penalty 794.225447 = -78926.526147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.781870 sec): 3 clusters Score: Raw -78695.761216 + Penalty 1587.942187 = -77107.819029 nChanged 531 SP:Iteration 1F (56.784724 sec): 3 clusters Score: Raw -78980.191102 + Penalty 1586.895790 = -77393.295313 nChanged 143 SP:Iteration 2F (56.787529 sec): 3 clusters Score: Raw -79045.428404 + Penalty 1585.200814 = -77460.227591 nChanged 95 SP:Iteration 3F (56.790327 sec): 3 clusters Score: Raw -79095.503178 + Penalty 1582.548343 = -77512.954836 nChanged 89 SP:Iteration 4F (56.793125 sec): 3 clusters Score: Raw -79158.555204 + Penalty 1583.818285 = -77574.736919 nChanged 110 SP:Iteration 5F (56.796028 sec): 3 clusters Score: Raw -79277.163978 + Penalty 1604.838471 = -77672.325507 nChanged 156 SP:Iteration 6F (56.799136 sec): 3 clusters Score: Raw -79457.945154 + Penalty 1649.648169 = -77808.296985 nChanged 134 SP:Iteration 7F (56.801961 sec): 3 clusters Score: Raw -79620.029317 + Penalty 1684.821203 = -77935.208114 nChanged 83 SP:Iteration 8F (56.804836 sec): 3 clusters Score: Raw -79698.403463 + Penalty 1689.575177 = -78008.828286 nChanged 48 SP:Iteration 9Q (56.807442 sec): 3 clusters Score: Raw -79744.691141 + Penalty 1677.978836 = -78066.712304 nChanged 25 SP:Iteration 10F (56.810345 sec): 3 clusters Score: Raw -79765.773370 + Penalty 1669.093157 = -78096.680213 nChanged 11 SP:Iteration 11Q (56.812773 sec): 3 clusters Score: Raw -79778.791547 + Penalty 1656.852823 = -78121.938724 nChanged 9 SP:Iteration 12Q (56.815052 sec): 3 clusters Score: Raw -79789.202813 + Penalty 1662.024937 = -78127.177876 nChanged 2 SP:Iteration 13Q (56.817306 sec): 3 clusters Score: Raw -79789.199560 + Penalty 1662.024937 = -78127.174623 nChanged 0 SP:Iteration 14F (56.820106 sec): 3 clusters Score: Raw -79789.199560 + Penalty 1662.024937 = -78127.174623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.826231 sec): 2 clusters Score: Raw -1379.130503 + Penalty 157.270981 = -1221.859522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.826506 sec): 3 clusters Score: Raw -1389.624915 + Penalty 316.301786 = -1073.323130 nChanged 2 SP:Iteration 1F (56.826775 sec): 3 clusters Score: Raw -1395.360462 + Penalty 316.301786 = -1079.058676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.827533 sec): 2 clusters Score: Raw -4714.908829 + Penalty 400.439166 = -4314.469664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.827974 sec): 3 clusters Score: Raw -4689.909208 + Penalty 812.068297 = -3877.840911 nChanged 17 SP:Iteration 1F (56.828364 sec): 3 clusters Score: Raw -4718.275987 + Penalty 811.544052 = -3906.731934 nChanged 5 SP:Iteration 2Q (56.828747 sec): 3 clusters Score: Raw -4726.053295 + Penalty 811.637991 = -3914.415303 nChanged 2 SP:Iteration 3Q (56.829128 sec): 3 clusters Score: Raw -4728.655016 + Penalty 811.637991 = -3917.017024 nChanged 0 SP:Iteration 4F (56.829515 sec): 3 clusters Score: Raw -4728.655016 + Penalty 811.637991 = -3917.017024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.830253 sec): 2 clusters Score: Raw -4794.100681 + Penalty 491.906870 = -4302.193811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.830645 sec): 3 clusters Score: Raw -4776.593763 + Penalty 986.856626 = -3789.737137 nChanged 6 SP:Iteration 1F (56.831049 sec): 3 clusters Score: Raw -4783.382591 + Penalty 986.562181 = -3796.820411 nChanged 2 SP:Iteration 2Q (56.831451 sec): 3 clusters Score: Raw -4785.459179 + Penalty 985.454100 = -3800.005079 nChanged 1 SP:Iteration 3Q (56.831832 sec): 3 clusters Score: Raw -4786.766661 + Penalty 985.454100 = -3801.312561 nChanged 0 SP:Iteration 4F (56.832236 sec): 3 clusters Score: Raw -4786.766661 + Penalty 985.454100 = -3801.312561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.833976 sec): 2 clusters Score: Raw -12163.175122 + Penalty 499.562029 = -11663.613093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.834675 sec): 3 clusters Score: Raw -12066.342020 + Penalty 999.903407 = -11066.438613 nChanged 72 SP:Iteration 1F (56.835354 sec): 3 clusters Score: Raw -12132.031893 + Penalty 1006.663554 = -11125.368340 nChanged 22 SP:Iteration 2F (56.836033 sec): 3 clusters Score: Raw -12154.981970 + Penalty 1014.141403 = -11140.840567 nChanged 10 SP:Iteration 3Q (56.836705 sec): 3 clusters Score: Raw -12163.839994 + Penalty 1016.167610 = -11147.672384 nChanged 4 SP:Iteration 4Q (56.837375 sec): 3 clusters Score: Raw -12174.819835 + Penalty 1019.926521 = -11154.893314 nChanged 5 SP:Iteration 5Q (56.838043 sec): 3 clusters Score: Raw -12185.472794 + Penalty 1024.803633 = -11160.669161 nChanged 8 SP:Iteration 6Q (56.838708 sec): 3 clusters Score: Raw -12195.227579 + Penalty 1028.723891 = -11166.503689 nChanged 5 SP:Iteration 7Q (56.839371 sec): 3 clusters Score: Raw -12199.246969 + Penalty 1032.938996 = -11166.307974 nChanged 4 SP:Iteration 8F (56.840048 sec): 3 clusters Score: Raw -12205.202096 + Penalty 1040.288733 = -11164.913363 nChanged 7 SP:Iteration 9F (56.840727 sec): 3 clusters Score: Raw -12213.972884 + Penalty 1043.640440 = -11170.332445 nChanged 4 SP:Iteration 10F (56.841404 sec): 3 clusters Score: Raw -12218.025519 + Penalty 1045.500728 = -11172.524791 nChanged 1 SP:Iteration 11Q (56.842057 sec): 3 clusters Score: Raw -12219.512132 + Penalty 1045.500728 = -11174.011403 nChanged 0 SP:Iteration 12F (56.842738 sec): 3 clusters Score: Raw -12219.512132 + Penalty 1045.500728 = -11174.011403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.845108 sec): 2 clusters Score: Raw -21388.690112 + Penalty 580.038044 = -20808.652068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.846239 sec): 3 clusters Score: Raw -21157.876833 + Penalty 1161.782609 = -19996.094224 nChanged 168 SP:Iteration 1F (56.847356 sec): 3 clusters Score: Raw -21274.261216 + Penalty 1174.703944 = -20099.557272 nChanged 64 SP:Iteration 2F (56.848481 sec): 3 clusters Score: Raw -21343.720250 + Penalty 1191.913560 = -20151.806690 nChanged 46 SP:Iteration 3F (56.849645 sec): 3 clusters Score: Raw -21389.478644 + Penalty 1210.925640 = -20178.553004 nChanged 28 SP:Iteration 4F (56.850780 sec): 3 clusters Score: Raw -21429.694570 + Penalty 1236.075772 = -20193.618798 nChanged 27 SP:Iteration 5F (56.851918 sec): 3 clusters Score: Raw -21461.428643 + Penalty 1250.973095 = -20210.455548 nChanged 16 SP:Iteration 6Q (56.853053 sec): 3 clusters Score: Raw -21480.747169 + Penalty 1268.045262 = -20212.701906 nChanged 12 SP:Iteration 7Q (56.854180 sec): 3 clusters Score: Raw -21493.009853 + Penalty 1283.236278 = -20209.773575 nChanged 11 SP:Iteration 8F (56.855324 sec): 3 clusters Score: Raw -21507.717384 + Penalty 1293.001440 = -20214.715944 nChanged 4 SP:Iteration 9Q (56.856445 sec): 3 clusters Score: Raw -21513.769947 + Penalty 1301.244365 = -20212.525583 nChanged 3 SP:Iteration 10F (56.857591 sec): 3 clusters Score: Raw -21517.425069 + Penalty 1310.035067 = -20207.390002 nChanged 5 SP:Iteration 11F (56.858737 sec): 3 clusters Score: Raw -21524.433209 + Penalty 1317.444799 = -20206.988410 nChanged 3 SP:Iteration 12F (56.859884 sec): 3 clusters Score: Raw -21529.067287 + Penalty 1326.940980 = -20202.126307 nChanged 3 SP:Iteration 13F (56.861032 sec): 3 clusters Score: Raw -21536.654875 + Penalty 1328.539999 = -20208.114876 nChanged 1 SP:Iteration 14Q (56.862115 sec): 3 clusters Score: Raw -21537.755084 + Penalty 1328.539999 = -20209.215085 nChanged 0 SP:Iteration 15F (56.863267 sec): 3 clusters Score: Raw -21537.755084 + Penalty 1328.539999 = -20209.215085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.865220 sec): 2 clusters Score: Raw -16174.996011 + Penalty 903.662390 = -15271.333621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.866015 sec): 3 clusters Score: Raw -15970.912734 + Penalty 1806.425089 = -14164.487645 nChanged 74 SP:Iteration 1F (56.866796 sec): 3 clusters Score: Raw -16070.435457 + Penalty 1804.663451 = -14265.772006 nChanged 26 SP:Iteration 2F (56.867576 sec): 3 clusters Score: Raw -16120.269852 + Penalty 1803.094087 = -14317.175766 nChanged 20 SP:Iteration 3F (56.868356 sec): 3 clusters Score: Raw -16167.151565 + Penalty 1802.329341 = -14364.822224 nChanged 17 SP:Iteration 4F (56.869135 sec): 3 clusters Score: Raw -16207.398653 + Penalty 1801.440160 = -14405.958493 nChanged 13 SP:Iteration 5Q (56.869864 sec): 3 clusters Score: Raw -16246.560585 + Penalty 1801.294557 = -14445.266027 nChanged 9 SP:Iteration 6Q (56.870579 sec): 3 clusters Score: Raw -16287.600863 + Penalty 1800.887347 = -14486.713515 nChanged 10 SP:Iteration 7Q (56.871276 sec): 3 clusters Score: Raw -16342.588646 + Penalty 1799.430653 = -14543.157994 nChanged 8 SP:Iteration 8Q (56.871963 sec): 3 clusters Score: Raw -16385.198188 + Penalty 1799.133349 = -14586.064839 nChanged 5 SP:Iteration 9Q (56.872641 sec): 3 clusters Score: Raw -16402.201935 + Penalty 1799.383278 = -14602.818658 nChanged 3 SP:Iteration 10F (56.873421 sec): 3 clusters Score: Raw -16414.966554 + Penalty 1797.783128 = -14617.183425 nChanged 5 SP:Iteration 11Q (56.874099 sec): 3 clusters Score: Raw -16455.664714 + Penalty 1796.781947 = -14658.882767 nChanged 5 SP:Iteration 12Q (56.874771 sec): 3 clusters Score: Raw -16473.374917 + Penalty 1796.269515 = -14677.105402 nChanged 2 SP:Iteration 13Q (56.875439 sec): 3 clusters Score: Raw -16478.809374 + Penalty 1795.531625 = -14683.277748 nChanged 3 SP:Iteration 14Q (56.876105 sec): 3 clusters Score: Raw -16499.048765 + Penalty 1794.442593 = -14704.606172 nChanged 2 SP:Iteration 15Q (56.876768 sec): 3 clusters Score: Raw -16504.588234 + Penalty 1794.442593 = -14710.145641 nChanged 0 SP:Iteration 16F (56.877549 sec): 3 clusters Score: Raw -16504.588234 + Penalty 1794.442593 = -14710.145641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.878671 sec): 2 clusters Score: Raw -2534.899090 + Penalty 388.061370 = -2146.837720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.878976 sec): 3 clusters Score: Raw -2540.740292 + Penalty 776.169064 = -1764.571228 nChanged 2 SP:Iteration 1Q (56.879273 sec): 3 clusters Score: Raw -2544.331054 + Penalty 776.122741 = -1768.208313 nChanged 1 SP:Iteration 2Q (56.879568 sec): 3 clusters Score: Raw -2545.132945 + Penalty 776.122741 = -1769.010204 nChanged 0 SP:Iteration 3F (56.879866 sec): 3 clusters Score: Raw -2545.132945 + Penalty 776.122741 = -1769.010204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.880729 sec): 2 clusters Score: Raw -1509.517179 + Penalty 377.506188 = -1132.010991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.880994 sec): 3 clusters Score: Raw -1543.551632 + Penalty 760.943535 = -782.608097 nChanged 1 SP:Iteration 1Q (56.881249 sec): 3 clusters Score: Raw -1547.607121 + Penalty 760.943535 = -786.663587 nChanged 0 SP:Iteration 2F (56.881511 sec): 3 clusters Score: Raw -1547.607121 + Penalty 760.943535 = -786.663587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.882295 sec): 2 clusters Score: Raw -814.603014 + Penalty 287.517525 = -527.085489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.882532 sec): 3 clusters Score: Raw -827.219425 + Penalty 566.227712 = -260.991713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.883811 sec): 2 clusters Score: Raw -8392.952061 + Penalty 539.612437 = -7853.339624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.884391 sec): 3 clusters Score: Raw -8330.242356 + Penalty 1072.921958 = -7257.320398 nChanged 42 SP:Iteration 1F (56.884942 sec): 3 clusters Score: Raw -8366.739195 + Penalty 1074.706514 = -7292.032681 nChanged 11 SP:Iteration 2F (56.885492 sec): 3 clusters Score: Raw -8376.240965 + Penalty 1075.583612 = -7300.657353 nChanged 6 SP:Iteration 3Q (56.886035 sec): 3 clusters Score: Raw -8381.558586 + Penalty 1077.783499 = -7303.775087 nChanged 5 SP:Iteration 4Q (56.886577 sec): 3 clusters Score: Raw -8387.468422 + Penalty 1080.036364 = -7307.432058 nChanged 5 SP:Iteration 5Q (56.887119 sec): 3 clusters Score: Raw -8392.237456 + Penalty 1082.977609 = -7309.259847 nChanged 5 SP:Iteration 6Q (56.887661 sec): 3 clusters Score: Raw -8397.170790 + Penalty 1082.667216 = -7314.503573 nChanged 2 SP:Iteration 7Q (56.888208 sec): 3 clusters Score: Raw -8402.367381 + Penalty 1085.890957 = -7316.476424 nChanged 4 SP:Iteration 8Q (56.888753 sec): 3 clusters Score: Raw -8406.784232 + Penalty 1094.076640 = -7312.707592 nChanged 4 SP:Iteration 9F (56.889309 sec): 3 clusters Score: Raw -8410.452071 + Penalty 1095.296316 = -7315.155755 nChanged 1 SP:Iteration 10F (56.889864 sec): 3 clusters Score: Raw -8411.203153 + Penalty 1099.266538 = -7311.936615 nChanged 2 SP:Iteration 11F (56.890419 sec): 3 clusters Score: Raw -8413.535752 + Penalty 1099.266538 = -7314.269213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.891706 sec): 2 clusters Score: Raw -8782.471609 + Penalty 156.084435 = -8626.387174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.892258 sec): 3 clusters Score: Raw -8678.390700 + Penalty 305.974466 = -8372.416234 nChanged 72 SP:Iteration 1F (56.892801 sec): 3 clusters Score: Raw -8750.155112 + Penalty 337.701620 = -8412.453492 nChanged 22 SP:Iteration 2F (56.893340 sec): 3 clusters Score: Raw -8779.304582 + Penalty 363.602597 = -8415.701985 nChanged 9 SP:Iteration 3Q (56.893899 sec): 3 clusters Score: Raw -8786.628310 + Penalty 359.602634 = -8427.025676 nChanged 3 SP:Iteration 4Q (56.894466 sec): 3 clusters Score: Raw -8787.453369 + Penalty 359.602634 = -8427.850736 nChanged 0 SP:Iteration 5F (56.895021 sec): 3 clusters Score: Raw -8787.453369 + Penalty 359.602634 = -8427.850736 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.897720 sec): 2 clusters Score: Raw -31466.541852 + Penalty 600.663180 = -30865.878672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.899101 sec): 3 clusters Score: Raw -31107.886766 + Penalty 1197.884046 = -29910.002719 nChanged 209 SP:Iteration 1F (56.900437 sec): 3 clusters Score: Raw -31248.704049 + Penalty 1195.145806 = -30053.558243 nChanged 75 SP:Iteration 2F (56.901802 sec): 3 clusters Score: Raw -31305.742063 + Penalty 1191.828938 = -30113.913125 nChanged 45 SP:Iteration 3F (56.903155 sec): 3 clusters Score: Raw -31335.127107 + Penalty 1189.748398 = -30145.378710 nChanged 30 SP:Iteration 4Q (56.904580 sec): 3 clusters Score: Raw -31356.304607 + Penalty 1189.156814 = -30167.147792 nChanged 24 SP:Iteration 5Q (56.905975 sec): 3 clusters Score: Raw -31371.930814 + Penalty 1187.908346 = -30184.022468 nChanged 19 SP:Iteration 6Q (56.907307 sec): 3 clusters Score: Raw -31389.824885 + Penalty 1187.825963 = -30201.998921 nChanged 17 SP:Iteration 7Q (56.908611 sec): 3 clusters Score: Raw -31406.664673 + Penalty 1188.351401 = -30218.313272 nChanged 17 SP:Iteration 8Q (56.909915 sec): 3 clusters Score: Raw -31417.422201 + Penalty 1189.779753 = -30227.642449 nChanged 14 SP:Iteration 9Q (56.911251 sec): 3 clusters Score: Raw -31427.337540 + Penalty 1190.365655 = -30236.971885 nChanged 7 SP:Iteration 10F (56.912584 sec): 3 clusters Score: Raw -31429.828385 + Penalty 1192.208703 = -30237.619682 nChanged 9 SP:Iteration 11Q (56.913898 sec): 3 clusters Score: Raw -31433.510808 + Penalty 1192.791730 = -30240.719078 nChanged 4 SP:Iteration 12Q (56.915226 sec): 3 clusters Score: Raw -31434.449154 + Penalty 1193.346948 = -30241.102206 nChanged 2 SP:Iteration 13Q (56.916533 sec): 3 clusters Score: Raw -31434.744985 + Penalty 1193.919276 = -30240.825709 nChanged 2 SP:Iteration 14F (56.917868 sec): 3 clusters Score: Raw -31435.932330 + Penalty 1194.431859 = -30241.500471 nChanged 4 SP:Iteration 15Q (56.919188 sec): 3 clusters Score: Raw -31438.089491 + Penalty 1195.883703 = -30242.205788 nChanged 4 SP:Iteration 16Q (56.920493 sec): 3 clusters Score: Raw -31441.545265 + Penalty 1197.622464 = -30243.922800 nChanged 5 SP:Iteration 17Q (56.921877 sec): 3 clusters Score: Raw -31447.767287 + Penalty 1201.483197 = -30246.284089 nChanged 12 SP:Iteration 18Q (56.923204 sec): 3 clusters Score: Raw -31455.159277 + Penalty 1203.538707 = -30251.620570 nChanged 9 SP:Iteration 19Q (56.924502 sec): 3 clusters Score: Raw -31460.670705 + Penalty 1205.899257 = -30254.771448 nChanged 12 SP:Iteration 20F (56.925837 sec): 3 clusters Score: Raw -31466.525389 + Penalty 1207.279563 = -30259.245826 nChanged 5 SP:Iteration 21Q (56.927151 sec): 3 clusters Score: Raw -31468.879699 + Penalty 1208.898042 = -30259.981657 nChanged 6 SP:Iteration 22Q (56.928445 sec): 3 clusters Score: Raw -31471.012570 + Penalty 1209.995139 = -30261.017431 nChanged 4 SP:Iteration 23Q (56.929744 sec): 3 clusters Score: Raw -31473.382504 + Penalty 1210.933975 = -30262.448529 nChanged 5 SP:Iteration 24Q (56.931048 sec): 3 clusters Score: Raw -31476.718538 + Penalty 1211.735790 = -30264.982748 nChanged 5 SP:Iteration 25Q (56.932334 sec): 3 clusters Score: Raw -31478.561289 + Penalty 1212.417812 = -30266.143477 nChanged 4 SP:Iteration 26Q (56.933623 sec): 3 clusters Score: Raw -31479.267003 + Penalty 1212.908477 = -30266.358526 nChanged 2 SP:Iteration 27Q (56.934915 sec): 3 clusters Score: Raw -31479.520736 + Penalty 1212.908477 = -30266.612259 nChanged 0 SP:Iteration 28F (56.936244 sec): 3 clusters Score: Raw -31479.520736 + Penalty 1212.908477 = -30266.612259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 35 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.938546 sec): 2 clusters Score: Raw -31370.960507 + Penalty 863.327372 = -30507.633135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.939844 sec): 3 clusters Score: Raw -30936.525404 + Penalty 1726.108594 = -29210.416811 nChanged 192 SP:Iteration 1F (56.941120 sec): 3 clusters Score: Raw -31104.390939 + Penalty 1724.429584 = -29379.961355 nChanged 50 SP:Iteration 2F (56.942395 sec): 3 clusters Score: Raw -31172.470362 + Penalty 1724.089278 = -29448.381084 nChanged 21 SP:Iteration 3Q (56.943660 sec): 3 clusters Score: Raw -31188.819377 + Penalty 1723.123343 = -29465.696035 nChanged 15 SP:Iteration 4Q (56.944922 sec): 3 clusters Score: Raw -31197.537248 + Penalty 1722.753264 = -29474.783984 nChanged 12 SP:Iteration 5Q (56.946247 sec): 3 clusters Score: Raw -31207.728817 + Penalty 1722.678510 = -29485.050307 nChanged 9 SP:Iteration 6Q (56.947556 sec): 3 clusters Score: Raw -31217.004495 + Penalty 1721.881036 = -29495.123459 nChanged 10 SP:Iteration 7Q (56.948856 sec): 3 clusters Score: Raw -31228.157748 + Penalty 1721.828356 = -29506.329391 nChanged 8 SP:Iteration 8Q (56.950126 sec): 3 clusters Score: Raw -31237.211296 + Penalty 1721.708888 = -29515.502408 nChanged 6 SP:Iteration 9Q (56.951356 sec): 3 clusters Score: Raw -31252.515143 + Penalty 1720.957310 = -29531.557832 nChanged 7 SP:Iteration 10F (56.952609 sec): 3 clusters Score: Raw -31262.600580 + Penalty 1720.511222 = -29542.089358 nChanged 10 SP:Iteration 11Q (56.953819 sec): 3 clusters Score: Raw -31282.295097 + Penalty 1720.645924 = -29561.649173 nChanged 14 SP:Iteration 12Q (56.955058 sec): 3 clusters Score: Raw -31300.448965 + Penalty 1721.182798 = -29579.266167 nChanged 13 SP:Iteration 13Q (56.956274 sec): 3 clusters Score: Raw -31312.107119 + Penalty 1721.598284 = -29590.508835 nChanged 6 SP:Iteration 14Q (56.957491 sec): 3 clusters Score: Raw -31316.421736 + Penalty 1722.423343 = -29593.998393 nChanged 6 SP:Iteration 15Q (56.958782 sec): 3 clusters Score: Raw -31319.884664 + Penalty 1722.789102 = -29597.095561 nChanged 9 SP:Iteration 16Q (56.959997 sec): 3 clusters Score: Raw -31324.629621 + Penalty 1723.211942 = -29601.417679 nChanged 4 SP:Iteration 17Q (56.961217 sec): 3 clusters Score: Raw -31327.309983 + Penalty 1724.029360 = -29603.280623 nChanged 6 SP:Iteration 18Q (56.962434 sec): 3 clusters Score: Raw -31330.475478 + Penalty 1724.535685 = -29605.939793 nChanged 6 SP:Iteration 19Q (56.963652 sec): 3 clusters Score: Raw -31335.796507 + Penalty 1725.350047 = -29610.446460 nChanged 7 SP:Iteration 20F (56.964945 sec): 3 clusters Score: Raw -31345.230365 + Penalty 1726.128790 = -29619.101575 nChanged 9 SP:Iteration 21Q (56.966167 sec): 3 clusters Score: Raw -31357.488415 + Penalty 1726.530993 = -29630.957422 nChanged 7 SP:Iteration 22Q (56.967386 sec): 3 clusters Score: Raw -31362.846023 + Penalty 1727.105654 = -29635.740369 nChanged 5 SP:Iteration 23Q (56.968605 sec): 3 clusters Score: Raw -31367.304391 + Penalty 1727.762645 = -29639.541746 nChanged 6 SP:Iteration 24Q (56.969825 sec): 3 clusters Score: Raw -31373.916742 + Penalty 1728.872254 = -29645.044489 nChanged 12 SP:Iteration 25Q (56.971045 sec): 3 clusters Score: Raw -31383.932670 + Penalty 1729.667133 = -29654.265537 nChanged 10 SP:Iteration 26Q (56.972266 sec): 3 clusters Score: Raw -31390.669426 + Penalty 1729.893539 = -29660.775887 nChanged 10 SP:Iteration 27Q (56.973489 sec): 3 clusters Score: Raw -31403.822449 + Penalty 1730.520288 = -29673.302161 nChanged 15 SP:Iteration 28Q (56.974714 sec): 3 clusters Score: Raw -31427.336365 + Penalty 1730.148604 = -29697.187761 nChanged 17 SP:Iteration 29Q (56.975934 sec): 3 clusters Score: Raw -31444.498136 + Penalty 1728.840201 = -29715.657935 nChanged 13 SP:Iteration 30F (56.977208 sec): 3 clusters Score: Raw -31457.125004 + Penalty 1728.653581 = -29728.471423 nChanged 7 SP:Iteration 31Q (56.978459 sec): 3 clusters Score: Raw -31462.884889 + Penalty 1727.369253 = -29735.515636 nChanged 5 SP:Iteration 32Q (56.979690 sec): 3 clusters Score: Raw -31468.314619 + Penalty 1726.362960 = -29741.951659 nChanged 11 SP:Iteration 33Q (56.980925 sec): 3 clusters Score: Raw -31479.551331 + Penalty 1726.929106 = -29752.622225 nChanged 6 SP:Iteration 34Q (56.982144 sec): 3 clusters Score: Raw -31484.771200 + Penalty 1727.392326 = -29757.378874 nChanged 6 SP:Iteration 35Q (56.983363 sec): 3 clusters Score: Raw -31489.956630 + Penalty 1729.162126 = -29760.794503 nChanged 5 SP:Iteration 36Q (56.984556 sec): 3 clusters Score: Raw -31494.558265 + Penalty 1728.807002 = -29765.751263 nChanged 4 SP:Iteration 37Q (56.985750 sec): 3 clusters Score: Raw -31500.546468 + Penalty 1727.954913 = -29772.591554 nChanged 7 SP:Iteration 38Q (56.986978 sec): 3 clusters Score: Raw -31512.662332 + Penalty 1729.558491 = -29783.103842 nChanged 9 SP:Iteration 39Q (56.988182 sec): 3 clusters Score: Raw -31524.040001 + Penalty 1729.091857 = -29794.948144 nChanged 2 SP:Iteration 40F (56.989455 sec): 3 clusters Score: Raw -31526.350021 + Penalty 1729.054615 = -29797.295407 nChanged 2 SP:Iteration 41Q (56.990653 sec): 3 clusters Score: Raw -31528.285101 + Penalty 1729.054615 = -29799.230486 nChanged 0 SP:Iteration 42F (56.991925 sec): 3 clusters Score: Raw -31528.285101 + Penalty 1729.054615 = -29799.230486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.992500 sec): 2 clusters Score: Raw -712.543078 + Penalty 117.583824 = -594.959254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.992753 sec): 3 clusters Score: Raw -727.394075 + Penalty 238.746008 = -488.648067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.993393 sec): 2 clusters Score: Raw -2638.732833 + Penalty 361.888021 = -2276.844812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.993723 sec): 3 clusters Score: Raw -2622.029806 + Penalty 748.965354 = -1873.064453 nChanged 9 SP:Iteration 1F (56.994058 sec): 3 clusters Score: Raw -2645.831707 + Penalty 790.394680 = -1855.437027 nChanged 6 SP:Iteration 2F (56.994381 sec): 3 clusters Score: Raw -2673.605375 + Penalty 790.394680 = -1883.210695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.994861 sec): 2 clusters Score: Raw -337.833764 + Penalty 127.288515 = -210.545249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.995081 sec): 3 clusters Score: Raw -342.759725 + Penalty 254.577031 = -88.182694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 40 (1817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.003200 sec): 2 clusters Score: Raw -92682.931839 + Penalty 140.348976 = -92542.582863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.006613 sec): 3 clusters Score: Raw -91290.668274 + Penalty 277.811151 = -91012.857123 nChanged 826 SP:Iteration 1F (57.009883 sec): 3 clusters Score: Raw -91967.508264 + Penalty 276.543294 = -91690.964970 nChanged 272 SP:Iteration 2F (57.013139 sec): 3 clusters Score: Raw -92236.743664 + Penalty 280.265279 = -91956.478386 nChanged 192 SP:Iteration 3F (57.016385 sec): 3 clusters Score: Raw -92426.729920 + Penalty 289.948933 = -92136.780987 nChanged 113 SP:Iteration 4F (57.019728 sec): 3 clusters Score: Raw -92569.052137 + Penalty 255.188033 = -92313.864104 nChanged 81 SP:Iteration 5Q (57.022353 sec): 3 clusters Score: Raw -92677.019254 + Penalty 140.348976 = -92536.670278 nChanged 8 SP:Iteration 6Q (57.024839 sec): 2 clusters Score: Raw -92682.931839 + Penalty 140.348976 = -92542.582863 nChanged 0 SP:Iteration 7F (57.027349 sec): 2 clusters Score: Raw -92682.931839 + Penalty 140.348976 = -92542.582863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.029511 sec): 2 clusters Score: Raw -904.034004 + Penalty 291.214383 = -612.819621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.029770 sec): 3 clusters Score: Raw -920.138956 + Penalty 591.982532 = -328.156424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.030307 sec): 2 clusters Score: Raw -1298.118191 + Penalty 357.417984 = -940.700207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.030561 sec): 3 clusters Score: Raw -1320.201203 + Penalty 713.065551 = -607.135652 nChanged 2 SP:Iteration 1F (57.030813 sec): 3 clusters Score: Raw -1327.565324 + Penalty 713.065551 = -614.499773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.031326 sec): 2 clusters Score: Raw -924.553223 + Penalty 243.400292 = -681.152931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.031571 sec): 3 clusters Score: Raw -933.461947 + Penalty 486.481042 = -446.980906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.032747 sec): 2 clusters Score: Raw -14007.751086 + Penalty 783.060415 = -13224.690671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.033424 sec): 3 clusters Score: Raw -13868.916292 + Penalty 1567.265681 = -12301.650610 nChanged 48 SP:Iteration 1F (57.034086 sec): 3 clusters Score: Raw -13947.610886 + Penalty 1567.223701 = -12380.387185 nChanged 8 SP:Iteration 2Q (57.034745 sec): 3 clusters Score: Raw -13970.934333 + Penalty 1567.107191 = -12403.827142 nChanged 8 SP:Iteration 3Q (57.035391 sec): 3 clusters Score: Raw -13987.091058 + Penalty 1567.904427 = -12419.186631 nChanged 6 SP:Iteration 4Q (57.036039 sec): 3 clusters Score: Raw -14005.135120 + Penalty 1568.398834 = -12436.736287 nChanged 4 SP:Iteration 5Q (57.036677 sec): 3 clusters Score: Raw -14010.830450 + Penalty 1569.656235 = -12441.174215 nChanged 2 SP:Iteration 6Q (57.037310 sec): 3 clusters Score: Raw -14013.741597 + Penalty 1569.656235 = -12444.085362 nChanged 0 SP:Iteration 7F (57.037976 sec): 3 clusters Score: Raw -14013.741597 + Penalty 1569.656235 = -12444.085362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.038471 sec): 2 clusters Score: Raw -334.799817 + Penalty 165.188461 = -169.611356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.038695 sec): 3 clusters Score: Raw -333.621287 + Penalty 334.116156 = 0.494869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.039573 sec): 2 clusters Score: Raw -8186.130129 + Penalty 609.396045 = -7576.734083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.040069 sec): 3 clusters Score: Raw -8158.676089 + Penalty 1219.935818 = -6938.740271 nChanged 21 SP:Iteration 1F (57.040557 sec): 3 clusters Score: Raw -8194.924207 + Penalty 1223.042766 = -6971.881441 nChanged 11 SP:Iteration 2F (57.041044 sec): 3 clusters Score: Raw -8217.557826 + Penalty 1224.307584 = -6993.250242 nChanged 5 SP:Iteration 3Q (57.041523 sec): 3 clusters Score: Raw -8222.735935 + Penalty 1224.365216 = -6998.370719 nChanged 2 SP:Iteration 4Q (57.041999 sec): 3 clusters Score: Raw -8224.921872 + Penalty 1226.079458 = -6998.842413 nChanged 3 SP:Iteration 5Q (57.042475 sec): 3 clusters Score: Raw -8229.936179 + Penalty 1226.196421 = -7003.739757 nChanged 1 SP:Iteration 6Q (57.042984 sec): 3 clusters Score: Raw -8230.077255 + Penalty 1226.196421 = -7003.880834 nChanged 0 SP:Iteration 7F (57.043472 sec): 3 clusters Score: Raw -8230.077255 + Penalty 1226.196421 = -7003.880834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.044184 sec): 2 clusters Score: Raw -3918.691129 + Penalty 80.983710 = -3837.707419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.044584 sec): 3 clusters Score: Raw -3875.900311 + Penalty 161.249784 = -3714.650528 nChanged 35 SP:Iteration 1F (57.044981 sec): 3 clusters Score: Raw -3899.250699 + Penalty 162.864671 = -3736.386028 nChanged 4 SP:Iteration 2Q (57.045379 sec): 3 clusters Score: Raw -3903.429579 + Penalty 163.747209 = -3739.682369 nChanged 2 SP:Iteration 3Q (57.045755 sec): 3 clusters Score: Raw -3904.010895 + Penalty 163.747209 = -3740.263686 nChanged 0 SP:Iteration 4F (57.046150 sec): 3 clusters Score: Raw -3904.010895 + Penalty 163.747209 = -3740.263686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.046684 sec): 2 clusters Score: Raw -1295.842380 + Penalty 368.818854 = -927.023526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.046943 sec): 3 clusters Score: Raw -1312.878300 + Penalty 737.637709 = -575.240591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.047437 sec): 2 clusters Score: Raw -655.130651 + Penalty 232.543176 = -422.587475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.047666 sec): 3 clusters Score: Raw -663.592760 + Penalty 435.223797 = -228.368962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.048134 sec): 2 clusters Score: Raw -192.886902 + Penalty 102.088194 = -90.798709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.048330 sec): 2 clusters Score: Raw -192.886902 + Penalty 102.088194 = -90.798709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.049389 sec): 2 clusters Score: Raw -9819.278324 + Penalty 544.506875 = -9274.771449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.049976 sec): 3 clusters Score: Raw -9747.457241 + Penalty 1090.609154 = -8656.848088 nChanged 38 SP:Iteration 1F (57.050561 sec): 3 clusters Score: Raw -9778.051729 + Penalty 1091.010779 = -8687.040950 nChanged 16 SP:Iteration 2F (57.051140 sec): 3 clusters Score: Raw -9790.591632 + Penalty 1091.486446 = -8699.105186 nChanged 3 SP:Iteration 3Q (57.051725 sec): 3 clusters Score: Raw -9793.483024 + Penalty 1092.057864 = -8701.425160 nChanged 1 SP:Iteration 4Q (57.052310 sec): 3 clusters Score: Raw -9794.054520 + Penalty 1092.057864 = -8701.996656 nChanged 0 SP:Iteration 5F (57.052903 sec): 3 clusters Score: Raw -9794.054520 + Penalty 1092.057864 = -8701.996656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.053945 sec): 2 clusters Score: Raw -12506.561135 + Penalty 676.227221 = -11830.333915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.054552 sec): 3 clusters Score: Raw -12341.880685 + Penalty 1352.062525 = -10989.818160 nChanged 36 SP:Iteration 1F (57.055152 sec): 3 clusters Score: Raw -12387.630356 + Penalty 1351.745216 = -11035.885140 nChanged 12 SP:Iteration 2F (57.055749 sec): 3 clusters Score: Raw -12413.165338 + Penalty 1352.226669 = -11060.938669 nChanged 9 SP:Iteration 3Q (57.056360 sec): 3 clusters Score: Raw -12429.393652 + Penalty 1356.243599 = -11073.150053 nChanged 10 SP:Iteration 4Q (57.056942 sec): 3 clusters Score: Raw -12447.034272 + Penalty 1359.279470 = -11087.754802 nChanged 13 SP:Iteration 5F (57.057540 sec): 3 clusters Score: Raw -12478.050047 + Penalty 1359.472749 = -11118.577298 nChanged 9 SP:Iteration 6Q (57.058116 sec): 3 clusters Score: Raw -12498.988258 + Penalty 1368.360739 = -11130.627519 nChanged 10 SP:Iteration 7Q (57.058688 sec): 3 clusters Score: Raw -12524.681942 + Penalty 1370.916552 = -11153.765390 nChanged 3 SP:Iteration 8Q (57.059253 sec): 3 clusters Score: Raw -12528.356013 + Penalty 1370.922952 = -11157.433061 nChanged 1 SP:Iteration 9Q (57.059813 sec): 3 clusters Score: Raw -12529.120743 + Penalty 1370.922952 = -11158.197790 nChanged 0 SP:Iteration 10F (57.060408 sec): 3 clusters Score: Raw -12529.120743 + Penalty 1370.922952 = -11158.197790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.061453 sec): 2 clusters Score: Raw -7796.772434 + Penalty 420.809859 = -7375.962575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.062056 sec): 3 clusters Score: Raw -7738.476756 + Penalty 848.972430 = -6889.504327 nChanged 61 SP:Iteration 1F (57.062647 sec): 3 clusters Score: Raw -7797.934371 + Penalty 863.805573 = -6934.128798 nChanged 15 SP:Iteration 2F (57.063236 sec): 3 clusters Score: Raw -7815.782077 + Penalty 866.963467 = -6948.818611 nChanged 8 SP:Iteration 3Q (57.063813 sec): 3 clusters Score: Raw -7825.871163 + Penalty 865.110402 = -6960.760761 nChanged 3 SP:Iteration 4Q (57.064384 sec): 3 clusters Score: Raw -7831.999072 + Penalty 865.400692 = -6966.598381 nChanged 1 SP:Iteration 5Q (57.064953 sec): 3 clusters Score: Raw -7833.283589 + Penalty 868.561824 = -6964.721764 nChanged 3 SP:Iteration 6F (57.065536 sec): 3 clusters Score: Raw -7835.841724 + Penalty 868.282789 = -6967.558935 nChanged 2 SP:Iteration 7Q (57.066101 sec): 3 clusters Score: Raw -7836.961571 + Penalty 868.282789 = -6968.678782 nChanged 0 SP:Iteration 8F (57.066682 sec): 3 clusters Score: Raw -7836.961571 + Penalty 868.282789 = -6968.678782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.067168 sec): 2 clusters Score: Raw -283.703421 + Penalty 169.000195 = -114.703226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.067392 sec): 3 clusters Score: Raw -288.106647 + Penalty 337.614466 = 49.507819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.067871 sec): 2 clusters Score: Raw -279.239825 + Penalty 135.948435 = -143.291390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.068090 sec): 3 clusters Score: Raw -281.081982 + Penalty 252.507647 = -28.574335 nChanged 1 SP:Iteration 1F (57.068302 sec): 3 clusters Score: Raw -286.766582 + Penalty 252.507647 = -34.258935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.077463 sec): 2 clusters Score: Raw -103408.259514 + Penalty 1110.470203 = -102297.789311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.080973 sec): 3 clusters Score: Raw -102240.688390 + Penalty 2219.135507 = -100021.552883 nChanged 672 SP:Iteration 1F (57.084350 sec): 3 clusters Score: Raw -102770.860178 + Penalty 2218.085176 = -100552.775002 nChanged 198 SP:Iteration 2F (57.087731 sec): 3 clusters Score: Raw -102943.172753 + Penalty 2217.932870 = -100725.239882 nChanged 128 SP:Iteration 3F (57.091098 sec): 3 clusters Score: Raw -103034.617788 + Penalty 2217.909107 = -100816.708681 nChanged 75 SP:Iteration 4Q (57.094494 sec): 3 clusters Score: Raw -103074.837778 + Penalty 2218.061425 = -100856.776353 nChanged 50 SP:Iteration 5Q (57.097867 sec): 3 clusters Score: Raw -103100.791946 + Penalty 2218.015835 = -100882.776111 nChanged 27 SP:Iteration 6Q (57.101327 sec): 3 clusters Score: Raw -103114.800957 + Penalty 2218.392292 = -100896.408665 nChanged 30 SP:Iteration 7Q (57.104774 sec): 3 clusters Score: Raw -103139.751728 + Penalty 2219.785063 = -100919.966665 nChanged 35 SP:Iteration 8Q (57.108263 sec): 3 clusters Score: Raw -103167.878292 + Penalty 2220.844369 = -100947.033923 nChanged 31 SP:Iteration 9Q (57.111807 sec): 3 clusters Score: Raw -103186.286092 + Penalty 2221.977340 = -100964.308752 nChanged 22 SP:Iteration 10F (57.115190 sec): 3 clusters Score: Raw -103204.737507 + Penalty 2223.780854 = -100980.956653 nChanged 26 SP:Iteration 11Q (57.118503 sec): 3 clusters Score: Raw -103228.978610 + Penalty 2225.801828 = -101003.176781 nChanged 30 SP:Iteration 12Q (57.121802 sec): 3 clusters Score: Raw -103248.117194 + Penalty 2227.855794 = -101020.261400 nChanged 32 SP:Iteration 13Q (57.125096 sec): 3 clusters Score: Raw -103268.077955 + Penalty 2230.053330 = -101038.024625 nChanged 27 SP:Iteration 14Q (57.128378 sec): 3 clusters Score: Raw -103286.181333 + Penalty 2233.136161 = -101053.045172 nChanged 36 SP:Iteration 15Q (57.131645 sec): 3 clusters Score: Raw -103308.016604 + Penalty 2234.984106 = -101073.032498 nChanged 28 SP:Iteration 16Q (57.134897 sec): 3 clusters Score: Raw -103319.136949 + Penalty 2237.849098 = -101081.287851 nChanged 30 SP:Iteration 17Q (57.138133 sec): 3 clusters Score: Raw -103329.976891 + Penalty 2241.022717 = -101088.954174 nChanged 32 SP:Iteration 18Q (57.141370 sec): 3 clusters Score: Raw -103345.969106 + Penalty 2242.918407 = -101103.050699 nChanged 39 SP:Iteration 19Q (57.144585 sec): 3 clusters Score: Raw -103362.537765 + Penalty 2244.054509 = -101118.483256 nChanged 33 SP:Iteration 20F (57.148007 sec): 3 clusters Score: Raw -103379.019505 + Penalty 2246.036061 = -101132.983444 nChanged 38 SP:Iteration 21Q (57.151299 sec): 3 clusters Score: Raw -103398.938791 + Penalty 2246.433340 = -101152.505451 nChanged 25 SP:Iteration 22Q (57.154474 sec): 3 clusters Score: Raw -103416.107691 + Penalty 2248.824730 = -101167.282961 nChanged 31 SP:Iteration 23Q (57.157618 sec): 3 clusters Score: Raw -103438.766155 + Penalty 2252.478979 = -101186.287177 nChanged 22 SP:Iteration 24Q (57.160740 sec): 3 clusters Score: Raw -103448.813021 + Penalty 2254.754835 = -101194.058186 nChanged 15 SP:Iteration 25Q (57.163827 sec): 3 clusters Score: Raw -103451.641993 + Penalty 2257.372863 = -101194.269130 nChanged 17 SP:Iteration 26Q (57.166908 sec): 3 clusters Score: Raw -103457.230016 + Penalty 2257.832158 = -101199.397857 nChanged 17 SP:Iteration 27Q (57.169959 sec): 3 clusters Score: Raw -103474.238579 + Penalty 2260.026856 = -101214.211723 nChanged 15 SP:Iteration 28Q (57.172997 sec): 3 clusters Score: Raw -103481.847520 + Penalty 2260.165298 = -101221.682222 nChanged 10 SP:Iteration 29Q (57.176023 sec): 3 clusters Score: Raw -103487.315663 + Penalty 2260.651664 = -101226.663999 nChanged 12 SP:Iteration 30F (57.179475 sec): 3 clusters Score: Raw -103493.337832 + Penalty 2261.598096 = -101231.739735 nChanged 9 SP:Iteration 31Q (57.182460 sec): 3 clusters Score: Raw -103495.230967 + Penalty 2263.180553 = -101232.050413 nChanged 6 SP:Iteration 32Q (57.185427 sec): 3 clusters Score: Raw -103498.374565 + Penalty 2263.071468 = -101235.303097 nChanged 8 SP:Iteration 33Q (57.188376 sec): 3 clusters Score: Raw -103501.800175 + Penalty 2264.614716 = -101237.185458 nChanged 8 SP:Iteration 34Q (57.191320 sec): 3 clusters Score: Raw -103504.118713 + Penalty 2265.120830 = -101238.997882 nChanged 8 SP:Iteration 35Q (57.194252 sec): 3 clusters Score: Raw -103508.590311 + Penalty 2266.258916 = -101242.331395 nChanged 8 SP:Iteration 36Q (57.197176 sec): 3 clusters Score: Raw -103516.157406 + Penalty 2268.824764 = -101247.332642 nChanged 8 SP:Iteration 37Q (57.200105 sec): 3 clusters Score: Raw -103523.191141 + Penalty 2268.899632 = -101254.291509 nChanged 1 SP:Iteration 38Q (57.203011 sec): 3 clusters Score: Raw -103523.926725 + Penalty 2269.559230 = -101254.367494 nChanged 1 SP:Iteration 39Q (57.205912 sec): 3 clusters Score: Raw -103524.037969 + Penalty 2270.152645 = -101253.885324 nChanged 1 SP:Iteration 40F (57.209408 sec): 3 clusters Score: Raw -103523.841378 + Penalty 2269.858144 = -101253.983234 nChanged 1 SP:Iteration 41Q (57.212318 sec): 3 clusters Score: Raw -103523.921141 + Penalty 2271.004025 = -101252.917115 nChanged 3 SP:Iteration 42F (57.215687 sec): 3 clusters Score: Raw -103524.363912 + Penalty 2272.190238 = -101252.173674 nChanged 1 SP:Iteration 43F (57.219042 sec): 3 clusters Score: Raw -103524.319896 + Penalty 2272.654649 = -101251.665247 nChanged 1 SP:Iteration 44F (57.222405 sec): 3 clusters Score: Raw -103524.103376 + Penalty 2273.286496 = -101250.816880 nChanged 2 SP:Iteration 45F (57.225762 sec): 3 clusters Score: Raw -103522.247165 + Penalty 2275.908534 = -101246.338631 nChanged 2 SP:Iteration 46F (57.229125 sec): 3 clusters Score: Raw -103525.248558 + Penalty 2276.674855 = -101248.573703 nChanged 4 SP:Iteration 47Q (57.231978 sec): 3 clusters Score: Raw -103529.141058 + Penalty 2277.416635 = -101251.724423 nChanged 1 SP:Iteration 48Q (57.234823 sec): 3 clusters Score: Raw -103529.940998 + Penalty 2277.416635 = -101252.524363 nChanged 0 SP:Iteration 49F (57.238175 sec): 3 clusters Score: Raw -103529.940998 + Penalty 2277.416635 = -101252.524363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.239420 sec): 2 clusters Score: Raw -358.993078 + Penalty 183.509445 = -175.483634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.239662 sec): 3 clusters Score: Raw -349.156169 + Penalty 366.621360 = 17.465191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.240594 sec): 2 clusters Score: Raw -2322.258888 + Penalty 494.528816 = -1827.730072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.240898 sec): 3 clusters Score: Raw -2387.320840 + Penalty 988.716996 = -1398.603844 nChanged 3 SP:Iteration 1F (57.241196 sec): 3 clusters Score: Raw -2392.156835 + Penalty 988.716996 = -1403.439839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.242652 sec): 2 clusters Score: Raw -12003.141035 + Penalty 752.138962 = -11251.002072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.243311 sec): 3 clusters Score: Raw -11937.579528 + Penalty 1502.493230 = -10435.086298 nChanged 42 SP:Iteration 1F (57.243953 sec): 3 clusters Score: Raw -11996.689923 + Penalty 1501.328099 = -10495.361824 nChanged 14 SP:Iteration 2F (57.244617 sec): 3 clusters Score: Raw -12020.323402 + Penalty 1500.370124 = -10519.953278 nChanged 10 SP:Iteration 3Q (57.245247 sec): 3 clusters Score: Raw -12035.063729 + Penalty 1499.459594 = -10535.604136 nChanged 9 SP:Iteration 4Q (57.245874 sec): 3 clusters Score: Raw -12047.738381 + Penalty 1499.344566 = -10548.393816 nChanged 5 SP:Iteration 5Q (57.246499 sec): 3 clusters Score: Raw -12055.936468 + Penalty 1499.213704 = -10556.722763 nChanged 2 SP:Iteration 6Q (57.247125 sec): 3 clusters Score: Raw -12059.624666 + Penalty 1499.213704 = -10560.410962 nChanged 0 SP:Iteration 7F (57.247761 sec): 3 clusters Score: Raw -12059.624666 + Penalty 1499.213704 = -10560.410962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.248992 sec): 2 clusters Score: Raw -5307.074117 + Penalty 406.947673 = -4900.126444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.249501 sec): 3 clusters Score: Raw -5288.830216 + Penalty 813.482019 = -4475.348197 nChanged 27 SP:Iteration 1F (57.249973 sec): 3 clusters Score: Raw -5328.929521 + Penalty 817.992177 = -4510.937345 nChanged 11 SP:Iteration 2F (57.250443 sec): 3 clusters Score: Raw -5345.946400 + Penalty 824.917096 = -4521.029305 nChanged 7 SP:Iteration 3Q (57.250904 sec): 3 clusters Score: Raw -5360.967389 + Penalty 835.948003 = -4525.019386 nChanged 8 SP:Iteration 4F (57.251375 sec): 3 clusters Score: Raw -5382.662589 + Penalty 836.935156 = -4545.727433 nChanged 4 SP:Iteration 5Q (57.251824 sec): 3 clusters Score: Raw -5388.868270 + Penalty 837.777970 = -4551.090300 nChanged 1 SP:Iteration 6Q (57.252280 sec): 3 clusters Score: Raw -5390.006462 + Penalty 839.600156 = -4550.406306 nChanged 1 SP:Iteration 7F (57.252751 sec): 3 clusters Score: Raw -5391.227643 + Penalty 839.600156 = -4551.627487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.253626 sec): 2 clusters Score: Raw -1374.699992 + Penalty 349.715189 = -1024.984803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.253886 sec): 3 clusters Score: Raw -1391.192005 + Penalty 719.416294 = -671.775712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.254799 sec): 2 clusters Score: Raw -1776.775991 + Penalty 390.419220 = -1386.356772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.255074 sec): 3 clusters Score: Raw -1798.870526 + Penalty 779.289670 = -1019.580856 nChanged 2 SP:Iteration 1F (57.255346 sec): 3 clusters Score: Raw -1806.836874 + Penalty 779.289670 = -1027.547204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.256404 sec): 2 clusters Score: Raw -407.586564 + Penalty 214.802736 = -192.783828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.256622 sec): 3 clusters Score: Raw -405.297689 + Penalty 399.657403 = -5.640286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.257141 sec): 2 clusters Score: Raw -1176.060475 + Penalty 328.059379 = -848.001095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.257393 sec): 3 clusters Score: Raw -1196.340036 + Penalty 647.988575 = -548.351461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.257882 sec): 2 clusters Score: Raw -548.145802 + Penalty 220.611446 = -327.534356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.258111 sec): 3 clusters Score: Raw -563.756232 + Penalty 437.086736 = -126.669497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.258620 sec): 2 clusters Score: Raw -863.931490 + Penalty 241.575067 = -622.356423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.258866 sec): 3 clusters Score: Raw -881.548368 + Penalty 491.979373 = -389.568995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.259330 sec): 2 clusters Score: Raw -132.296232 + Penalty 69.965950 = -62.330282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.259540 sec): 3 clusters Score: Raw -128.947048 + Penalty 148.872765 = 19.925717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.260063 sec): 2 clusters Score: Raw -897.169138 + Penalty 243.816872 = -653.352266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.260303 sec): 3 clusters Score: Raw -888.489468 + Penalty 482.090187 = -406.399281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.260776 sec): 2 clusters Score: Raw -285.710476 + Penalty 164.685117 = -121.025359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.260991 sec): 3 clusters Score: Raw -281.865645 + Penalty 376.219838 = 94.354193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.261457 sec): 2 clusters Score: Raw -208.799535 + Penalty 137.746652 = -71.052884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.261669 sec): 3 clusters Score: Raw -199.837416 + Penalty 275.493304 = 75.655887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.262135 sec): 2 clusters Score: Raw -204.871951 + Penalty 127.314909 = -77.557042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.262344 sec): 3 clusters Score: Raw -195.793564 + Penalty 127.314909 = -68.478655 nChanged 1 SP:Iteration 1F (57.262537 sec): 2 clusters Score: Raw -204.871951 + Penalty 127.314909 = -77.557042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.263043 sec): 2 clusters Score: Raw -684.927569 + Penalty 122.658408 = -562.269161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.263285 sec): 3 clusters Score: Raw -695.238262 + Penalty 261.508408 = -433.729854 nChanged 2 SP:Iteration 1F (57.263523 sec): 3 clusters Score: Raw -700.901104 + Penalty 273.074935 = -427.826169 nChanged 1 SP:Iteration 2F (57.263762 sec): 3 clusters Score: Raw -704.423291 + Penalty 273.074935 = -431.348356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.264233 sec): 2 clusters Score: Raw -278.736690 + Penalty 116.675190 = -162.061501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.264450 sec): 3 clusters Score: Raw -276.437484 + Penalty 246.687289 = -29.750195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.264919 sec): 2 clusters Score: Raw -227.924726 + Penalty 137.853228 = -90.071498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.265133 sec): 3 clusters Score: Raw -228.705417 + Penalty 272.920682 = 44.215264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.265588 sec): 2 clusters Score: Raw -42.652266 + Penalty 0.000000 = -42.652266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.265777 sec): 2 clusters Score: Raw -42.652266 + Penalty 0.000000 = -42.652266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.266294 sec): 2 clusters Score: Raw -1071.939446 + Penalty 283.469734 = -788.469712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.266545 sec): 3 clusters Score: Raw -1081.882470 + Penalty 575.632170 = -506.250301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.267023 sec): 2 clusters Score: Raw -131.654608 + Penalty 92.536238 = -39.118370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.267218 sec): 2 clusters Score: Raw -131.654608 + Penalty 92.536238 = -39.118370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.267699 sec): 2 clusters Score: Raw -372.937134 + Penalty 70.765937 = -302.171197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.267909 sec): 3 clusters Score: Raw -375.229034 + Penalty 131.560499 = -243.668535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.268491 sec): 2 clusters Score: Raw -1984.881788 + Penalty 189.903306 = -1794.978482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.268787 sec): 3 clusters Score: Raw -1982.787197 + Penalty 375.405816 = -1607.381381 nChanged 8 SP:Iteration 1F (57.269076 sec): 3 clusters Score: Raw -1995.291644 + Penalty 375.405816 = -1619.885828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.269574 sec): 2 clusters Score: Raw -639.129435 + Penalty 128.408947 = -510.720488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.269811 sec): 3 clusters Score: Raw -649.859904 + Penalty 256.817894 = -393.042010 nChanged 1 SP:Iteration 1F (57.270043 sec): 3 clusters Score: Raw -653.463421 + Penalty 256.817894 = -396.645528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.270494 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.270678 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.271148 sec): 2 clusters Score: Raw -266.147209 + Penalty 79.978106 = -186.169104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.271363 sec): 3 clusters Score: Raw -263.752697 + Penalty 194.228347 = -69.524351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.271826 sec): 2 clusters Score: Raw -135.275905 + Penalty 101.658943 = -33.616962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.272035 sec): 3 clusters Score: Raw -131.758753 + Penalty 214.473295 = 82.714542 nChanged 0 Deleting Class 21 (32 points): Lose 95.332078 but Gain 1129.115216 Iteration 119Q (57.416284 sec): 71 clusters Score: Raw -1328777.265622 + Penalty 62270.044052 = -1266507.221570 nChanged 55 Deleting Class 97 (8 points): Lose 43.231173 but Gain 1070.786148 Iteration 120F (58.468424 sec): 70 clusters Score: Raw -1328787.792924 + Penalty 61205.445964 = -1267582.346961 nChanged 38 Deleting Class 45 (26 points): Lose 111.349685 but Gain 1137.161385 Iteration 121Q (58.597459 sec): 69 clusters Score: Raw -1328699.836749 + Penalty 60087.853911 = -1268611.982838 nChanged 50 Deleting Class 132 (4 points): Lose 16.100362 but Gain 1029.995306 Iteration 122Q (58.724564 sec): 68 clusters Score: Raw -1328724.210428 + Penalty 59059.910466 = -1269664.299963 nChanged 31 Deleting Class 93 (37 points): Lose 111.005278 but Gain 1120.787360 Iteration 123Q (58.849751 sec): 67 clusters Score: Raw -1328624.741875 + Penalty 57992.449328 = -1270632.292547 nChanged 56 Deleting Class 90 (28 points): Lose 77.167880 but Gain 1087.908822 Iteration 124Q (58.974725 sec): 66 clusters Score: Raw -1328609.310789 + Penalty 56936.511521 = -1271672.799268 nChanged 65 Deleting Class 56 (28 points): Lose 147.701694 but Gain 1147.337312 Iteration 125Q (59.100236 sec): 65 clusters Score: Raw -1328524.579533 + Penalty 55820.118989 = -1272704.460544 nChanged 66 Deleting Class 98 (24 points): Lose 71.490858 but Gain 1070.042090 Iteration 126Q (59.225677 sec): 64 clusters Score: Raw -1328520.536203 + Penalty 54751.741905 = -1273768.794298 nChanged 51 Deleting Class 22 (17 points): Lose 59.322640 but Gain 1051.949021 Iteration 127Q (59.348612 sec): 63 clusters Score: Raw -1328523.805928 + Penalty 53736.394712 = -1274787.411216 nChanged 52 Deleting Class 5 (103 points): Lose 223.115379 but Gain 1214.832751 Iteration 128Q (59.471244 sec): 62 clusters Score: Raw -1328336.601145 + Penalty 52576.650408 = -1275759.950737 nChanged 133 Deleting Class 70 (6 points): Lose 14.114006 but Gain 977.725963 Iteration 129Q (59.594339 sec): 61 clusters Score: Raw -1328457.128228 + Penalty 51592.992885 = -1276864.135343 nChanged 37 Deleting Class 78 (7 points): Lose 23.050606 but Gain 977.564199 Iteration 130F (60.498230 sec): 60 clusters Score: Raw -1328455.645676 + Penalty 50621.262400 = -1277834.383276 nChanged 32 Deleting Class 43 (20 points): Lose 58.920530 but Gain 1007.672656 Iteration 131Q (60.620523 sec): 59 clusters Score: Raw -1328423.282848 + Penalty 49676.515167 = -1278746.767682 nChanged 44 Deleting Class 137 (4 points): Lose 11.919293 but Gain 951.992352 Iteration 132Q (60.740575 sec): 58 clusters Score: Raw -1328463.267000 + Penalty 48740.843577 = -1279722.423423 nChanged 24 Deleting Class 63 (121 points): Lose 395.514199 but Gain 1334.936846 Iteration 133Q (60.859122 sec): 57 clusters Score: Raw -1328082.470093 + Penalty 47404.687951 = -1280677.782142 nChanged 141 Deleting Class 131 (6 points): Lose 16.207360 but Gain 952.761709 Iteration 134Q (60.979592 sec): 56 clusters Score: Raw -1328287.797245 + Penalty 46477.277066 = -1281810.520179 nChanged 34 Deleting Class 216 (3 points): Lose 24.177025 but Gain 959.203569 Iteration 135Q (61.098095 sec): 55 clusters Score: Raw -1328287.753725 + Penalty 45517.827719 = -1282769.926007 nChanged 21 Deleting Class 20 (57 points): Lose 136.057961 but Gain 1031.577860 Iteration 136Q (61.213567 sec): 54 clusters Score: Raw -1328165.468207 + Penalty 44506.923901 = -1283658.544306 nChanged 66 Deleting Class 151 (1 points): Lose 19.224373 but Gain 910.387216 Iteration 137Q (61.331241 sec): 53 clusters Score: Raw -1328223.213072 + Penalty 43587.375948 = -1284635.837124 nChanged 25 Deleting Class 129 (16 points): Lose 31.667930 but Gain 941.458008 Iteration 138Q (61.445644 sec): 52 clusters Score: Raw -1328206.170355 + Penalty 42658.542191 = -1285547.628164 nChanged 32 Deleting Class 145 (5 points): Lose 21.314188 but Gain 887.876096 Iteration 139Q (61.564101 sec): 51 clusters Score: Raw -1328208.716919 + Penalty 41826.735832 = -1286381.981088 nChanged 15 Deleting Class 100 (11 points): Lose 46.796359 but Gain 912.845516 Iteration 140F (62.321588 sec): 50 clusters Score: Raw -1328178.102720 + Penalty 40925.023716 = -1287253.079005 nChanged 15 Deleting Class 58 (13 points): Lose 68.611313 but Gain 932.309647 Iteration 141Q (62.433849 sec): 49 clusters Score: Raw -1328130.468327 + Penalty 39990.712919 = -1288139.755408 nChanged 18 Deleting Class 51 (8 points): Lose 31.562341 but Gain 870.659687 Iteration 142Q (62.546466 sec): 48 clusters Score: Raw -1328122.331214 + Penalty 39123.249837 = -1288999.081377 nChanged 18 Deleting Class 161 (3 points): Lose 53.168599 but Gain 873.126232 Iteration 143Q (62.658596 sec): 47 clusters Score: Raw -1328083.123276 + Penalty 39275.277440 = -1288807.845836 nChanged 11 Deleting Class 61 (5 points): Lose 25.578166 but Gain 822.365902 Iteration 144F (63.367120 sec): 46 clusters Score: Raw -1328068.704274 + Penalty 38499.810352 = -1289568.893921 nChanged 11 Deleting Class 48 (25 points): Lose 53.200446 but Gain 841.448208 Iteration 145Q (63.476647 sec): 45 clusters Score: Raw -1328029.066244 + Penalty 37647.625941 = -1290381.440303 nChanged 31 Deleting Class 16 (107 points): Lose 316.803717 but Gain 1058.296763 Iteration 146Q (63.587053 sec): 44 clusters Score: Raw -1327751.296453 + Penalty 36637.165796 = -1291114.130658 nChanged 118 Deleting Class 71 (6 points): Lose 53.221374 but Gain 786.509828 Iteration 147Q (63.697328 sec): 43 clusters Score: Raw -1327874.923053 + Penalty 35863.936769 = -1292010.986284 nChanged 43 Deleting Class 155 (34 points): Lose 187.550700 but Gain 899.416751 Iteration 148Q (63.806323 sec): 42 clusters Score: Raw -1327720.494857 + Penalty 34964.974557 = -1292755.520301 nChanged 57 Deleting Class 15 (111 points): Lose 215.991806 but Gain 927.243543 Iteration 149Q (63.913729 sec): 41 clusters Score: Raw -1327565.323121 + Penalty 34147.418536 = -1293417.904585 nChanged 137 Deleting Class 52 (157 points): Lose 546.819052 but Gain 1250.188771 Iteration 150F (64.522383 sec): 40 clusters Score: Raw -1327172.612363 + Penalty 32987.561300 = -1294185.051063 nChanged 193 Deleting Class 104 (21 points): Lose 152.695927 but Gain 822.512640 Iteration 151Q (64.633272 sec): 39 clusters Score: Raw -1327298.599315 + Penalty 32155.235768 = -1295143.363547 nChanged 83 Deleting Class 144 (6 points): Lose 16.490147 but Gain 675.007282 Iteration 152Q (64.740800 sec): 38 clusters Score: Raw -1327349.258939 + Penalty 31489.415521 = -1295859.843418 nChanged 58 Deleting Class 116 (3 points): Lose 15.236385 but Gain 660.164144 Iteration 153Q (64.845358 sec): 37 clusters Score: Raw -1327367.489159 + Penalty 30829.294391 = -1296538.194768 nChanged 44 Deleting Class 62 (233 points): Lose 452.198913 but Gain 1075.646982 Iteration 154Q (64.948079 sec): 36 clusters Score: Raw -1326949.396112 + Penalty 29819.660079 = -1297129.736033 nChanged 268 Deleting Class 39 (8 points): Lose 41.473851 but Gain 634.529994 Iteration 155Q (65.055444 sec): 35 clusters Score: Raw -1327277.052603 + Penalty 29181.977384 = -1298095.075219 nChanged 103 Deleting Class 4 (15 points): Lose 59.079315 but Gain 615.148102 Iteration 156Q (65.157384 sec): 34 clusters Score: Raw -1327266.062699 + Penalty 28546.370547 = -1298719.692152 nChanged 82 Deleting Class 197 (39 points): Lose 149.999992 but Gain 692.137782 Iteration 157Q (65.261926 sec): 33 clusters Score: Raw -1327162.091015 + Penalty 27797.912607 = -1299364.178408 nChanged 99 Deleting Class 3 (62 points): Lose 177.568046 but Gain 708.965750 Iteration 158Q (65.361406 sec): 32 clusters Score: Raw -1327072.321231 + Penalty 27098.081519 = -1299974.239713 nChanged 115 Deleting Class 49 (291 points): Lose 924.457490 but Gain 1437.558025 Iteration 159Q (65.460266 sec): 31 clusters Score: Raw -1326242.963610 + Penalty 25691.417317 = -1300551.546294 nChanged 347 Deleting Class 214 (6 points): Lose 24.051494 but Gain 462.701657 Iteration 160F (65.929657 sec): 30 clusters Score: Raw -1326725.618561 + Penalty 25214.545080 = -1301511.073480 nChanged 90 Deleting Class 37 (78 points): Lose 527.127170 but Gain 930.155344 Iteration 161Q (66.028112 sec): 29 clusters Score: Raw -1326246.128058 + Penalty 24293.962878 = -1301952.165180 nChanged 116 Deleting Class 193 (71 points): Lose 209.343301 but Gain 590.117248 Iteration 162Q (66.124947 sec): 28 clusters Score: Raw -1326259.514984 + Penalty 23674.249001 = -1302585.265983 nChanged 124 Deleting Class 82 (52 points): Lose 979.843734 but Gain 1297.380706 Iteration 163Q (66.221279 sec): 27 clusters Score: Raw -1325401.306246 + Penalty 22436.573644 = -1302964.732602 nChanged 111 Deleting Class 170 (10 points): Lose 65.433121 but Gain 381.647659 Iteration 164Q (66.316704 sec): 26 clusters Score: Raw -1325857.531969 + Penalty 22072.807547 = -1303784.724422 nChanged 113 Deleting Class 83 (373 points): Lose 1097.511724 but Gain 1393.428847 Iteration 165Q (66.411948 sec): 25 clusters Score: Raw -1324915.251392 + Penalty 20844.556833 = -1304070.694559 nChanged 447 Deleting Class 139 (32 points): Lose 173.136099 but Gain 471.428610 Iteration 166Q (66.509964 sec): 24 clusters Score: Raw -1325391.901854 + Penalty 20355.410038 = -1305036.491816 nChanged 184 Deleting Class 12 (33 points): Lose 138.741383 but Gain 389.935633 Iteration 167Q (66.602483 sec): 23 clusters Score: Raw -1325382.003250 + Penalty 19920.971446 = -1305461.031804 nChanged 140 Deleting Class 27 (283 points): Lose 841.079316 but Gain 1033.554584 Iteration 168Q (66.693878 sec): 22 clusters Score: Raw -1324630.068152 + Penalty 18946.552321 = -1305683.515830 nChanged 361 Deleting Class 207 (2 points): Lose 28.362386 but Gain 89.530272 Iteration 169Q (66.785970 sec): 21 clusters Score: Raw -1325094.238681 + Penalty 18863.256282 = -1306230.982399 nChanged 117 Deleting Class 36 (76 points): Lose 341.064261 but Gain 382.216614 Iteration 170F (67.115267 sec): 20 clusters Score: Raw -1324791.570596 + Penalty 18421.107787 = -1306370.462809 nChanged 164 Iteration 171Q (67.207117 sec): 20 clusters Score: Raw -1324993.341008 + Penalty 17426.848614 = -1307566.492393 nChanged 103 Iteration 172Q (67.298024 sec): 20 clusters Score: Raw -1325022.108359 + Penalty 17422.968055 = -1307599.140304 nChanged 83 Iteration 173Q (67.388726 sec): 20 clusters Score: Raw -1325043.807189 + Penalty 17429.720768 = -1307614.086421 nChanged 68 Iteration 174Q (67.479060 sec): 20 clusters Score: Raw -1325051.503626 + Penalty 17434.661704 = -1307616.841922 nChanged 59 Iteration 175Q (67.569618 sec): 20 clusters Score: Raw -1325059.526897 + Penalty 17439.739546 = -1307619.787351 nChanged 48 Iteration 176Q (67.659683 sec): 20 clusters Score: Raw -1325064.437253 + Penalty 17448.428119 = -1307616.009134 nChanged 59 Iteration 177F (67.974207 sec): 20 clusters Score: Raw -1325070.777339 + Penalty 17457.239273 = -1307613.538066 nChanged 56 Iteration 178F (68.287781 sec): 20 clusters Score: Raw -1325078.775490 + Penalty 17467.605362 = -1307611.170127 nChanged 51 Iteration 179F (68.601005 sec): 20 clusters Score: Raw -1325084.564429 + Penalty 17475.519488 = -1307609.044941 nChanged 52 Iteration 180F (68.915429 sec): 20 clusters Score: Raw -1325088.458928 + Penalty 17479.192446 = -1307609.266482 nChanged 44 Iteration 181Q (69.006829 sec): 20 clusters Score: Raw -1325090.420625 + Penalty 17483.243911 = -1307607.176714 nChanged 44 Iteration 182F (69.320503 sec): 20 clusters Score: Raw -1325091.521756 + Penalty 17489.111266 = -1307602.410490 nChanged 36 Iteration 183F (69.634650 sec): 20 clusters Score: Raw -1325092.229846 + Penalty 17494.319402 = -1307597.910444 nChanged 30 Iteration 184F (69.948618 sec): 20 clusters Score: Raw -1325094.371608 + Penalty 17499.388422 = -1307594.983186 nChanged 28 Iteration 185F (70.262059 sec): 20 clusters Score: Raw -1325097.075616 + Penalty 17502.214189 = -1307594.861427 nChanged 32 Iteration 186F (70.576131 sec): 20 clusters Score: Raw -1325098.317515 + Penalty 17507.087205 = -1307591.230311 nChanged 32 Iteration 187F (70.890496 sec): 20 clusters Score: Raw -1325103.187252 + Penalty 17512.160659 = -1307591.026593 nChanged 44 Iteration 188F (71.204061 sec): 20 clusters Score: Raw -1325107.232245 + Penalty 17513.615406 = -1307593.616838 nChanged 35 Iteration 189Q (71.295148 sec): 20 clusters Score: Raw -1325109.748808 + Penalty 17516.304851 = -1307593.443957 nChanged 27 Iteration 190F (71.608678 sec): 20 clusters Score: Raw -1325111.319365 + Penalty 17523.366187 = -1307587.953178 nChanged 31 Iteration 191F (71.922669 sec): 20 clusters Score: Raw -1325112.700114 + Penalty 17530.876769 = -1307581.823344 nChanged 31 Iteration 192F (72.237062 sec): 20 clusters Score: Raw -1325114.395028 + Penalty 17537.542928 = -1307576.852101 nChanged 28 Iteration 193F (72.550459 sec): 20 clusters Score: Raw -1325117.178956 + Penalty 17543.979841 = -1307573.199115 nChanged 23 Iteration 194F (72.864730 sec): 20 clusters Score: Raw -1325118.190018 + Penalty 17548.685203 = -1307569.504815 nChanged 28 Iteration 195F (73.178945 sec): 20 clusters Score: Raw -1325118.608253 + Penalty 17554.906447 = -1307563.701806 nChanged 26 Iteration 196F (73.492691 sec): 20 clusters Score: Raw -1325119.324562 + Penalty 17562.484352 = -1307556.840211 nChanged 28 Iteration 197F (73.806027 sec): 20 clusters Score: Raw -1325120.501110 + Penalty 17571.918440 = -1307548.582670 nChanged 31 Iteration 198F (74.121395 sec): 20 clusters Score: Raw -1325121.741328 + Penalty 17579.232481 = -1307542.508847 nChanged 35 Iteration 199F (74.435072 sec): 20 clusters Score: Raw -1325123.797948 + Penalty 17585.839006 = -1307537.958942 nChanged 34 Iteration 200F (74.748795 sec): 20 clusters Score: Raw -1325126.203514 + Penalty 17593.669126 = -1307532.534388 nChanged 31 Iteration 201F (75.064459 sec): 20 clusters Score: Raw -1325129.002579 + Penalty 17602.225086 = -1307526.777493 nChanged 36 Iteration 202F (75.379895 sec): 20 clusters Score: Raw -1325130.875248 + Penalty 17608.831045 = -1307522.044203 nChanged 31 Iteration 203F (75.694181 sec): 20 clusters Score: Raw -1325131.751194 + Penalty 17618.399924 = -1307513.351270 nChanged 41 Iteration 204F (76.008026 sec): 20 clusters Score: Raw -1325137.352412 + Penalty 17628.384697 = -1307508.967715 nChanged 46 Iteration 205F (76.323442 sec): 20 clusters Score: Raw -1325138.671503 + Penalty 17637.475220 = -1307501.196283 nChanged 31 Iteration 206F (76.636447 sec): 20 clusters Score: Raw -1325135.788932 + Penalty 17647.888605 = -1307487.900327 nChanged 30 Iteration 207F (76.950675 sec): 20 clusters Score: Raw -1325136.143866 + Penalty 17654.959594 = -1307481.184272 nChanged 24 Iteration 208F (77.269467 sec): 20 clusters Score: Raw -1325135.882699 + Penalty 17660.258899 = -1307475.623800 nChanged 24 Iteration 209F (77.584051 sec): 20 clusters Score: Raw -1325135.193103 + Penalty 17663.536614 = -1307471.656489 nChanged 19 Iteration 210F (77.897974 sec): 20 clusters Score: Raw -1325134.795376 + Penalty 17667.540009 = -1307467.255366 nChanged 14 Iteration 211F (78.212407 sec): 20 clusters Score: Raw -1325133.498445 + Penalty 17668.936767 = -1307464.561678 nChanged 8 Iteration 212F (78.526132 sec): 20 clusters Score: Raw -1325132.961313 + Penalty 17670.317599 = -1307462.643714 nChanged 7 Iteration 213F (78.839647 sec): 20 clusters Score: Raw -1325133.323580 + Penalty 17672.744129 = -1307460.579451 nChanged 7 Iteration 214F (79.153831 sec): 20 clusters Score: Raw -1325134.122678 + Penalty 17673.440883 = -1307460.681795 nChanged 7 Iteration 215Q (79.244729 sec): 20 clusters Score: Raw -1325134.016227 + Penalty 17675.556647 = -1307458.459580 nChanged 4 Iteration 216F (79.558347 sec): 20 clusters Score: Raw -1325136.369325 + Penalty 17679.005445 = -1307457.363880 nChanged 8 Iteration 217F (79.872517 sec): 20 clusters Score: Raw -1325140.058745 + Penalty 17681.870569 = -1307458.188176 nChanged 5 Iteration 218Q (79.963092 sec): 20 clusters Score: Raw -1325141.588539 + Penalty 17685.822544 = -1307455.765996 nChanged 7 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1325141.588539 + Penalty 17685.822544 = -1307455.765996Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.028579 sec): 2 clusters Score: Raw -38525.250708 + Penalty 436.985294 = -38088.265414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.030260 sec): 3 clusters Score: Raw -37943.996105 + Penalty 888.052136 = -37055.943969 nChanged 281 SP:Iteration 1F (80.031910 sec): 3 clusters Score: Raw -38206.415418 + Penalty 916.238100 = -37290.177317 nChanged 124 SP:Iteration 2F (80.033622 sec): 3 clusters Score: Raw -38328.627200 + Penalty 942.020810 = -37386.606390 nChanged 88 SP:Iteration 3F (80.035301 sec): 3 clusters Score: Raw -38439.900421 + Penalty 972.549345 = -37467.351075 nChanged 63 SP:Iteration 4F (80.036946 sec): 3 clusters Score: Raw -38503.187556 + Penalty 1014.355871 = -37488.831685 nChanged 32 SP:Iteration 5Q (80.038458 sec): 3 clusters Score: Raw -38520.581827 + Penalty 1006.177982 = -37514.403845 nChanged 14 SP:Iteration 6Q (80.039905 sec): 3 clusters Score: Raw -38537.213770 + Penalty 1020.352469 = -37516.861301 nChanged 8 SP:Iteration 7Q (80.041350 sec): 3 clusters Score: Raw -38540.550409 + Penalty 1055.988924 = -37484.561484 nChanged 2 SP:Iteration 8F (80.043041 sec): 3 clusters Score: Raw -38541.100272 + Penalty 1064.644443 = -37476.455829 nChanged 1 SP:Iteration 9F (80.044692 sec): 3 clusters Score: Raw -38541.495316 + Penalty 1067.112449 = -37474.382867 nChanged 1 SP:Iteration 10F (80.046397 sec): 3 clusters Score: Raw -38543.441609 + Penalty 1067.112449 = -37476.329160 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.057361 sec): 2 clusters Score: Raw -100153.713306 + Penalty 583.163874 = -99570.549432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.061446 sec): 3 clusters Score: Raw -98847.355026 + Penalty 1161.315256 = -97686.039770 nChanged 913 SP:Iteration 1F (80.065469 sec): 3 clusters Score: Raw -99434.640251 + Penalty 1156.849568 = -98277.790683 nChanged 254 SP:Iteration 2F (80.069533 sec): 3 clusters Score: Raw -99624.301233 + Penalty 1154.680095 = -98469.621138 nChanged 165 SP:Iteration 3F (80.073671 sec): 3 clusters Score: Raw -99757.945758 + Penalty 1154.621202 = -98603.324556 nChanged 117 SP:Iteration 4F (80.077676 sec): 3 clusters Score: Raw -99803.721396 + Penalty 1155.489190 = -98648.232206 nChanged 74 SP:Iteration 5Q (80.081633 sec): 3 clusters Score: Raw -99834.767643 + Penalty 1158.603897 = -98676.163746 nChanged 51 SP:Iteration 6Q (80.085611 sec): 3 clusters Score: Raw -99854.755665 + Penalty 1162.585700 = -98692.169965 nChanged 51 SP:Iteration 7Q (80.089558 sec): 3 clusters Score: Raw -99876.612527 + Penalty 1170.269889 = -98706.342638 nChanged 57 SP:Iteration 8Q (80.093517 sec): 3 clusters Score: Raw -99904.029047 + Penalty 1180.158696 = -98723.870351 nChanged 63 SP:Iteration 9Q (80.097444 sec): 3 clusters Score: Raw -99937.961974 + Penalty 1191.702284 = -98746.259690 nChanged 70 SP:Iteration 10F (80.101466 sec): 3 clusters Score: Raw -99971.626708 + Penalty 1204.587081 = -98767.039627 nChanged 60 SP:Iteration 11Q (80.105404 sec): 3 clusters Score: Raw -100005.206432 + Penalty 1220.208046 = -98784.998386 nChanged 68 SP:Iteration 12Q (80.109328 sec): 3 clusters Score: Raw -100049.208251 + Penalty 1235.762026 = -98813.446226 nChanged 66 SP:Iteration 13Q (80.113240 sec): 3 clusters Score: Raw -100080.513439 + Penalty 1248.808593 = -98831.704846 nChanged 45 SP:Iteration 14Q (80.117132 sec): 3 clusters Score: Raw -100095.169649 + Penalty 1257.950575 = -98837.219074 nChanged 34 SP:Iteration 15Q (80.121003 sec): 3 clusters Score: Raw -100105.639027 + Penalty 1265.339541 = -98840.299486 nChanged 26 SP:Iteration 16Q (80.124878 sec): 3 clusters Score: Raw -100114.320547 + Penalty 1274.103740 = -98840.216807 nChanged 32 SP:Iteration 17F (80.128873 sec): 3 clusters Score: Raw -100124.029570 + Penalty 1283.239387 = -98840.790183 nChanged 30 SP:Iteration 18Q (80.132721 sec): 3 clusters Score: Raw -100133.277798 + Penalty 1290.769407 = -98842.508392 nChanged 29 SP:Iteration 19Q (80.136549 sec): 3 clusters Score: Raw -100144.161713 + Penalty 1299.825024 = -98844.336689 nChanged 29 SP:Iteration 20F (80.140560 sec): 3 clusters Score: Raw -100156.909926 + Penalty 1311.895869 = -98845.014058 nChanged 37 SP:Iteration 21Q (80.144388 sec): 3 clusters Score: Raw -100170.290002 + Penalty 1318.414615 = -98851.875387 nChanged 21 SP:Iteration 22Q (80.148203 sec): 3 clusters Score: Raw -100178.363369 + Penalty 1327.345947 = -98851.017423 nChanged 25 SP:Iteration 23F (80.152202 sec): 3 clusters Score: Raw -100186.830956 + Penalty 1335.895149 = -98850.935807 nChanged 26 SP:Iteration 24F (80.156191 sec): 3 clusters Score: Raw -100197.458908 + Penalty 1340.816266 = -98856.642642 nChanged 22 SP:Iteration 25Q (80.159913 sec): 3 clusters Score: Raw -100207.077229 + Penalty 1345.041263 = -98862.035966 nChanged 19 SP:Iteration 26Q (80.163621 sec): 3 clusters Score: Raw -100214.868334 + Penalty 1354.227842 = -98860.640492 nChanged 19 SP:Iteration 27F (80.167600 sec): 3 clusters Score: Raw -100223.477648 + Penalty 1359.437753 = -98864.039895 nChanged 20 SP:Iteration 28Q (80.171321 sec): 3 clusters Score: Raw -100232.854325 + Penalty 1361.619295 = -98871.235031 nChanged 11 SP:Iteration 29Q (80.175070 sec): 3 clusters Score: Raw -100238.304993 + Penalty 1366.816395 = -98871.488598 nChanged 14 SP:Iteration 30F (80.179090 sec): 3 clusters Score: Raw -100247.175550 + Penalty 1370.871977 = -98876.303573 nChanged 9 SP:Iteration 31Q (80.182720 sec): 3 clusters Score: Raw -100257.173809 + Penalty 1376.079709 = -98881.094099 nChanged 14 SP:Iteration 32Q (80.186332 sec): 3 clusters Score: Raw -100266.938124 + Penalty 1382.035012 = -98884.903112 nChanged 15 SP:Iteration 33Q (80.189952 sec): 3 clusters Score: Raw -100274.666546 + Penalty 1386.136742 = -98888.529804 nChanged 12 SP:Iteration 34Q (80.193540 sec): 3 clusters Score: Raw -100280.216325 + Penalty 1388.388160 = -98891.828165 nChanged 8 SP:Iteration 35Q (80.197109 sec): 3 clusters Score: Raw -100285.433255 + Penalty 1390.579166 = -98894.854089 nChanged 4 SP:Iteration 36Q (80.200672 sec): 3 clusters Score: Raw -100287.624572 + Penalty 1392.603692 = -98895.020880 nChanged 6 SP:Iteration 37Q (80.204236 sec): 3 clusters Score: Raw -100291.251593 + Penalty 1394.451709 = -98896.799884 nChanged 6 SP:Iteration 38Q (80.207790 sec): 3 clusters Score: Raw -100293.521440 + Penalty 1396.887430 = -98896.634009 nChanged 6 SP:Iteration 39F (80.211768 sec): 3 clusters Score: Raw -100296.210758 + Penalty 1401.080512 = -98895.130246 nChanged 10 SP:Iteration 40F (80.215746 sec): 3 clusters Score: Raw -100302.116589 + Penalty 1403.854132 = -98898.262456 nChanged 7 SP:Iteration 41Q (80.219321 sec): 3 clusters Score: Raw -100304.378388 + Penalty 1406.029562 = -98898.348825 nChanged 5 SP:Iteration 42Q (80.222886 sec): 3 clusters Score: Raw -100305.249347 + Penalty 1407.074317 = -98898.175030 nChanged 5 SP:Iteration 43F (80.226885 sec): 3 clusters Score: Raw -100308.243701 + Penalty 1409.534281 = -98898.709419 nChanged 3 SP:Iteration 44Q (80.230442 sec): 3 clusters Score: Raw -100311.055169 + Penalty 1413.702797 = -98897.352372 nChanged 7 SP:Iteration 45F (80.234421 sec): 3 clusters Score: Raw -100316.110179 + Penalty 1419.337168 = -98896.773011 nChanged 9 SP:Iteration 46F (80.238394 sec): 3 clusters Score: Raw -100322.802978 + Penalty 1425.956268 = -98896.846710 nChanged 10 SP:Iteration 47Q (80.241936 sec): 3 clusters Score: Raw -100327.670281 + Penalty 1430.787112 = -98896.883169 nChanged 7 SP:Iteration 48Q (80.245454 sec): 3 clusters Score: Raw -100333.408971 + Penalty 1435.397830 = -98898.011141 nChanged 7 SP:Iteration 49Q (80.248986 sec): 3 clusters Score: Raw -100339.950097 + Penalty 1441.954835 = -98897.995262 nChanged 8 SP:Iteration 50F (80.252992 sec): 3 clusters Score: Raw -100346.891665 + Penalty 1446.781964 = -98900.109700 nChanged 7 SP:Iteration 51Q (80.256480 sec): 3 clusters Score: Raw -100354.805195 + Penalty 1450.705673 = -98904.099523 nChanged 8 SP:Iteration 52Q (80.259955 sec): 3 clusters Score: Raw -100362.515830 + Penalty 1454.280633 = -98908.235197 nChanged 13 SP:Iteration 53Q (80.263424 sec): 3 clusters Score: Raw -100373.015166 + Penalty 1457.363381 = -98915.651785 nChanged 10 SP:Iteration 54Q (80.266871 sec): 3 clusters Score: Raw -100380.800127 + Penalty 1459.058136 = -98921.741991 nChanged 5 SP:Iteration 55Q (80.270305 sec): 3 clusters Score: Raw -100385.057461 + Penalty 1460.011316 = -98925.046145 nChanged 2 SP:Iteration 56Q (80.273765 sec): 3 clusters Score: Raw -100385.619181 + Penalty 1460.011316 = -98925.607865 nChanged 0 SP:Iteration 57F (80.277858 sec): 3 clusters Score: Raw -100385.619181 + Penalty 1460.011316 = -98925.607865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.280186 sec): 2 clusters Score: Raw -15889.454027 + Penalty 899.166467 = -14990.287560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.280910 sec): 3 clusters Score: Raw -15727.237281 + Penalty 1798.077441 = -13929.159840 nChanged 60 SP:Iteration 1F (80.281623 sec): 3 clusters Score: Raw -15848.347035 + Penalty 1797.962621 = -14050.384414 nChanged 22 SP:Iteration 2F (80.282332 sec): 3 clusters Score: Raw -15899.905314 + Penalty 1798.004709 = -14101.900605 nChanged 7 SP:Iteration 3Q (80.283046 sec): 3 clusters Score: Raw -15910.062728 + Penalty 1798.102683 = -14111.960045 nChanged 4 SP:Iteration 4Q (80.283722 sec): 3 clusters Score: Raw -15917.195271 + Penalty 1798.238343 = -14118.956928 nChanged 3 SP:Iteration 5Q (80.284397 sec): 3 clusters Score: Raw -15921.828278 + Penalty 1798.294404 = -14123.533874 nChanged 1 SP:Iteration 6Q (80.285072 sec): 3 clusters Score: Raw -15923.937816 + Penalty 1798.464189 = -14125.473627 nChanged 2 SP:Iteration 7Q (80.285744 sec): 3 clusters Score: Raw -15925.696987 + Penalty 1798.634144 = -14127.062843 nChanged 2 SP:Iteration 8Q (80.286417 sec): 3 clusters Score: Raw -15926.897330 + Penalty 1798.882055 = -14128.015275 nChanged 2 SP:Iteration 9Q (80.287089 sec): 3 clusters Score: Raw -15930.282612 + Penalty 1799.173304 = -14131.109308 nChanged 2 SP:Iteration 10F (80.287798 sec): 3 clusters Score: Raw -15932.571143 + Penalty 1799.495236 = -14133.075907 nChanged 2 SP:Iteration 11Q (80.288471 sec): 3 clusters Score: Raw -15935.037781 + Penalty 1800.031332 = -14135.006449 nChanged 3 SP:Iteration 12Q (80.289143 sec): 3 clusters Score: Raw -15937.166765 + Penalty 1800.771056 = -14136.395709 nChanged 4 SP:Iteration 13Q (80.289815 sec): 3 clusters Score: Raw -15942.506350 + Penalty 1800.903419 = -14141.602930 nChanged 3 SP:Iteration 14Q (80.290488 sec): 3 clusters Score: Raw -15955.394123 + Penalty 1801.152545 = -14154.241578 nChanged 1 SP:Iteration 15Q (80.291157 sec): 3 clusters Score: Raw -15955.830663 + Penalty 1801.367858 = -14154.462805 nChanged 1 SP:Iteration 16Q (80.291823 sec): 3 clusters Score: Raw -15956.244231 + Penalty 1801.367858 = -14154.876373 nChanged 0 SP:Iteration 17F (80.292530 sec): 3 clusters Score: Raw -15956.244231 + Penalty 1801.367858 = -14154.876373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.295156 sec): 2 clusters Score: Raw -17824.860175 + Penalty 227.108649 = -17597.751527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.296030 sec): 3 clusters Score: Raw -17612.470468 + Penalty 470.215102 = -17142.255366 nChanged 144 SP:Iteration 1F (80.296888 sec): 3 clusters Score: Raw -17750.232806 + Penalty 481.740322 = -17268.492483 nChanged 39 SP:Iteration 2F (80.297745 sec): 3 clusters Score: Raw -17796.499538 + Penalty 487.826833 = -17308.672704 nChanged 18 SP:Iteration 3Q (80.298596 sec): 3 clusters Score: Raw -17823.068269 + Penalty 486.339892 = -17336.728377 nChanged 6 SP:Iteration 4Q (80.299415 sec): 3 clusters Score: Raw -17828.189830 + Penalty 484.674110 = -17343.515720 nChanged 4 SP:Iteration 5Q (80.300220 sec): 3 clusters Score: Raw -17830.057815 + Penalty 484.428963 = -17345.628853 nChanged 1 SP:Iteration 6Q (80.301021 sec): 3 clusters Score: Raw -17830.505687 + Penalty 485.359696 = -17345.145991 nChanged 1 SP:Iteration 7F (80.301875 sec): 3 clusters Score: Raw -17830.511524 + Penalty 485.359696 = -17345.151828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.303679 sec): 2 clusters Score: Raw -9312.667419 + Penalty 508.563441 = -8804.103978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.304288 sec): 3 clusters Score: Raw -9253.013317 + Penalty 1035.368478 = -8217.644840 nChanged 64 SP:Iteration 1F (80.304888 sec): 3 clusters Score: Raw -9348.393409 + Penalty 1046.128759 = -8302.264649 nChanged 19 SP:Iteration 2F (80.305484 sec): 3 clusters Score: Raw -9372.739238 + Penalty 1055.833550 = -8316.905688 nChanged 11 SP:Iteration 3Q (80.306068 sec): 3 clusters Score: Raw -9389.396624 + Penalty 1053.657153 = -8335.739471 nChanged 6 SP:Iteration 4Q (80.306644 sec): 3 clusters Score: Raw -9405.608803 + Penalty 1050.856233 = -8354.752570 nChanged 7 SP:Iteration 5Q (80.307217 sec): 3 clusters Score: Raw -9420.780118 + Penalty 1050.343440 = -8370.436679 nChanged 4 SP:Iteration 6Q (80.307819 sec): 3 clusters Score: Raw -9424.329766 + Penalty 1050.386274 = -8373.943492 nChanged 4 SP:Iteration 7Q (80.308390 sec): 3 clusters Score: Raw -9430.795519 + Penalty 1051.840128 = -8378.955392 nChanged 4 SP:Iteration 8Q (80.308957 sec): 3 clusters Score: Raw -9436.684501 + Penalty 1051.840128 = -8384.844373 nChanged 0 SP:Iteration 9F (80.309552 sec): 3 clusters Score: Raw -9436.684501 + Penalty 1051.840128 = -8384.844373 nChanged 0 Memory request: 0.07 GB would take us to total of 0.37 GB. Trying to split cluster 9 (15802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.380716 sec): 2 clusters Score: Raw -647914.986001 + Penalty 284.751239 = -647630.234762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.409943 sec): 3 clusters Score: Raw -637295.804888 + Penalty 574.177010 = -636721.627878 nChanged 7412 SP:Iteration 1F (80.438759 sec): 3 clusters Score: Raw -641241.419199 + Penalty 589.442763 = -640651.976436 nChanged 2006 SP:Iteration 2F (80.467757 sec): 3 clusters Score: Raw -642448.569615 + Penalty 624.646374 = -641823.923241 nChanged 1513 SP:Iteration 3F (80.496525 sec): 3 clusters Score: Raw -643850.326535 + Penalty 679.412116 = -643170.914419 nChanged 1412 SP:Iteration 4F (80.525063 sec): 3 clusters Score: Raw -645266.736093 + Penalty 746.498411 = -644520.237682 nChanged 1094 SP:Iteration 5F (80.553628 sec): 3 clusters Score: Raw -646396.161657 + Penalty 817.743730 = -645578.417927 nChanged 741 SP:Iteration 6Q (80.581654 sec): 3 clusters Score: Raw -647143.154536 + Penalty 889.135356 = -646254.019179 nChanged 454 SP:Iteration 7Q (80.606754 sec): 3 clusters Score: Raw -647583.473481 + Penalty 945.838290 = -646637.635192 nChanged 231 SP:Iteration 8Q (80.630620 sec): 3 clusters Score: Raw -647806.886394 + Penalty 975.421532 = -646831.464861 nChanged 109 SP:Iteration 9Q (80.653673 sec): 3 clusters Score: Raw -647900.514529 + Penalty 1011.075505 = -646889.439024 nChanged 47 SP:Iteration 10F (80.682318 sec): 3 clusters Score: Raw -647935.554220 + Penalty 1035.671676 = -646899.882545 nChanged 26 SP:Iteration 11Q (80.704675 sec): 3 clusters Score: Raw -647953.648306 + Penalty 1048.635365 = -646905.012940 nChanged 5 SP:Iteration 12Q (80.726885 sec): 3 clusters Score: Raw -647955.423735 + Penalty 1050.448359 = -646904.975376 nChanged 2 SP:Iteration 13F (80.755183 sec): 3 clusters Score: Raw -647955.868357 + Penalty 1050.448359 = -646905.419998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 10 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.770054 sec): 2 clusters Score: Raw -39973.215859 + Penalty 1000.416633 = -38972.799225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.771886 sec): 3 clusters Score: Raw -39466.140607 + Penalty 1994.692293 = -37471.448314 nChanged 321 SP:Iteration 1F (80.773706 sec): 3 clusters Score: Raw -39894.998222 + Penalty 1990.093390 = -37904.904832 nChanged 106 SP:Iteration 2F (80.775492 sec): 3 clusters Score: Raw -40049.290514 + Penalty 1989.512301 = -38059.778213 nChanged 54 SP:Iteration 3F (80.777237 sec): 3 clusters Score: Raw -40122.631362 + Penalty 1988.047890 = -38134.583472 nChanged 34 SP:Iteration 4Q (80.778998 sec): 3 clusters Score: Raw -40174.039971 + Penalty 1987.936337 = -38186.103634 nChanged 27 SP:Iteration 5Q (80.780704 sec): 3 clusters Score: Raw -40205.818943 + Penalty 1987.988736 = -38217.830207 nChanged 12 SP:Iteration 6Q (80.782381 sec): 3 clusters Score: Raw -40242.164577 + Penalty 1987.489399 = -38254.675178 nChanged 13 SP:Iteration 7Q (80.784073 sec): 3 clusters Score: Raw -40270.170862 + Penalty 1987.281333 = -38282.889529 nChanged 10 SP:Iteration 8Q (80.785757 sec): 3 clusters Score: Raw -40280.888088 + Penalty 1986.510973 = -38294.377115 nChanged 12 SP:Iteration 9Q (80.787430 sec): 3 clusters Score: Raw -40310.445205 + Penalty 1986.372258 = -38324.072947 nChanged 5 SP:Iteration 10F (80.789205 sec): 3 clusters Score: Raw -40315.920448 + Penalty 1986.593533 = -38329.326915 nChanged 2 SP:Iteration 11Q (80.790841 sec): 3 clusters Score: Raw -40318.674545 + Penalty 1986.760959 = -38331.913587 nChanged 2 SP:Iteration 12Q (80.792500 sec): 3 clusters Score: Raw -40322.218807 + Penalty 1987.711012 = -38334.507795 nChanged 6 SP:Iteration 13Q (80.794138 sec): 3 clusters Score: Raw -40333.815529 + Penalty 1988.123011 = -38345.692518 nChanged 9 SP:Iteration 14Q (80.795771 sec): 3 clusters Score: Raw -40349.202266 + Penalty 1988.235704 = -38360.966562 nChanged 7 SP:Iteration 15Q (80.797393 sec): 3 clusters Score: Raw -40357.793227 + Penalty 1988.161554 = -38369.631673 nChanged 3 SP:Iteration 16Q (80.799012 sec): 3 clusters Score: Raw -40359.295222 + Penalty 1988.554202 = -38370.741021 nChanged 2 SP:Iteration 17Q (80.800631 sec): 3 clusters Score: Raw -40360.521359 + Penalty 1988.478286 = -38372.043074 nChanged 3 SP:Iteration 18Q (80.802251 sec): 3 clusters Score: Raw -40374.555624 + Penalty 1988.642100 = -38385.913524 nChanged 5 SP:Iteration 19Q (80.803871 sec): 3 clusters Score: Raw -40384.549519 + Penalty 1988.952457 = -38395.597063 nChanged 11 SP:Iteration 20F (80.805671 sec): 3 clusters Score: Raw -40399.829292 + Penalty 1989.449281 = -38410.380011 nChanged 7 SP:Iteration 21Q (80.807305 sec): 3 clusters Score: Raw -40404.012766 + Penalty 1989.759430 = -38414.253337 nChanged 3 SP:Iteration 22Q (80.808905 sec): 3 clusters Score: Raw -40416.144624 + Penalty 1988.879775 = -38427.264848 nChanged 7 SP:Iteration 23Q (80.810508 sec): 3 clusters Score: Raw -40442.061471 + Penalty 1988.429948 = -38453.631523 nChanged 8 SP:Iteration 24Q (80.812101 sec): 3 clusters Score: Raw -40447.687630 + Penalty 1987.827812 = -38459.859817 nChanged 5 SP:Iteration 25Q (80.813713 sec): 3 clusters Score: Raw -40451.007953 + Penalty 1988.196202 = -38462.811751 nChanged 4 SP:Iteration 26Q (80.815345 sec): 3 clusters Score: Raw -40454.122065 + Penalty 1988.069319 = -38466.052746 nChanged 2 SP:Iteration 27Q (80.816956 sec): 3 clusters Score: Raw -40454.897023 + Penalty 1988.293551 = -38466.603472 nChanged 1 SP:Iteration 28Q (80.818551 sec): 3 clusters Score: Raw -40455.398635 + Penalty 1988.293551 = -38467.105084 nChanged 0 SP:Iteration 29F (80.820298 sec): 3 clusters Score: Raw -40455.398635 + Penalty 1988.293551 = -38467.105084 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.829797 sec): 2 clusters Score: Raw -95047.416731 + Penalty 842.883824 = -94204.532908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.833189 sec): 3 clusters Score: Raw -93852.156020 + Penalty 1687.137566 = -92165.018454 nChanged 687 SP:Iteration 1F (80.836519 sec): 3 clusters Score: Raw -94333.665098 + Penalty 1693.232602 = -92640.432497 nChanged 236 SP:Iteration 2F (80.839870 sec): 3 clusters Score: Raw -94546.760351 + Penalty 1704.924726 = -92841.835625 nChanged 172 SP:Iteration 3F (80.843194 sec): 3 clusters Score: Raw -94732.010398 + Penalty 1715.426530 = -93016.583868 nChanged 126 SP:Iteration 4F (80.846518 sec): 3 clusters Score: Raw -94849.616608 + Penalty 1726.592597 = -93123.024011 nChanged 103 SP:Iteration 5F (80.849839 sec): 3 clusters Score: Raw -94925.667825 + Penalty 1739.371650 = -93186.296175 nChanged 74 SP:Iteration 6Q (80.853071 sec): 3 clusters Score: Raw -94972.441310 + Penalty 1750.163552 = -93222.277758 nChanged 60 SP:Iteration 7Q (80.856267 sec): 3 clusters Score: Raw -95004.596469 + Penalty 1762.727412 = -93241.869057 nChanged 52 SP:Iteration 8Q (80.859477 sec): 3 clusters Score: Raw -95028.616028 + Penalty 1772.124933 = -93256.491095 nChanged 49 SP:Iteration 9Q (80.862690 sec): 3 clusters Score: Raw -95053.242304 + Penalty 1775.899616 = -93277.342688 nChanged 36 SP:Iteration 10F (80.866068 sec): 3 clusters Score: Raw -95073.514781 + Penalty 1778.516269 = -93294.998513 nChanged 27 SP:Iteration 11Q (80.869112 sec): 3 clusters Score: Raw -95085.905879 + Penalty 1781.419216 = -93304.486663 nChanged 26 SP:Iteration 12Q (80.872141 sec): 3 clusters Score: Raw -95096.918199 + Penalty 1787.748602 = -93309.169597 nChanged 25 SP:Iteration 13Q (80.875099 sec): 3 clusters Score: Raw -95109.718906 + Penalty 1799.588141 = -93310.130766 nChanged 23 SP:Iteration 14Q (80.878020 sec): 3 clusters Score: Raw -95122.567418 + Penalty 1801.307959 = -93321.259459 nChanged 16 SP:Iteration 15Q (80.880898 sec): 3 clusters Score: Raw -95129.621409 + Penalty 1804.142483 = -93325.478925 nChanged 15 SP:Iteration 16Q (80.883749 sec): 3 clusters Score: Raw -95135.943057 + Penalty 1808.998126 = -93326.944931 nChanged 14 SP:Iteration 17Q (80.886601 sec): 3 clusters Score: Raw -95140.190021 + Penalty 1808.889541 = -93331.300480 nChanged 13 SP:Iteration 18Q (80.889385 sec): 3 clusters Score: Raw -95145.197424 + Penalty 1815.235638 = -93329.961786 nChanged 9 SP:Iteration 19F (80.892700 sec): 3 clusters Score: Raw -95145.715887 + Penalty 1815.972415 = -93329.743472 nChanged 5 SP:Iteration 20F (80.896035 sec): 3 clusters Score: Raw -95146.635024 + Penalty 1815.682354 = -93330.952670 nChanged 3 SP:Iteration 21Q (80.898780 sec): 3 clusters Score: Raw -95149.172852 + Penalty 1816.057973 = -93333.114878 nChanged 2 SP:Iteration 22Q (80.901521 sec): 3 clusters Score: Raw -95149.941816 + Penalty 1817.391639 = -93332.550177 nChanged 2 SP:Iteration 23F (80.904837 sec): 3 clusters Score: Raw -95152.385580 + Penalty 1817.048438 = -93335.337141 nChanged 2 SP:Iteration 24Q (80.907564 sec): 3 clusters Score: Raw -95154.788303 + Penalty 1818.238472 = -93336.549831 nChanged 2 SP:Iteration 25Q (80.910278 sec): 3 clusters Score: Raw -95156.519454 + Penalty 1819.546929 = -93336.972525 nChanged 2 SP:Iteration 26Q (80.912989 sec): 3 clusters Score: Raw -95156.212504 + Penalty 1820.770559 = -93335.441945 nChanged 1 SP:Iteration 27F (80.916325 sec): 3 clusters Score: Raw -95156.971437 + Penalty 1819.834696 = -93337.136741 nChanged 2 SP:Iteration 28Q (80.919037 sec): 3 clusters Score: Raw -95156.935400 + Penalty 1820.922190 = -93336.013210 nChanged 1 SP:Iteration 29F (80.922349 sec): 3 clusters Score: Raw -95157.816409 + Penalty 1820.922190 = -93336.894219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.929873 sec): 2 clusters Score: Raw -12792.250755 + Penalty 660.442707 = -12131.808048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.930611 sec): 3 clusters Score: Raw -12722.396592 + Penalty 1321.578812 = -11400.817779 nChanged 69 SP:Iteration 1F (80.931317 sec): 3 clusters Score: Raw -12802.054782 + Penalty 1326.044270 = -11476.010512 nChanged 19 SP:Iteration 2F (80.932023 sec): 3 clusters Score: Raw -12836.524741 + Penalty 1329.539758 = -11506.984983 nChanged 15 SP:Iteration 3F (80.932725 sec): 3 clusters Score: Raw -12880.368617 + Penalty 1333.460174 = -11546.908443 nChanged 15 SP:Iteration 4F (80.933432 sec): 3 clusters Score: Raw -12911.464020 + Penalty 1334.263662 = -11577.200357 nChanged 5 SP:Iteration 5Q (80.934106 sec): 3 clusters Score: Raw -12916.985432 + Penalty 1334.833506 = -11582.151926 nChanged 2 SP:Iteration 6Q (80.934776 sec): 3 clusters Score: Raw -12918.116397 + Penalty 1335.942301 = -11582.174097 nChanged 2 SP:Iteration 7Q (80.935447 sec): 3 clusters Score: Raw -12921.041168 + Penalty 1338.941539 = -11582.099630 nChanged 4 SP:Iteration 8F (80.936148 sec): 3 clusters Score: Raw -12927.030763 + Penalty 1341.508799 = -11585.521964 nChanged 2 SP:Iteration 9Q (80.936818 sec): 3 clusters Score: Raw -12928.132999 + Penalty 1341.539094 = -11586.593905 nChanged 1 SP:Iteration 10F (80.937519 sec): 3 clusters Score: Raw -12929.116189 + Penalty 1341.990552 = -11587.125637 nChanged 1 SP:Iteration 11Q (80.938190 sec): 3 clusters Score: Raw -12929.863140 + Penalty 1342.022806 = -11587.840334 nChanged 2 SP:Iteration 12Q (80.938861 sec): 3 clusters Score: Raw -12933.160594 + Penalty 1342.885406 = -11590.275188 nChanged 1 SP:Iteration 13Q (80.939562 sec): 3 clusters Score: Raw -12936.666569 + Penalty 1345.133738 = -11591.532830 nChanged 2 SP:Iteration 14Q (80.940229 sec): 3 clusters Score: Raw -12941.224163 + Penalty 1348.994077 = -11592.230086 nChanged 3 SP:Iteration 15Q (80.940895 sec): 3 clusters Score: Raw -12944.325326 + Penalty 1350.710535 = -11593.614791 nChanged 2 SP:Iteration 16Q (80.941565 sec): 3 clusters Score: Raw -12946.106544 + Penalty 1352.431034 = -11593.675510 nChanged 1 SP:Iteration 17Q (80.942230 sec): 3 clusters Score: Raw -12947.829202 + Penalty 1353.027491 = -11594.801710 nChanged 1 SP:Iteration 18Q (80.942893 sec): 3 clusters Score: Raw -12948.657666 + Penalty 1354.782953 = -11593.874713 nChanged 1 SP:Iteration 19F (80.943596 sec): 3 clusters Score: Raw -12949.706241 + Penalty 1355.988260 = -11593.717981 nChanged 1 SP:Iteration 20F (80.944298 sec): 3 clusters Score: Raw -12951.435722 + Penalty 1356.329949 = -11595.105773 nChanged 1 SP:Iteration 21Q (80.944961 sec): 3 clusters Score: Raw -12954.405240 + Penalty 1356.329949 = -11598.075292 nChanged 0 SP:Iteration 22F (80.945663 sec): 3 clusters Score: Raw -12954.405240 + Penalty 1356.329949 = -11598.075292 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 18 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.948771 sec): 2 clusters Score: Raw -24665.471016 + Penalty 598.980256 = -24066.490760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.949977 sec): 3 clusters Score: Raw -24422.386540 + Penalty 1226.955959 = -23195.430581 nChanged 204 SP:Iteration 1F (80.951167 sec): 3 clusters Score: Raw -24626.999017 + Penalty 1271.642504 = -23355.356513 nChanged 64 SP:Iteration 2F (80.952355 sec): 3 clusters Score: Raw -24719.752819 + Penalty 1305.301150 = -23414.451669 nChanged 42 SP:Iteration 3F (80.953549 sec): 3 clusters Score: Raw -24776.544391 + Penalty 1331.826111 = -23444.718280 nChanged 28 SP:Iteration 4Q (80.954729 sec): 3 clusters Score: Raw -24818.501999 + Penalty 1342.262568 = -23476.239430 nChanged 12 SP:Iteration 5Q (80.955891 sec): 3 clusters Score: Raw -24829.819560 + Penalty 1345.111003 = -23484.708557 nChanged 3 SP:Iteration 6Q (80.957037 sec): 3 clusters Score: Raw -24833.653445 + Penalty 1347.297822 = -23486.355624 nChanged 1 SP:Iteration 7Q (80.958174 sec): 3 clusters Score: Raw -24835.433411 + Penalty 1352.633223 = -23482.800188 nChanged 3 SP:Iteration 8F (80.959362 sec): 3 clusters Score: Raw -24839.519913 + Penalty 1352.470260 = -23487.049653 nChanged 1 SP:Iteration 9Q (80.960485 sec): 3 clusters Score: Raw -24840.099496 + Penalty 1352.470260 = -23487.629236 nChanged 0 SP:Iteration 10F (80.961672 sec): 3 clusters Score: Raw -24840.099496 + Penalty 1352.470260 = -23487.629236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.963613 sec): 2 clusters Score: Raw -11561.351988 + Penalty 839.943998 = -10721.407990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.964265 sec): 3 clusters Score: Raw -11437.040830 + Penalty 1677.898781 = -9759.142050 nChanged 46 SP:Iteration 1F (80.964895 sec): 3 clusters Score: Raw -11523.539715 + Penalty 1677.101573 = -9846.438142 nChanged 14 SP:Iteration 2F (80.965524 sec): 3 clusters Score: Raw -11560.533872 + Penalty 1675.684522 = -9884.849350 nChanged 12 SP:Iteration 3Q (80.966122 sec): 3 clusters Score: Raw -11595.657717 + Penalty 1676.202942 = -9919.454776 nChanged 3 SP:Iteration 4Q (80.966711 sec): 3 clusters Score: Raw -11600.980994 + Penalty 1675.841969 = -9925.139025 nChanged 1 SP:Iteration 5Q (80.967303 sec): 3 clusters Score: Raw -11605.474057 + Penalty 1675.841969 = -9929.632087 nChanged 0 SP:Iteration 6F (80.967978 sec): 3 clusters Score: Raw -11605.474057 + Penalty 1675.841969 = -9929.632087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.969432 sec): 2 clusters Score: Raw -9749.339190 + Penalty 179.804776 = -9569.534413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.970041 sec): 3 clusters Score: Raw -9635.444519 + Penalty 360.379487 = -9275.065032 nChanged 70 SP:Iteration 1F (80.970640 sec): 3 clusters Score: Raw -9672.252783 + Penalty 365.335020 = -9306.917763 nChanged 28 SP:Iteration 2F (80.971237 sec): 3 clusters Score: Raw -9690.772352 + Penalty 369.315722 = -9321.456630 nChanged 12 SP:Iteration 3F (80.971833 sec): 3 clusters Score: Raw -9699.109239 + Penalty 386.144147 = -9312.965092 nChanged 17 SP:Iteration 4F (80.972442 sec): 3 clusters Score: Raw -9713.011067 + Penalty 425.227564 = -9287.783503 nChanged 21 SP:Iteration 5F (80.973025 sec): 3 clusters Score: Raw -9736.895109 + Penalty 459.152832 = -9277.742276 nChanged 12 SP:Iteration 6F (80.973604 sec): 3 clusters Score: Raw -9750.271532 + Penalty 488.999041 = -9261.272491 nChanged 4 SP:Iteration 7F (80.974201 sec): 3 clusters Score: Raw -9752.647837 + Penalty 498.849883 = -9253.797954 nChanged 1 SP:Iteration 8F (80.974798 sec): 3 clusters Score: Raw -9753.453846 + Penalty 500.805473 = -9252.648374 nChanged 1 SP:Iteration 9F (80.975397 sec): 3 clusters Score: Raw -9754.878613 + Penalty 503.824199 = -9251.054414 nChanged 1 SP:Iteration 10F (80.975993 sec): 3 clusters Score: Raw -9756.412106 + Penalty 503.824199 = -9252.587908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.980777 sec): 2 clusters Score: Raw -63492.271262 + Penalty 767.616809 = -62724.654453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.983435 sec): 3 clusters Score: Raw -62724.011763 + Penalty 1532.679191 = -61191.332571 nChanged 511 SP:Iteration 1F (80.986009 sec): 3 clusters Score: Raw -63016.985292 + Penalty 1525.632009 = -61491.353283 nChanged 185 SP:Iteration 2F (80.988579 sec): 3 clusters Score: Raw -63195.756890 + Penalty 1514.713435 = -61681.043455 nChanged 131 SP:Iteration 3F (80.991089 sec): 3 clusters Score: Raw -63310.315965 + Penalty 1506.978083 = -61803.337882 nChanged 81 SP:Iteration 4F (80.993598 sec): 3 clusters Score: Raw -63376.703824 + Penalty 1509.051603 = -61867.652221 nChanged 62 SP:Iteration 5Q (80.996076 sec): 3 clusters Score: Raw -63427.968018 + Penalty 1517.649576 = -61910.318443 nChanged 47 SP:Iteration 6Q (80.998528 sec): 3 clusters Score: Raw -63468.737529 + Penalty 1528.552872 = -61940.184657 nChanged 32 SP:Iteration 7Q (81.000948 sec): 3 clusters Score: Raw -63494.347340 + Penalty 1534.818825 = -61959.528515 nChanged 23 SP:Iteration 8Q (81.003343 sec): 3 clusters Score: Raw -63510.181672 + Penalty 1542.264319 = -61967.917353 nChanged 19 SP:Iteration 9Q (81.005719 sec): 3 clusters Score: Raw -63528.098419 + Penalty 1547.880956 = -61980.217462 nChanged 17 SP:Iteration 10F (81.008216 sec): 3 clusters Score: Raw -63539.864876 + Penalty 1554.604677 = -61985.260199 nChanged 14 SP:Iteration 11Q (81.010549 sec): 3 clusters Score: Raw -63548.165540 + Penalty 1556.718340 = -61991.447200 nChanged 13 SP:Iteration 12Q (81.012869 sec): 3 clusters Score: Raw -63558.566624 + Penalty 1565.035059 = -61993.531565 nChanged 15 SP:Iteration 13Q (81.015165 sec): 3 clusters Score: Raw -63573.582896 + Penalty 1581.663967 = -61991.918929 nChanged 15 SP:Iteration 14F (81.017663 sec): 3 clusters Score: Raw -63585.512242 + Penalty 1591.166438 = -61994.345803 nChanged 10 SP:Iteration 15Q (81.019932 sec): 3 clusters Score: Raw -63597.413720 + Penalty 1606.139809 = -61991.273911 nChanged 11 SP:Iteration 16F (81.022428 sec): 3 clusters Score: Raw -63605.424118 + Penalty 1610.111700 = -61995.312417 nChanged 6 SP:Iteration 17Q (81.024642 sec): 3 clusters Score: Raw -63608.230156 + Penalty 1614.005488 = -61994.224668 nChanged 3 SP:Iteration 18F (81.027139 sec): 3 clusters Score: Raw -63611.209778 + Penalty 1615.447572 = -61995.762206 nChanged 1 SP:Iteration 19Q (81.029361 sec): 3 clusters Score: Raw -63611.494149 + Penalty 1615.447572 = -61996.046577 nChanged 0 SP:Iteration 20F (81.031867 sec): 3 clusters Score: Raw -63611.494149 + Penalty 1615.447572 = -61996.046577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 35 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.034814 sec): 2 clusters Score: Raw -33971.428074 + Penalty 893.496066 = -33077.932008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.036207 sec): 3 clusters Score: Raw -33531.607938 + Penalty 1801.201486 = -31730.406451 nChanged 219 SP:Iteration 1F (81.037577 sec): 3 clusters Score: Raw -33791.286766 + Penalty 1825.543892 = -31965.742875 nChanged 88 SP:Iteration 2F (81.038949 sec): 3 clusters Score: Raw -33983.392345 + Penalty 1839.486702 = -32143.905643 nChanged 48 SP:Iteration 3F (81.040318 sec): 3 clusters Score: Raw -34078.981413 + Penalty 1845.954257 = -32233.027156 nChanged 24 SP:Iteration 4Q (81.041579 sec): 3 clusters Score: Raw -34127.215298 + Penalty 1846.520305 = -32280.694993 nChanged 10 SP:Iteration 5Q (81.042823 sec): 3 clusters Score: Raw -34141.284041 + Penalty 1846.830629 = -32294.453412 nChanged 4 SP:Iteration 6Q (81.044081 sec): 3 clusters Score: Raw -34144.668687 + Penalty 1847.320570 = -32297.348117 nChanged 1 SP:Iteration 7Q (81.045322 sec): 3 clusters Score: Raw -34145.940429 + Penalty 1847.320570 = -32298.619859 nChanged 0 SP:Iteration 8F (81.046687 sec): 3 clusters Score: Raw -34145.940429 + Penalty 1847.320570 = -32298.619859 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 40 (3229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.061863 sec): 2 clusters Score: Raw -160305.528253 + Penalty 211.437567 = -160094.090685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.067763 sec): 3 clusters Score: Raw -158018.418673 + Penalty 423.032378 = -157595.386295 nChanged 1504 SP:Iteration 1F (81.073569 sec): 3 clusters Score: Raw -158875.237701 + Penalty 424.112168 = -158451.125533 nChanged 326 SP:Iteration 2F (81.079314 sec): 3 clusters Score: Raw -159080.706718 + Penalty 431.108566 = -158649.598152 nChanged 365 SP:Iteration 3F (81.085068 sec): 3 clusters Score: Raw -159393.334877 + Penalty 441.264212 = -158952.070666 nChanged 347 SP:Iteration 4F (81.090818 sec): 3 clusters Score: Raw -159631.648141 + Penalty 448.747396 = -159182.900745 nChanged 233 SP:Iteration 5F (81.096543 sec): 3 clusters Score: Raw -159747.656558 + Penalty 453.516034 = -159294.140524 nChanged 148 SP:Iteration 6Q (81.102218 sec): 3 clusters Score: Raw -159797.745070 + Penalty 453.238436 = -159344.506634 nChanged 85 SP:Iteration 7Q (81.107899 sec): 3 clusters Score: Raw -159823.642528 + Penalty 453.881108 = -159369.761420 nChanged 66 SP:Iteration 8Q (81.113593 sec): 3 clusters Score: Raw -159847.709497 + Penalty 456.000777 = -159391.708720 nChanged 52 SP:Iteration 9Q (81.119263 sec): 3 clusters Score: Raw -159874.952007 + Penalty 457.182326 = -159417.769681 nChanged 43 SP:Iteration 10F (81.125205 sec): 3 clusters Score: Raw -159900.625513 + Penalty 458.563634 = -159442.061878 nChanged 35 SP:Iteration 11Q (81.131114 sec): 3 clusters Score: Raw -159945.917631 + Penalty 460.813503 = -159485.104128 nChanged 56 SP:Iteration 12Q (81.136804 sec): 3 clusters Score: Raw -160016.944013 + Penalty 461.713558 = -159555.230455 nChanged 59 SP:Iteration 13Q (81.142330 sec): 3 clusters Score: Raw -160040.442099 + Penalty 461.597761 = -159578.844338 nChanged 33 SP:Iteration 14Q (81.147744 sec): 3 clusters Score: Raw -160044.687116 + Penalty 464.390608 = -159580.296508 nChanged 30 SP:Iteration 15Q (81.153064 sec): 3 clusters Score: Raw -160046.482014 + Penalty 465.863344 = -159580.618671 nChanged 28 SP:Iteration 16Q (81.158331 sec): 3 clusters Score: Raw -160046.464329 + Penalty 467.046971 = -159579.417358 nChanged 25 SP:Iteration 17F (81.164078 sec): 3 clusters Score: Raw -160046.167849 + Penalty 469.321002 = -159576.846847 nChanged 27 SP:Iteration 18F (81.169816 sec): 3 clusters Score: Raw -160046.181163 + Penalty 468.381192 = -159577.799972 nChanged 31 SP:Iteration 19Q (81.175088 sec): 3 clusters Score: Raw -160047.851024 + Penalty 470.362971 = -159577.488053 nChanged 38 SP:Iteration 20F (81.180792 sec): 3 clusters Score: Raw -160053.144559 + Penalty 469.333170 = -159583.811389 nChanged 42 SP:Iteration 21Q (81.185957 sec): 3 clusters Score: Raw -160062.793595 + Penalty 470.636890 = -159592.156705 nChanged 52 SP:Iteration 22Q (81.191095 sec): 3 clusters Score: Raw -160076.805297 + Penalty 471.524287 = -159605.281009 nChanged 64 SP:Iteration 23Q (81.196183 sec): 3 clusters Score: Raw -160098.413461 + Penalty 468.628168 = -159629.785293 nChanged 64 SP:Iteration 24Q (81.201181 sec): 3 clusters Score: Raw -160125.011817 + Penalty 467.272151 = -159657.739666 nChanged 55 SP:Iteration 25Q (81.206105 sec): 3 clusters Score: Raw -160141.112748 + Penalty 462.608186 = -159678.504563 nChanged 43 SP:Iteration 26Q (81.210954 sec): 3 clusters Score: Raw -160150.868981 + Penalty 460.768563 = -159690.100418 nChanged 36 SP:Iteration 27Q (81.215752 sec): 3 clusters Score: Raw -160153.798017 + Penalty 463.287975 = -159690.510042 nChanged 28 SP:Iteration 28Q (81.220512 sec): 3 clusters Score: Raw -160156.728882 + Penalty 461.500539 = -159695.228343 nChanged 28 SP:Iteration 29Q (81.225272 sec): 3 clusters Score: Raw -160160.103112 + Penalty 461.025497 = -159699.077615 nChanged 34 SP:Iteration 30F (81.230977 sec): 3 clusters Score: Raw -160161.304740 + Penalty 463.306406 = -159697.998334 nChanged 27 SP:Iteration 31F (81.236683 sec): 3 clusters Score: Raw -160161.874510 + Penalty 464.954921 = -159696.919589 nChanged 29 SP:Iteration 32F (81.242385 sec): 3 clusters Score: Raw -160160.882370 + Penalty 462.385696 = -159698.496673 nChanged 30 SP:Iteration 33Q (81.247039 sec): 3 clusters Score: Raw -160162.763193 + Penalty 461.710491 = -159701.052702 nChanged 31 SP:Iteration 34Q (81.251632 sec): 3 clusters Score: Raw -160169.395578 + Penalty 476.162421 = -159693.233157 nChanged 51 SP:Iteration 35F (81.257345 sec): 3 clusters Score: Raw -160216.008202 + Penalty 512.723158 = -159703.285044 nChanged 58 SP:Iteration 36Q (81.261875 sec): 3 clusters Score: Raw -160282.636636 + Penalty 1019.349138 = -159263.287498 nChanged 23 SP:Iteration 37F (81.267578 sec): 3 clusters Score: Raw -160303.403671 + Penalty 211.437567 = -160091.966104 nChanged 1 SP:Iteration 38Q (81.271969 sec): 2 clusters Score: Raw -160305.528253 + Penalty 211.437567 = -160094.090685 nChanged 0 SP:Iteration 39F (81.276460 sec): 2 clusters Score: Raw -160305.528253 + Penalty 211.437567 = -160094.090685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.280028 sec): 2 clusters Score: Raw -5135.113761 + Penalty 90.138791 = -5044.974969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.280508 sec): 3 clusters Score: Raw -5100.213168 + Penalty 193.549803 = -4906.663365 nChanged 44 SP:Iteration 1F (81.280920 sec): 3 clusters Score: Raw -5177.761636 + Penalty 204.440271 = -4973.321365 nChanged 10 SP:Iteration 2F (81.281343 sec): 3 clusters Score: Raw -5194.397826 + Penalty 205.307088 = -4989.090738 nChanged 1 SP:Iteration 3Q (81.281739 sec): 3 clusters Score: Raw -5194.709653 + Penalty 205.307088 = -4989.402565 nChanged 0 SP:Iteration 4F (81.282166 sec): 3 clusters Score: Raw -5194.709653 + Penalty 205.307088 = -4989.402565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.284239 sec): 2 clusters Score: Raw -12431.310667 + Penalty 492.034644 = -11939.276023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.285070 sec): 3 clusters Score: Raw -12314.561545 + Penalty 979.672070 = -11334.889475 nChanged 92 SP:Iteration 1F (81.285894 sec): 3 clusters Score: Raw -12400.020525 + Penalty 981.119244 = -11418.901281 nChanged 38 SP:Iteration 2F (81.286685 sec): 3 clusters Score: Raw -12456.719099 + Penalty 978.995235 = -11477.723864 nChanged 27 SP:Iteration 3F (81.287475 sec): 3 clusters Score: Raw -12487.718726 + Penalty 985.878686 = -11501.840040 nChanged 10 SP:Iteration 4Q (81.288264 sec): 3 clusters Score: Raw -12500.407284 + Penalty 977.240947 = -11523.166337 nChanged 10 SP:Iteration 5Q (81.289033 sec): 3 clusters Score: Raw -12515.189198 + Penalty 980.085377 = -11535.103822 nChanged 4 SP:Iteration 6Q (81.289794 sec): 3 clusters Score: Raw -12520.985870 + Penalty 979.701420 = -11541.284449 nChanged 6 SP:Iteration 7Q (81.290553 sec): 3 clusters Score: Raw -12526.854049 + Penalty 980.116112 = -11546.737937 nChanged 6 SP:Iteration 8Q (81.291308 sec): 3 clusters Score: Raw -12532.321903 + Penalty 989.208870 = -11543.113033 nChanged 5 SP:Iteration 9F (81.292096 sec): 3 clusters Score: Raw -12536.562246 + Penalty 995.359208 = -11541.203037 nChanged 3 SP:Iteration 10F (81.292884 sec): 3 clusters Score: Raw -12538.573703 + Penalty 999.020637 = -11539.553066 nChanged 1 SP:Iteration 11F (81.293682 sec): 3 clusters Score: Raw -12539.029500 + Penalty 1001.799533 = -11537.229967 nChanged 1 SP:Iteration 12F (81.294471 sec): 3 clusters Score: Raw -12539.257072 + Penalty 1007.211369 = -11532.045703 nChanged 1 SP:Iteration 13F (81.295258 sec): 3 clusters Score: Raw -12539.949504 + Penalty 1010.272940 = -11529.676564 nChanged 2 SP:Iteration 14F (81.296050 sec): 3 clusters Score: Raw -12543.637028 + Penalty 1017.501621 = -11526.135407 nChanged 2 SP:Iteration 15F (81.296837 sec): 3 clusters Score: Raw -12544.657636 + Penalty 1020.431188 = -11524.226449 nChanged 1 SP:Iteration 16F (81.297625 sec): 3 clusters Score: Raw -12548.482134 + Penalty 1018.963612 = -11529.518522 nChanged 2 SP:Iteration 17Q (81.298357 sec): 3 clusters Score: Raw -12550.664795 + Penalty 1023.209021 = -11527.455773 nChanged 2 SP:Iteration 18F (81.299145 sec): 3 clusters Score: Raw -12552.450835 + Penalty 1034.657272 = -11517.793563 nChanged 2 SP:Iteration 19F (81.299934 sec): 3 clusters Score: Raw -12554.672200 + Penalty 1030.905505 = -11523.766695 nChanged 1 SP:Iteration 20F (81.300723 sec): 3 clusters Score: Raw -12556.343109 + Penalty 1030.905505 = -11525.437604 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.307806 sec): 2 clusters Score: Raw -107074.304533 + Penalty 1115.655352 = -105958.649181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.311473 sec): 3 clusters Score: Raw -105895.175560 + Penalty 2231.759514 = -103663.416045 nChanged 713 SP:Iteration 1F (81.315042 sec): 3 clusters Score: Raw -106525.549718 + Penalty 2233.127963 = -104292.421755 nChanged 222 SP:Iteration 2F (81.318561 sec): 3 clusters Score: Raw -106790.107195 + Penalty 2233.478370 = -104556.628825 nChanged 137 SP:Iteration 3F (81.322102 sec): 3 clusters Score: Raw -106926.893410 + Penalty 2233.745540 = -104693.147870 nChanged 92 SP:Iteration 4Q (81.325556 sec): 3 clusters Score: Raw -107011.950963 + Penalty 2233.761946 = -104778.189016 nChanged 74 SP:Iteration 5Q (81.328988 sec): 3 clusters Score: Raw -107091.603741 + Penalty 2233.837433 = -104857.766308 nChanged 65 SP:Iteration 6Q (81.332397 sec): 3 clusters Score: Raw -107180.941718 + Penalty 2233.338235 = -104947.603483 nChanged 64 SP:Iteration 7Q (81.335784 sec): 3 clusters Score: Raw -107245.282912 + Penalty 2232.811317 = -105012.471595 nChanged 56 SP:Iteration 8Q (81.339158 sec): 3 clusters Score: Raw -107293.393831 + Penalty 2231.547382 = -105061.846449 nChanged 42 SP:Iteration 9Q (81.342493 sec): 3 clusters Score: Raw -107327.829497 + Penalty 2230.435028 = -105097.394469 nChanged 42 SP:Iteration 10F (81.346003 sec): 3 clusters Score: Raw -107359.681348 + Penalty 2229.577008 = -105130.104339 nChanged 34 SP:Iteration 11Q (81.349369 sec): 3 clusters Score: Raw -107382.972131 + Penalty 2228.733340 = -105154.238791 nChanged 26 SP:Iteration 12Q (81.352669 sec): 3 clusters Score: Raw -107402.695965 + Penalty 2228.119667 = -105174.576298 nChanged 19 SP:Iteration 13Q (81.355967 sec): 3 clusters Score: Raw -107418.840765 + Penalty 2227.295730 = -105191.545034 nChanged 23 SP:Iteration 14Q (81.359253 sec): 3 clusters Score: Raw -107435.109772 + Penalty 2226.686768 = -105208.423004 nChanged 22 SP:Iteration 15Q (81.362530 sec): 3 clusters Score: Raw -107448.847719 + Penalty 2226.180888 = -105222.666831 nChanged 22 SP:Iteration 16Q (81.365805 sec): 3 clusters Score: Raw -107461.045414 + Penalty 2225.957219 = -105235.088195 nChanged 17 SP:Iteration 17Q (81.369072 sec): 3 clusters Score: Raw -107470.123924 + Penalty 2225.642872 = -105244.481051 nChanged 19 SP:Iteration 18Q (81.372342 sec): 3 clusters Score: Raw -107480.553876 + Penalty 2225.520563 = -105255.033313 nChanged 18 SP:Iteration 19Q (81.375658 sec): 3 clusters Score: Raw -107489.248320 + Penalty 2225.583554 = -105263.664766 nChanged 20 SP:Iteration 20F (81.379190 sec): 3 clusters Score: Raw -107498.515551 + Penalty 2225.763416 = -105272.752135 nChanged 15 SP:Iteration 21Q (81.382462 sec): 3 clusters Score: Raw -107506.082326 + Penalty 2226.193520 = -105279.888806 nChanged 14 SP:Iteration 22Q (81.385737 sec): 3 clusters Score: Raw -107512.463605 + Penalty 2226.201401 = -105286.262203 nChanged 11 SP:Iteration 23Q (81.389006 sec): 3 clusters Score: Raw -107515.967037 + Penalty 2226.466568 = -105289.500468 nChanged 6 SP:Iteration 24Q (81.392268 sec): 3 clusters Score: Raw -107518.211501 + Penalty 2226.631711 = -105291.579790 nChanged 8 SP:Iteration 25Q (81.395570 sec): 3 clusters Score: Raw -107521.890334 + Penalty 2226.846225 = -105295.044109 nChanged 10 SP:Iteration 26Q (81.398928 sec): 3 clusters Score: Raw -107525.382708 + Penalty 2227.086441 = -105298.296268 nChanged 6 SP:Iteration 27Q (81.402206 sec): 3 clusters Score: Raw -107527.112459 + Penalty 2227.310255 = -105299.802204 nChanged 7 SP:Iteration 28Q (81.405471 sec): 3 clusters Score: Raw -107529.154638 + Penalty 2227.523359 = -105301.631279 nChanged 4 SP:Iteration 29Q (81.408734 sec): 3 clusters Score: Raw -107530.412232 + Penalty 2227.723531 = -105302.688701 nChanged 4 SP:Iteration 30F (81.412233 sec): 3 clusters Score: Raw -107531.260076 + Penalty 2227.723531 = -105303.536545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.415019 sec): 2 clusters Score: Raw -7032.349189 + Penalty 379.303553 = -6653.045636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.415600 sec): 3 clusters Score: Raw -7006.469822 + Penalty 755.043758 = -6251.426064 nChanged 44 SP:Iteration 1F (81.416172 sec): 3 clusters Score: Raw -7069.202185 + Penalty 755.284949 = -6313.917236 nChanged 12 SP:Iteration 2F (81.416740 sec): 3 clusters Score: Raw -7084.579039 + Penalty 755.120868 = -6329.458171 nChanged 8 SP:Iteration 3Q (81.417296 sec): 3 clusters Score: Raw -7096.843631 + Penalty 751.656586 = -6345.187045 nChanged 8 SP:Iteration 4Q (81.417847 sec): 3 clusters Score: Raw -7109.210816 + Penalty 752.656149 = -6356.554667 nChanged 5 SP:Iteration 5Q (81.418394 sec): 3 clusters Score: Raw -7129.290519 + Penalty 753.265730 = -6376.024788 nChanged 2 SP:Iteration 6Q (81.418934 sec): 3 clusters Score: Raw -7133.799210 + Penalty 754.765172 = -6379.034038 nChanged 1 SP:Iteration 7Q (81.419473 sec): 3 clusters Score: Raw -7134.383907 + Penalty 754.765172 = -6379.618735 nChanged 0 SP:Iteration 8F (81.420038 sec): 3 clusters Score: Raw -7134.383907 + Penalty 754.765172 = -6379.618735 nChanged 0 Iteration 219F (81.748533 sec): 20 clusters Score: Raw -1325145.149779 + Penalty 17689.918441 = -1307455.231338 nChanged 9 Iteration 220F (82.058963 sec): 20 clusters Score: Raw -1325145.884292 + Penalty 17691.397920 = -1307454.486372 nChanged 5 Iteration 221F (82.370394 sec): 20 clusters Score: Raw -1325147.001415 + Penalty 17692.019525 = -1307454.981890 nChanged 5 Iteration 222Q (82.461316 sec): 20 clusters Score: Raw -1325148.354456 + Penalty 17691.988790 = -1307456.365666 nChanged 1 Iteration 223Q (82.552295 sec): 20 clusters Score: Raw -1325148.231053 + Penalty 17692.235089 = -1307455.995964 nChanged 1 Iteration 224F (82.862995 sec): 20 clusters Score: Raw -1325147.974413 + Penalty 17692.828037 = -1307455.146376 nChanged 1 Iteration 225F (83.177973 sec): 20 clusters Score: Raw -1325148.512613 + Penalty 17692.828037 = -1307455.684576 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1325148.512613 + Penalty 17692.828037 = -1307455.684576Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.243188 sec): 2 clusters Score: Raw -38421.392284 + Penalty 439.455648 = -37981.936636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.244873 sec): 3 clusters Score: Raw -37842.241057 + Penalty 898.428165 = -36943.812892 nChanged 308 SP:Iteration 1F (83.246521 sec): 3 clusters Score: Raw -38128.765574 + Penalty 958.201501 = -37170.564073 nChanged 131 SP:Iteration 2F (83.248168 sec): 3 clusters Score: Raw -38276.790884 + Penalty 1023.602610 = -37253.188275 nChanged 67 SP:Iteration 3F (83.249808 sec): 3 clusters Score: Raw -38367.452430 + Penalty 1065.780900 = -37301.671530 nChanged 44 SP:Iteration 4F (83.251497 sec): 3 clusters Score: Raw -38414.159062 + Penalty 1083.315751 = -37330.843310 nChanged 20 SP:Iteration 5Q (83.253050 sec): 3 clusters Score: Raw -38427.714989 + Penalty 1095.533784 = -37332.181205 nChanged 16 SP:Iteration 6Q (83.254559 sec): 3 clusters Score: Raw -38436.432345 + Penalty 1104.877847 = -37331.554498 nChanged 10 SP:Iteration 7F (83.256199 sec): 3 clusters Score: Raw -38443.146367 + Penalty 1101.624677 = -37341.521690 nChanged 6 SP:Iteration 8Q (83.257671 sec): 3 clusters Score: Raw -38444.980489 + Penalty 1095.568208 = -37349.412281 nChanged 7 SP:Iteration 9Q (83.259180 sec): 3 clusters Score: Raw -38447.212909 + Penalty 1095.685349 = -37351.527560 nChanged 8 SP:Iteration 10F (83.260846 sec): 3 clusters Score: Raw -38449.750857 + Penalty 1096.580177 = -37353.170679 nChanged 2 SP:Iteration 11Q (83.262313 sec): 3 clusters Score: Raw -38450.609828 + Penalty 1095.323426 = -37355.286402 nChanged 3 SP:Iteration 12Q (83.263800 sec): 3 clusters Score: Raw -38452.009692 + Penalty 1096.363048 = -37355.646644 nChanged 5 SP:Iteration 13Q (83.265317 sec): 3 clusters Score: Raw -38454.207220 + Penalty 1091.986199 = -37362.221021 nChanged 3 SP:Iteration 14Q (83.266777 sec): 3 clusters Score: Raw -38454.670014 + Penalty 1091.986199 = -37362.683814 nChanged 0 SP:Iteration 15F (83.268426 sec): 3 clusters Score: Raw -38454.670014 + Penalty 1091.986199 = -37362.683814 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.279386 sec): 2 clusters Score: Raw -100153.713306 + Penalty 583.163874 = -99570.549432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.283482 sec): 3 clusters Score: Raw -98825.917665 + Penalty 1169.763977 = -97656.153688 nChanged 943 SP:Iteration 1F (83.287505 sec): 3 clusters Score: Raw -99485.963354 + Penalty 1183.929063 = -98302.034292 nChanged 290 SP:Iteration 2F (83.291514 sec): 3 clusters Score: Raw -99693.610169 + Penalty 1202.574820 = -98491.035348 nChanged 199 SP:Iteration 3F (83.295538 sec): 3 clusters Score: Raw -99876.312877 + Penalty 1222.352189 = -98653.960688 nChanged 143 SP:Iteration 4F (83.299525 sec): 3 clusters Score: Raw -100000.368111 + Penalty 1234.083046 = -98766.285065 nChanged 83 SP:Iteration 5Q (83.303505 sec): 3 clusters Score: Raw -100074.904436 + Penalty 1249.478589 = -98825.425847 nChanged 63 SP:Iteration 6Q (83.307431 sec): 3 clusters Score: Raw -100132.315935 + Penalty 1256.231529 = -98876.084405 nChanged 33 SP:Iteration 7Q (83.311257 sec): 3 clusters Score: Raw -100154.985682 + Penalty 1267.281941 = -98887.703742 nChanged 32 SP:Iteration 8Q (83.314971 sec): 3 clusters Score: Raw -100174.223962 + Penalty 1269.221304 = -98905.002658 nChanged 18 SP:Iteration 9Q (83.318614 sec): 3 clusters Score: Raw -100185.355881 + Penalty 1273.918689 = -98911.437192 nChanged 17 SP:Iteration 10F (83.322608 sec): 3 clusters Score: Raw -100196.953722 + Penalty 1279.826659 = -98917.127063 nChanged 10 SP:Iteration 11Q (83.326339 sec): 3 clusters Score: Raw -100203.006335 + Penalty 1287.515834 = -98915.490501 nChanged 8 SP:Iteration 12F (83.330480 sec): 3 clusters Score: Raw -100206.702443 + Penalty 1286.615846 = -98920.086597 nChanged 9 SP:Iteration 13Q (83.334134 sec): 3 clusters Score: Raw -100214.242132 + Penalty 1287.104911 = -98927.137221 nChanged 3 SP:Iteration 14Q (83.337676 sec): 3 clusters Score: Raw -100215.058812 + Penalty 1287.104911 = -98927.953901 nChanged 0 SP:Iteration 15F (83.341658 sec): 3 clusters Score: Raw -100215.058812 + Penalty 1287.104911 = -98927.953901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.344064 sec): 2 clusters Score: Raw -15889.454027 + Penalty 899.166467 = -14990.287560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.344797 sec): 3 clusters Score: Raw -15732.326583 + Penalty 1799.359775 = -13932.966808 nChanged 65 SP:Iteration 1F (83.345509 sec): 3 clusters Score: Raw -15830.569048 + Penalty 1800.031827 = -14030.537221 nChanged 14 SP:Iteration 2Q (83.346200 sec): 3 clusters Score: Raw -15857.672950 + Penalty 1800.321913 = -14057.351038 nChanged 10 SP:Iteration 3Q (83.346886 sec): 3 clusters Score: Raw -15873.355764 + Penalty 1800.014313 = -14073.341451 nChanged 8 SP:Iteration 4Q (83.347568 sec): 3 clusters Score: Raw -15889.179183 + Penalty 1799.893552 = -14089.285631 nChanged 5 SP:Iteration 5Q (83.348243 sec): 3 clusters Score: Raw -15895.894013 + Penalty 1799.688959 = -14096.205055 nChanged 4 SP:Iteration 6Q (83.348915 sec): 3 clusters Score: Raw -15899.700520 + Penalty 1799.811387 = -14099.889132 nChanged 5 SP:Iteration 7Q (83.349592 sec): 3 clusters Score: Raw -15905.484668 + Penalty 1800.891621 = -14104.593048 nChanged 6 SP:Iteration 8Q (83.350262 sec): 3 clusters Score: Raw -15913.836146 + Penalty 1801.276377 = -14112.559768 nChanged 9 SP:Iteration 9Q (83.350936 sec): 3 clusters Score: Raw -15925.822223 + Penalty 1801.445719 = -14124.376504 nChanged 7 SP:Iteration 10F (83.351646 sec): 3 clusters Score: Raw -15938.419666 + Penalty 1801.175701 = -14137.243965 nChanged 4 SP:Iteration 11Q (83.352306 sec): 3 clusters Score: Raw -15942.194024 + Penalty 1801.017832 = -14141.176192 nChanged 9 SP:Iteration 12Q (83.352964 sec): 3 clusters Score: Raw -15964.616170 + Penalty 1800.405359 = -14164.210811 nChanged 5 SP:Iteration 13Q (83.353611 sec): 3 clusters Score: Raw -15973.573181 + Penalty 1800.219797 = -14173.353384 nChanged 2 SP:Iteration 14Q (83.354255 sec): 3 clusters Score: Raw -15977.307784 + Penalty 1799.719118 = -14177.588666 nChanged 2 SP:Iteration 15Q (83.354894 sec): 3 clusters Score: Raw -15981.455674 + Penalty 1799.719118 = -14181.736556 nChanged 0 SP:Iteration 16F (83.355601 sec): 3 clusters Score: Raw -15981.455674 + Penalty 1799.719118 = -14181.736556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.358204 sec): 2 clusters Score: Raw -17824.860175 + Penalty 227.108649 = -17597.751527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.359105 sec): 3 clusters Score: Raw -17595.860244 + Penalty 458.045030 = -17137.815215 nChanged 151 SP:Iteration 1F (83.359962 sec): 3 clusters Score: Raw -17693.193802 + Penalty 464.342671 = -17228.851131 nChanged 36 SP:Iteration 2F (83.360860 sec): 3 clusters Score: Raw -17708.928108 + Penalty 470.474271 = -17238.453837 nChanged 20 SP:Iteration 3F (83.361718 sec): 3 clusters Score: Raw -17719.798726 + Penalty 475.271681 = -17244.527045 nChanged 22 SP:Iteration 4F (83.362575 sec): 3 clusters Score: Raw -17741.431015 + Penalty 485.914405 = -17255.516610 nChanged 33 SP:Iteration 5F (83.363435 sec): 3 clusters Score: Raw -17774.875569 + Penalty 488.131313 = -17286.744256 nChanged 24 SP:Iteration 6F (83.364298 sec): 3 clusters Score: Raw -17795.452429 + Penalty 484.658312 = -17310.794117 nChanged 11 SP:Iteration 7Q (83.365151 sec): 3 clusters Score: Raw -17803.201035 + Penalty 484.065580 = -17319.135455 nChanged 3 SP:Iteration 8Q (83.365989 sec): 3 clusters Score: Raw -17806.345550 + Penalty 485.015272 = -17321.330278 nChanged 5 SP:Iteration 9Q (83.366820 sec): 3 clusters Score: Raw -17810.778135 + Penalty 484.612658 = -17326.165477 nChanged 3 SP:Iteration 10F (83.367678 sec): 3 clusters Score: Raw -17812.831429 + Penalty 486.348722 = -17326.482707 nChanged 6 SP:Iteration 11Q (83.368502 sec): 3 clusters Score: Raw -17817.596296 + Penalty 489.459420 = -17328.136876 nChanged 5 SP:Iteration 12Q (83.369321 sec): 3 clusters Score: Raw -17820.869203 + Penalty 489.613787 = -17331.255416 nChanged 4 SP:Iteration 13Q (83.370136 sec): 3 clusters Score: Raw -17822.720877 + Penalty 491.689867 = -17331.031011 nChanged 3 SP:Iteration 14F (83.370993 sec): 3 clusters Score: Raw -17824.988240 + Penalty 487.418729 = -17337.569511 nChanged 3 SP:Iteration 15Q (83.371803 sec): 3 clusters Score: Raw -17827.520933 + Penalty 486.017938 = -17341.502996 nChanged 2 SP:Iteration 16Q (83.372609 sec): 3 clusters Score: Raw -17829.424608 + Penalty 486.102195 = -17343.322412 nChanged 2 SP:Iteration 17Q (83.373411 sec): 3 clusters Score: Raw -17830.313045 + Penalty 486.102195 = -17344.210850 nChanged 0 SP:Iteration 18F (83.374271 sec): 3 clusters Score: Raw -17830.313045 + Penalty 486.102195 = -17344.210850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.376098 sec): 2 clusters Score: Raw -9312.667419 + Penalty 508.563441 = -8804.103978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.376707 sec): 3 clusters Score: Raw -9235.589063 + Penalty 1017.989344 = -8217.599719 nChanged 48 SP:Iteration 1F (83.377306 sec): 3 clusters Score: Raw -9287.724578 + Penalty 1015.109654 = -8272.614923 nChanged 25 SP:Iteration 2F (83.377904 sec): 3 clusters Score: Raw -9333.103975 + Penalty 1014.766488 = -8318.337487 nChanged 15 SP:Iteration 3F (83.378502 sec): 3 clusters Score: Raw -9357.941443 + Penalty 1014.881662 = -8343.059781 nChanged 20 SP:Iteration 4F (83.379100 sec): 3 clusters Score: Raw -9403.704130 + Penalty 1020.552383 = -8383.151747 nChanged 14 SP:Iteration 5F (83.379695 sec): 3 clusters Score: Raw -9424.800705 + Penalty 1024.078624 = -8400.722081 nChanged 6 SP:Iteration 6Q (83.380276 sec): 3 clusters Score: Raw -9429.736716 + Penalty 1023.168728 = -8406.567988 nChanged 5 SP:Iteration 7Q (83.380855 sec): 3 clusters Score: Raw -9435.875690 + Penalty 1021.744498 = -8414.131193 nChanged 4 SP:Iteration 8Q (83.381434 sec): 3 clusters Score: Raw -9442.533357 + Penalty 1020.565805 = -8421.967552 nChanged 2 SP:Iteration 9Q (83.382011 sec): 3 clusters Score: Raw -9445.144073 + Penalty 1022.589684 = -8422.554389 nChanged 1 SP:Iteration 10F (83.382605 sec): 3 clusters Score: Raw -9446.101433 + Penalty 1023.245171 = -8422.856262 nChanged 1 SP:Iteration 11Q (83.383181 sec): 3 clusters Score: Raw -9446.774332 + Penalty 1021.255561 = -8425.518771 nChanged 1 SP:Iteration 12Q (83.383759 sec): 3 clusters Score: Raw -9448.640434 + Penalty 1019.200746 = -8429.439688 nChanged 1 SP:Iteration 13Q (83.384335 sec): 3 clusters Score: Raw -9449.375821 + Penalty 1016.392475 = -8432.983345 nChanged 1 SP:Iteration 14Q (83.384912 sec): 3 clusters Score: Raw -9450.285180 + Penalty 1016.392475 = -8433.892705 nChanged 0 SP:Iteration 15F (83.385578 sec): 3 clusters Score: Raw -9450.285180 + Penalty 1016.392475 = -8433.892705 nChanged 0 Memory request: 0.07 GB would take us to total of 0.37 GB. Trying to split cluster 9 (15802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.458343 sec): 2 clusters Score: Raw -647914.986001 + Penalty 284.751239 = -647630.234762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.487540 sec): 3 clusters Score: Raw -637290.324294 + Penalty 573.476789 = -636716.847505 nChanged 7609 SP:Iteration 1F (83.516077 sec): 3 clusters Score: Raw -643496.370350 + Penalty 612.348528 = -642884.021822 nChanged 2619 SP:Iteration 2F (83.544670 sec): 3 clusters Score: Raw -646480.659363 + Penalty 600.961599 = -645879.697764 nChanged 919 SP:Iteration 3F (83.573133 sec): 3 clusters Score: Raw -647466.108430 + Penalty 568.271301 = -646897.837129 nChanged 302 SP:Iteration 4Q (83.600361 sec): 3 clusters Score: Raw -647824.779759 + Penalty 567.584905 = -647257.194854 nChanged 69 SP:Iteration 5Q (83.622931 sec): 3 clusters Score: Raw -647902.930603 + Penalty 558.131794 = -647344.798810 nChanged 22 SP:Iteration 6Q (83.645468 sec): 3 clusters Score: Raw -647912.722867 + Penalty 563.561273 = -647349.161594 nChanged 18 SP:Iteration 7Q (83.667582 sec): 3 clusters Score: Raw -647919.572831 + Penalty 569.485849 = -647350.086981 nChanged 15 SP:Iteration 8Q (83.689729 sec): 3 clusters Score: Raw -647925.983056 + Penalty 565.546962 = -647360.436095 nChanged 15 SP:Iteration 9Q (83.711812 sec): 3 clusters Score: Raw -647932.937309 + Penalty 590.097158 = -647342.840150 nChanged 14 SP:Iteration 10F (83.740520 sec): 3 clusters Score: Raw -647937.873530 + Penalty 579.196685 = -647358.676845 nChanged 7 SP:Iteration 11Q (83.762737 sec): 3 clusters Score: Raw -647939.738172 + Penalty 563.992345 = -647375.745828 nChanged 3 SP:Iteration 12Q (83.784808 sec): 3 clusters Score: Raw -647941.095545 + Penalty 564.496776 = -647376.598769 nChanged 1 SP:Iteration 13Q (83.806760 sec): 3 clusters Score: Raw -647941.086340 + Penalty 564.496776 = -647376.589564 nChanged 0 SP:Iteration 14F (83.835286 sec): 3 clusters Score: Raw -647941.086340 + Penalty 564.496776 = -647376.589564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 10 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.849115 sec): 2 clusters Score: Raw -39855.467649 + Penalty 1000.528895 = -38854.938754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.850901 sec): 3 clusters Score: Raw -39356.498145 + Penalty 2004.777530 = -37351.720615 nChanged 320 SP:Iteration 1F (83.852655 sec): 3 clusters Score: Raw -39836.210908 + Penalty 2009.550191 = -37826.660717 nChanged 103 SP:Iteration 2F (83.854412 sec): 3 clusters Score: Raw -39996.013638 + Penalty 2021.161784 = -37974.851854 nChanged 62 SP:Iteration 3F (83.856161 sec): 3 clusters Score: Raw -40096.940002 + Penalty 2031.627926 = -38065.312076 nChanged 56 SP:Iteration 4F (83.857910 sec): 3 clusters Score: Raw -40211.844827 + Penalty 2046.667477 = -38165.177350 nChanged 41 SP:Iteration 5Q (83.859545 sec): 3 clusters Score: Raw -40288.318910 + Penalty 2055.601566 = -38232.717343 nChanged 25 SP:Iteration 6Q (83.861101 sec): 3 clusters Score: Raw -40331.273223 + Penalty 2062.279297 = -38268.993926 nChanged 19 SP:Iteration 7Q (83.862602 sec): 3 clusters Score: Raw -40356.642295 + Penalty 2066.558073 = -38290.084222 nChanged 11 SP:Iteration 8Q (83.864071 sec): 3 clusters Score: Raw -40374.871610 + Penalty 2070.873091 = -38303.998519 nChanged 6 SP:Iteration 9Q (83.865532 sec): 3 clusters Score: Raw -40384.658760 + Penalty 2070.743107 = -38313.915653 nChanged 1 SP:Iteration 10F (83.867278 sec): 3 clusters Score: Raw -40385.643329 + Penalty 2071.510771 = -38314.132558 nChanged 2 SP:Iteration 11Q (83.868839 sec): 3 clusters Score: Raw -40386.726877 + Penalty 2071.510771 = -38315.216106 nChanged 0 SP:Iteration 12F (83.870777 sec): 3 clusters Score: Raw -40386.726877 + Penalty 2071.510771 = -38315.216106 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.880381 sec): 2 clusters Score: Raw -94941.225847 + Penalty 843.735022 = -94097.490824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.883784 sec): 3 clusters Score: Raw -93752.013201 + Penalty 1679.156907 = -92072.856294 nChanged 694 SP:Iteration 1F (83.887131 sec): 3 clusters Score: Raw -94325.010975 + Penalty 1665.556695 = -92659.454279 nChanged 267 SP:Iteration 2F (83.890465 sec): 3 clusters Score: Raw -94581.065355 + Penalty 1659.424046 = -92921.641308 nChanged 154 SP:Iteration 3F (83.893785 sec): 3 clusters Score: Raw -94708.753006 + Penalty 1659.901160 = -93048.851845 nChanged 98 SP:Iteration 4F (83.897101 sec): 3 clusters Score: Raw -94774.371557 + Penalty 1666.868834 = -93107.502723 nChanged 85 SP:Iteration 5Q (83.900349 sec): 3 clusters Score: Raw -94835.771055 + Penalty 1681.581539 = -93154.189516 nChanged 77 SP:Iteration 6Q (83.903558 sec): 3 clusters Score: Raw -94891.501742 + Penalty 1690.641779 = -93200.859964 nChanged 67 SP:Iteration 7Q (83.906709 sec): 3 clusters Score: Raw -94932.759029 + Penalty 1693.311838 = -93239.447191 nChanged 43 SP:Iteration 8Q (83.909740 sec): 3 clusters Score: Raw -94953.371377 + Penalty 1693.113661 = -93260.257717 nChanged 28 SP:Iteration 9Q (83.912634 sec): 3 clusters Score: Raw -94972.127405 + Penalty 1687.500448 = -93284.626957 nChanged 19 SP:Iteration 10F (83.915943 sec): 3 clusters Score: Raw -94985.567642 + Penalty 1684.032498 = -93301.535144 nChanged 8 SP:Iteration 11Q (83.918671 sec): 3 clusters Score: Raw -94991.708144 + Penalty 1677.416400 = -93314.291744 nChanged 6 SP:Iteration 12Q (83.921372 sec): 3 clusters Score: Raw -94996.684912 + Penalty 1670.764460 = -93325.920452 nChanged 4 SP:Iteration 13Q (83.924074 sec): 3 clusters Score: Raw -94999.792215 + Penalty 1669.742913 = -93330.049302 nChanged 1 SP:Iteration 14Q (83.926742 sec): 3 clusters Score: Raw -95000.254729 + Penalty 1668.364380 = -93331.890349 nChanged 3 SP:Iteration 15Q (83.929410 sec): 3 clusters Score: Raw -95001.523759 + Penalty 1669.995337 = -93331.528422 nChanged 3 SP:Iteration 16F (83.932712 sec): 3 clusters Score: Raw -95000.828855 + Penalty 1668.588151 = -93332.240704 nChanged 1 SP:Iteration 17Q (83.935696 sec): 3 clusters Score: Raw -95002.000238 + Penalty 1676.130609 = -93325.869629 nChanged 1 SP:Iteration 18F (83.939265 sec): 3 clusters Score: Raw -95003.542095 + Penalty 1679.439466 = -93324.102629 nChanged 1 SP:Iteration 19F (83.942875 sec): 3 clusters Score: Raw -95003.440670 + Penalty 1685.823013 = -93317.617657 nChanged 1 SP:Iteration 20F (83.946231 sec): 3 clusters Score: Raw -95003.467757 + Penalty 1686.783189 = -93316.684568 nChanged 1 SP:Iteration 21F (83.949540 sec): 3 clusters Score: Raw -95003.537670 + Penalty 1686.783189 = -93316.754482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.956849 sec): 2 clusters Score: Raw -12792.250755 + Penalty 660.442707 = -12131.808048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.957571 sec): 3 clusters Score: Raw -12705.226660 + Penalty 1321.541117 = -11383.685543 nChanged 66 SP:Iteration 1F (83.958289 sec): 3 clusters Score: Raw -12758.866303 + Penalty 1322.143559 = -11436.722744 nChanged 22 SP:Iteration 2F (83.958993 sec): 3 clusters Score: Raw -12787.750572 + Penalty 1324.357581 = -11463.392991 nChanged 16 SP:Iteration 3F (83.959699 sec): 3 clusters Score: Raw -12816.822810 + Penalty 1325.090131 = -11491.732679 nChanged 10 SP:Iteration 4Q (83.960389 sec): 3 clusters Score: Raw -12842.236441 + Penalty 1324.799262 = -11517.437178 nChanged 5 SP:Iteration 5Q (83.961073 sec): 3 clusters Score: Raw -12850.941694 + Penalty 1324.583423 = -11526.358271 nChanged 6 SP:Iteration 6Q (83.961758 sec): 3 clusters Score: Raw -12869.217668 + Penalty 1324.369732 = -11544.847935 nChanged 5 SP:Iteration 7Q (83.962469 sec): 3 clusters Score: Raw -12884.352928 + Penalty 1323.700445 = -11560.652483 nChanged 8 SP:Iteration 8Q (83.963143 sec): 3 clusters Score: Raw -12904.522801 + Penalty 1322.862424 = -11581.660378 nChanged 6 SP:Iteration 9Q (83.963817 sec): 3 clusters Score: Raw -12913.631175 + Penalty 1321.207607 = -11592.423569 nChanged 6 SP:Iteration 10F (83.964522 sec): 3 clusters Score: Raw -12921.378143 + Penalty 1319.420297 = -11601.957846 nChanged 6 SP:Iteration 11Q (83.965199 sec): 3 clusters Score: Raw -12927.963922 + Penalty 1318.226193 = -11609.737729 nChanged 6 SP:Iteration 12Q (83.965873 sec): 3 clusters Score: Raw -12932.793139 + Penalty 1318.070975 = -11614.722164 nChanged 3 SP:Iteration 13Q (83.966545 sec): 3 clusters Score: Raw -12936.053612 + Penalty 1318.070975 = -11617.982637 nChanged 0 SP:Iteration 14F (83.967246 sec): 3 clusters Score: Raw -12936.053612 + Penalty 1318.070975 = -11617.982637 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 18 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.970414 sec): 2 clusters Score: Raw -24665.471016 + Penalty 598.980256 = -24066.490760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.971713 sec): 3 clusters Score: Raw -24420.476856 + Penalty 1195.600740 = -23224.876116 nChanged 190 SP:Iteration 1F (83.972929 sec): 3 clusters Score: Raw -24540.546316 + Penalty 1195.592999 = -23344.953317 nChanged 38 SP:Iteration 2F (83.974131 sec): 3 clusters Score: Raw -24571.932556 + Penalty 1200.542773 = -23371.389783 nChanged 23 SP:Iteration 3Q (83.975322 sec): 3 clusters Score: Raw -24591.868390 + Penalty 1212.318496 = -23379.549895 nChanged 25 SP:Iteration 4Q (83.976509 sec): 3 clusters Score: Raw -24614.774588 + Penalty 1240.330873 = -23374.443715 nChanged 31 SP:Iteration 5F (83.977710 sec): 3 clusters Score: Raw -24646.914319 + Penalty 1268.399862 = -23378.514457 nChanged 27 SP:Iteration 6Q (83.978893 sec): 3 clusters Score: Raw -24677.167881 + Penalty 1297.364307 = -23379.803573 nChanged 20 SP:Iteration 7Q (83.980063 sec): 3 clusters Score: Raw -24699.670978 + Penalty 1326.926569 = -23372.744410 nChanged 10 SP:Iteration 8F (83.981263 sec): 3 clusters Score: Raw -24722.919428 + Penalty 1341.678512 = -23381.240917 nChanged 7 SP:Iteration 9Q (83.982374 sec): 3 clusters Score: Raw -24734.002117 + Penalty 1344.673114 = -23389.329003 nChanged 4 SP:Iteration 10F (83.983557 sec): 3 clusters Score: Raw -24739.206228 + Penalty 1356.535569 = -23382.670659 nChanged 4 SP:Iteration 11F (83.984770 sec): 3 clusters Score: Raw -24748.265135 + Penalty 1358.392556 = -23389.872579 nChanged 2 SP:Iteration 12Q (83.985840 sec): 3 clusters Score: Raw -24750.590052 + Penalty 1361.688931 = -23388.901121 nChanged 1 SP:Iteration 13F (83.987040 sec): 3 clusters Score: Raw -24752.790641 + Penalty 1361.688931 = -23391.101710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.988978 sec): 2 clusters Score: Raw -11561.351988 + Penalty 839.943998 = -10721.407990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.989615 sec): 3 clusters Score: Raw -11433.286853 + Penalty 1681.503766 = -9751.783087 nChanged 51 SP:Iteration 1F (83.990244 sec): 3 clusters Score: Raw -11516.117714 + Penalty 1685.249564 = -9830.868149 nChanged 20 SP:Iteration 2F (83.990870 sec): 3 clusters Score: Raw -11578.713213 + Penalty 1693.361087 = -9885.352126 nChanged 15 SP:Iteration 3F (83.991498 sec): 3 clusters Score: Raw -11617.176094 + Penalty 1698.293755 = -9918.882339 nChanged 14 SP:Iteration 4F (83.992124 sec): 3 clusters Score: Raw -11657.203683 + Penalty 1703.025452 = -9954.178231 nChanged 8 SP:Iteration 5Q (83.992698 sec): 3 clusters Score: Raw -11680.074298 + Penalty 1703.056120 = -9977.018178 nChanged 1 SP:Iteration 6Q (83.993261 sec): 3 clusters Score: Raw -11688.845294 + Penalty 1703.056120 = -9985.789173 nChanged 2 SP:Iteration 7Q (83.993853 sec): 3 clusters Score: Raw -11694.469638 + Penalty 1703.056120 = -9991.413518 nChanged 0 SP:Iteration 8F (83.994482 sec): 3 clusters Score: Raw -11694.469638 + Penalty 1703.056120 = -9991.413518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.995859 sec): 2 clusters Score: Raw -9749.339190 + Penalty 179.804776 = -9569.534413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.996452 sec): 3 clusters Score: Raw -9643.286603 + Penalty 397.929880 = -9245.356722 nChanged 77 SP:Iteration 1F (83.997036 sec): 3 clusters Score: Raw -9725.089245 + Penalty 421.694214 = -9303.395031 nChanged 16 SP:Iteration 2F (83.997618 sec): 3 clusters Score: Raw -9739.581985 + Penalty 449.018498 = -9290.563487 nChanged 12 SP:Iteration 3F (83.998199 sec): 3 clusters Score: Raw -9748.808877 + Penalty 464.164003 = -9284.644874 nChanged 6 SP:Iteration 4F (83.998780 sec): 3 clusters Score: Raw -9752.869311 + Penalty 478.988304 = -9273.881007 nChanged 3 SP:Iteration 5F (83.999362 sec): 3 clusters Score: Raw -9753.421561 + Penalty 477.941920 = -9275.479641 nChanged 1 SP:Iteration 6Q (83.999941 sec): 3 clusters Score: Raw -9753.280542 + Penalty 477.941920 = -9275.338622 nChanged 0 SP:Iteration 7F (84.000523 sec): 3 clusters Score: Raw -9753.280542 + Penalty 477.941920 = -9275.338622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.005176 sec): 2 clusters Score: Raw -63492.271262 + Penalty 767.616809 = -62724.654453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.007752 sec): 3 clusters Score: Raw -62727.368148 + Penalty 1532.601191 = -61194.766957 nChanged 515 SP:Iteration 1F (84.010287 sec): 3 clusters Score: Raw -63051.683237 + Penalty 1531.000150 = -61520.683087 nChanged 192 SP:Iteration 2F (84.012820 sec): 3 clusters Score: Raw -63218.630957 + Penalty 1529.979719 = -61688.651237 nChanged 113 SP:Iteration 3F (84.015394 sec): 3 clusters Score: Raw -63331.906986 + Penalty 1531.426018 = -61800.480969 nChanged 78 SP:Iteration 4F (84.017990 sec): 3 clusters Score: Raw -63415.404937 + Penalty 1535.372343 = -61880.032594 nChanged 74 SP:Iteration 5F (84.020575 sec): 3 clusters Score: Raw -63473.545712 + Penalty 1541.686219 = -61931.859493 nChanged 47 SP:Iteration 6Q (84.023169 sec): 3 clusters Score: Raw -63506.814692 + Penalty 1548.859243 = -61957.955449 nChanged 37 SP:Iteration 7Q (84.025747 sec): 3 clusters Score: Raw -63528.216912 + Penalty 1553.963551 = -61974.253361 nChanged 27 SP:Iteration 8Q (84.028312 sec): 3 clusters Score: Raw -63543.288088 + Penalty 1558.091976 = -61985.196112 nChanged 17 SP:Iteration 9Q (84.030870 sec): 3 clusters Score: Raw -63551.089494 + Penalty 1560.451480 = -61990.638014 nChanged 15 SP:Iteration 10F (84.033494 sec): 3 clusters Score: Raw -63558.051878 + Penalty 1563.143452 = -61994.908427 nChanged 17 SP:Iteration 11Q (84.036018 sec): 3 clusters Score: Raw -63565.932093 + Penalty 1563.776587 = -62002.155506 nChanged 10 SP:Iteration 12Q (84.038532 sec): 3 clusters Score: Raw -63569.084495 + Penalty 1564.482371 = -62004.602124 nChanged 4 SP:Iteration 13Q (84.041153 sec): 3 clusters Score: Raw -63571.028888 + Penalty 1567.166810 = -62003.862077 nChanged 8 SP:Iteration 14F (84.043763 sec): 3 clusters Score: Raw -63573.219100 + Penalty 1567.472151 = -62005.746949 nChanged 1 SP:Iteration 15Q (84.046263 sec): 3 clusters Score: Raw -63573.410334 + Penalty 1567.801393 = -62005.608941 nChanged 1 SP:Iteration 16F (84.049150 sec): 3 clusters Score: Raw -63573.736840 + Penalty 1568.152625 = -62005.584216 nChanged 1 SP:Iteration 17F (84.051676 sec): 3 clusters Score: Raw -63573.923544 + Penalty 1568.933654 = -62004.989891 nChanged 2 SP:Iteration 18F (84.054203 sec): 3 clusters Score: Raw -63574.185069 + Penalty 1569.398001 = -62004.787068 nChanged 1 SP:Iteration 19F (84.056879 sec): 3 clusters Score: Raw -63574.393795 + Penalty 1569.398001 = -62004.995794 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 35 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.059748 sec): 2 clusters Score: Raw -33971.428074 + Penalty 893.496066 = -33077.932008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.061147 sec): 3 clusters Score: Raw -33532.190512 + Penalty 1787.106071 = -31745.084441 nChanged 216 SP:Iteration 1F (84.062524 sec): 3 clusters Score: Raw -33798.859252 + Penalty 1788.221151 = -32010.638100 nChanged 75 SP:Iteration 2F (84.063898 sec): 3 clusters Score: Raw -33913.435920 + Penalty 1787.644994 = -32125.790926 nChanged 42 SP:Iteration 3F (84.065296 sec): 3 clusters Score: Raw -33975.959993 + Penalty 1787.727432 = -32188.232561 nChanged 38 SP:Iteration 4F (84.066689 sec): 3 clusters Score: Raw -34032.578277 + Penalty 1789.384496 = -32243.193781 nChanged 23 SP:Iteration 5Q (84.068033 sec): 3 clusters Score: Raw -34065.288660 + Penalty 1790.573756 = -32274.714904 nChanged 16 SP:Iteration 6Q (84.069296 sec): 3 clusters Score: Raw -34091.467763 + Penalty 1789.578351 = -32301.889412 nChanged 16 SP:Iteration 7Q (84.070552 sec): 3 clusters Score: Raw -34114.599782 + Penalty 1791.384455 = -32323.215327 nChanged 11 SP:Iteration 8Q (84.071796 sec): 3 clusters Score: Raw -34129.025048 + Penalty 1791.998026 = -32337.027022 nChanged 5 SP:Iteration 9Q (84.073071 sec): 3 clusters Score: Raw -34139.254976 + Penalty 1792.015957 = -32347.239019 nChanged 4 SP:Iteration 10F (84.074444 sec): 3 clusters Score: Raw -34144.586815 + Penalty 1792.075336 = -32352.511479 nChanged 2 SP:Iteration 11Q (84.075704 sec): 3 clusters Score: Raw -34148.711197 + Penalty 1790.904868 = -32357.806329 nChanged 2 SP:Iteration 12Q (84.076973 sec): 3 clusters Score: Raw -34151.676392 + Penalty 1790.904868 = -32360.771524 nChanged 0 SP:Iteration 13F (84.078346 sec): 3 clusters Score: Raw -34151.676392 + Penalty 1790.904868 = -32360.771524 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 40 (3238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.093102 sec): 2 clusters Score: Raw -160724.069410 + Penalty 212.165611 = -160511.903799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.099052 sec): 3 clusters Score: Raw -158489.073670 + Penalty 459.805743 = -158029.267926 nChanged 1470 SP:Iteration 1F (84.104860 sec): 3 clusters Score: Raw -159946.644332 + Penalty 474.600124 = -159472.044208 nChanged 428 SP:Iteration 2F (84.110654 sec): 3 clusters Score: Raw -160249.504952 + Penalty 478.013272 = -159771.491680 nChanged 189 SP:Iteration 3F (84.116438 sec): 3 clusters Score: Raw -160428.854442 + Penalty 470.273690 = -159958.580753 nChanged 104 SP:Iteration 4Q (84.121933 sec): 3 clusters Score: Raw -160540.518996 + Penalty 465.113010 = -160075.405986 nChanged 54 SP:Iteration 5Q (84.126955 sec): 3 clusters Score: Raw -160570.001911 + Penalty 464.912154 = -160105.089757 nChanged 39 SP:Iteration 6Q (84.131837 sec): 3 clusters Score: Raw -160580.814802 + Penalty 464.862384 = -160115.952418 nChanged 28 SP:Iteration 7Q (84.136635 sec): 3 clusters Score: Raw -160583.077908 + Penalty 468.505647 = -160114.572261 nChanged 29 SP:Iteration 8F (84.142517 sec): 3 clusters Score: Raw -160582.037319 + Penalty 469.397104 = -160112.640214 nChanged 28 SP:Iteration 9F (84.148454 sec): 3 clusters Score: Raw -160580.467797 + Penalty 466.733264 = -160113.734533 nChanged 28 SP:Iteration 10F (84.154350 sec): 3 clusters Score: Raw -160579.900045 + Penalty 470.373933 = -160109.526112 nChanged 34 SP:Iteration 11F (84.160139 sec): 3 clusters Score: Raw -160583.742959 + Penalty 463.666883 = -160120.076077 nChanged 36 SP:Iteration 12Q (84.164785 sec): 3 clusters Score: Raw -160600.796019 + Penalty 489.470453 = -160111.325566 nChanged 53 SP:Iteration 13F (84.170634 sec): 3 clusters Score: Raw -160654.551977 + Penalty 546.558033 = -160107.993944 nChanged 49 SP:Iteration 14F (84.176385 sec): 3 clusters Score: Raw -160711.429947 + Penalty 1020.356207 = -159691.073741 nChanged 13 SP:Iteration 15F (84.182200 sec): 3 clusters Score: Raw -160721.946963 + Penalty 212.165611 = -160509.781352 nChanged 1 SP:Iteration 16Q (84.186640 sec): 2 clusters Score: Raw -160724.069410 + Penalty 212.165611 = -160511.903799 nChanged 0 SP:Iteration 17F (84.191065 sec): 2 clusters Score: Raw -160724.069410 + Penalty 212.165611 = -160511.903799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.194489 sec): 2 clusters Score: Raw -5135.113761 + Penalty 90.138791 = -5044.974969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.194942 sec): 3 clusters Score: Raw -5103.928307 + Penalty 189.980629 = -4913.947678 nChanged 49 SP:Iteration 1F (84.195377 sec): 3 clusters Score: Raw -5159.530102 + Penalty 195.313144 = -4964.216958 nChanged 9 SP:Iteration 2F (84.195812 sec): 3 clusters Score: Raw -5168.590510 + Penalty 194.602468 = -4973.988042 nChanged 3 SP:Iteration 3Q (84.196241 sec): 3 clusters Score: Raw -5170.685181 + Penalty 194.602468 = -4976.082713 nChanged 0 SP:Iteration 4F (84.196674 sec): 3 clusters Score: Raw -5170.685181 + Penalty 194.602468 = -4976.082713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.198707 sec): 2 clusters Score: Raw -12431.310667 + Penalty 492.034644 = -11939.276023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.199516 sec): 3 clusters Score: Raw -12340.103491 + Penalty 977.889470 = -11362.214021 nChanged 102 SP:Iteration 1F (84.200313 sec): 3 clusters Score: Raw -12445.944309 + Penalty 994.338368 = -11451.605940 nChanged 40 SP:Iteration 2F (84.201109 sec): 3 clusters Score: Raw -12508.626825 + Penalty 1028.513252 = -11480.113573 nChanged 19 SP:Iteration 3F (84.201903 sec): 3 clusters Score: Raw -12533.875256 + Penalty 1058.359104 = -11475.516152 nChanged 13 SP:Iteration 4F (84.202698 sec): 3 clusters Score: Raw -12552.067407 + Penalty 1082.923671 = -11469.143737 nChanged 6 SP:Iteration 5F (84.203491 sec): 3 clusters Score: Raw -12558.092285 + Penalty 1092.470059 = -11465.622227 nChanged 2 SP:Iteration 6F (84.204288 sec): 3 clusters Score: Raw -12561.580210 + Penalty 1099.970975 = -11461.609235 nChanged 1 SP:Iteration 7F (84.205082 sec): 3 clusters Score: Raw -12562.825840 + Penalty 1099.970975 = -11462.854865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.211990 sec): 2 clusters Score: Raw -106974.476034 + Penalty 1115.447258 = -105859.028776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.215572 sec): 3 clusters Score: Raw -105784.312052 + Penalty 2229.299936 = -103555.012116 nChanged 738 SP:Iteration 1F (84.219081 sec): 3 clusters Score: Raw -106405.506275 + Penalty 2225.345764 = -104180.160512 nChanged 246 SP:Iteration 2F (84.222676 sec): 3 clusters Score: Raw -106650.232490 + Penalty 2221.505261 = -104428.727230 nChanged 144 SP:Iteration 3F (84.226229 sec): 3 clusters Score: Raw -106775.770818 + Penalty 2218.474361 = -104557.296456 nChanged 108 SP:Iteration 4F (84.229725 sec): 3 clusters Score: Raw -106863.831505 + Penalty 2216.451574 = -104647.379931 nChanged 68 SP:Iteration 5Q (84.233160 sec): 3 clusters Score: Raw -106926.859724 + Penalty 2215.648297 = -104711.211427 nChanged 59 SP:Iteration 6Q (84.236583 sec): 3 clusters Score: Raw -106988.853604 + Penalty 2215.383090 = -104773.470513 nChanged 53 SP:Iteration 7Q (84.239983 sec): 3 clusters Score: Raw -107042.902267 + Penalty 2216.472673 = -104826.429595 nChanged 46 SP:Iteration 8Q (84.243811 sec): 3 clusters Score: Raw -107095.816604 + Penalty 2217.133438 = -104878.683166 nChanged 46 SP:Iteration 9Q (84.247461 sec): 3 clusters Score: Raw -107135.855084 + Penalty 2217.448033 = -104918.407052 nChanged 35 SP:Iteration 10F (84.251014 sec): 3 clusters Score: Raw -107165.745085 + Penalty 2217.609115 = -104948.135970 nChanged 28 SP:Iteration 11Q (84.254335 sec): 3 clusters Score: Raw -107185.782314 + Penalty 2217.601054 = -104968.181259 nChanged 25 SP:Iteration 12Q (84.257636 sec): 3 clusters Score: Raw -107215.900368 + Penalty 2217.836334 = -104998.064035 nChanged 40 SP:Iteration 13Q (84.260925 sec): 3 clusters Score: Raw -107276.385018 + Penalty 2217.259641 = -105059.125377 nChanged 39 SP:Iteration 14Q (84.264193 sec): 3 clusters Score: Raw -107324.849463 + Penalty 2216.530925 = -105108.318538 nChanged 29 SP:Iteration 15Q (84.267407 sec): 3 clusters Score: Raw -107353.839722 + Penalty 2215.232192 = -105138.607529 nChanged 39 SP:Iteration 16Q (84.270628 sec): 3 clusters Score: Raw -107405.747535 + Penalty 2213.391735 = -105192.355800 nChanged 38 SP:Iteration 17Q (84.273893 sec): 3 clusters Score: Raw -107452.719946 + Penalty 2213.786611 = -105238.933335 nChanged 28 SP:Iteration 18Q (84.277097 sec): 3 clusters Score: Raw -107474.762388 + Penalty 2213.511582 = -105261.250807 nChanged 18 SP:Iteration 19Q (84.280250 sec): 3 clusters Score: Raw -107485.452213 + Penalty 2213.739805 = -105271.712407 nChanged 8 SP:Iteration 20F (84.283739 sec): 3 clusters Score: Raw -107490.029495 + Penalty 2213.875118 = -105276.154377 nChanged 6 SP:Iteration 21Q (84.286891 sec): 3 clusters Score: Raw -107493.290272 + Penalty 2213.898109 = -105279.392163 nChanged 5 SP:Iteration 22Q (84.290039 sec): 3 clusters Score: Raw -107495.424872 + Penalty 2213.940946 = -105281.483926 nChanged 2 SP:Iteration 23Q (84.293189 sec): 3 clusters Score: Raw -107496.033823 + Penalty 2213.940946 = -105282.092877 nChanged 0 SP:Iteration 24F (84.296682 sec): 3 clusters Score: Raw -107496.033823 + Penalty 2213.940946 = -105282.092877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.299365 sec): 2 clusters Score: Raw -7032.349189 + Penalty 379.303553 = -6653.045636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.299948 sec): 3 clusters Score: Raw -7004.035977 + Penalty 759.165162 = -6244.870815 nChanged 49 SP:Iteration 1F (84.300524 sec): 3 clusters Score: Raw -7075.135131 + Penalty 762.962582 = -6312.172549 nChanged 20 SP:Iteration 2F (84.301090 sec): 3 clusters Score: Raw -7116.243177 + Penalty 760.284041 = -6355.959136 nChanged 9 SP:Iteration 3Q (84.301634 sec): 3 clusters Score: Raw -7126.406329 + Penalty 757.700536 = -6368.705793 nChanged 4 SP:Iteration 4Q (84.302173 sec): 3 clusters Score: Raw -7129.874907 + Penalty 755.996713 = -6373.878194 nChanged 4 SP:Iteration 5Q (84.302712 sec): 3 clusters Score: Raw -7133.052940 + Penalty 752.093169 = -6380.959771 nChanged 4 SP:Iteration 6Q (84.303250 sec): 3 clusters Score: Raw -7135.699428 + Penalty 753.618414 = -6382.081014 nChanged 2 SP:Iteration 7Q (84.303786 sec): 3 clusters Score: Raw -7136.781277 + Penalty 753.746337 = -6383.034940 nChanged 3 SP:Iteration 8Q (84.304325 sec): 3 clusters Score: Raw -7138.809302 + Penalty 754.135173 = -6384.674130 nChanged 1 SP:Iteration 9Q (84.304879 sec): 3 clusters Score: Raw -7139.064213 + Penalty 754.135173 = -6384.929040 nChanged 0 SP:Iteration 10F (84.305443 sec): 3 clusters Score: Raw -7139.064213 + Penalty 754.135173 = -6384.929040 nChanged 0 Time taken for this iteration:83.439697 seconds. 300->20 Clusters: Score -1307455.684576, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 226 (time per iteration =373.198765 ms) Total iterations: 2113 (time per iteration =39.916195 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5992810625.000000 (time per metric unit =14.074017ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 149820265625.000000 (time per metric unit=562.960696ps) That took 84.342921 seconds.